ADCHEM 2015
9th International Symposium on Advanced Control of
Chemical Processes
Whistler, British Columbia, Canada
June 7-10, 2015
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Table of Contents
Greetings from the NOC and IPC Chairs .................................................................................................... 2
National Organizing Committee .................................................................................................................... 3
International Program Committee ................................................................................................................ 4
Plenary Talks ................................................................................................................................................... 6
Keynote Talks .................................................................................................................................................. 9
Instructions for Presenters & Session Chairs ........................................................................................... 13
Local Attractions............................................................................................................................................ 14
Sponsors ........................................................................................................................................................ 15
Social Program & Announcements .............................................................................................................. 16
Technical Program........................................................................................................................................ 22
Author Index .................................................................................................................................................. 37
Keyword Index ............................................................................................................................................... 43
Interview with Plenary Speakers ................................................................................................................ 44
Conference Venue Layout ........................................................................................................................... 52
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Greetings from the NOC and IPC Chairs
It is our pleasure to welcome you to the 2015 IFAC Symposium on Advanced Control of Chemical Processes (ADCHEM 2015) in Whistler, British Columbia, Canada on behalf of the National Organizing Committee and International Program Committee.
ADCHEM, one of the triennial meetings of the International Federation of Automatic Control, brings together researchers and practitioners to discuss recent developments in the control of chemical, biochemical, and related process systems. The
program accommodates contributions from various application areas and methodologies including those outside the classical chemical process control. Special focus is put this year towards oil production as well as topics related to energy.
Based on a rigorous reviewing process, the International Program Committee selected 216 papers for presentation. The program consists of 21 regular sessions, 4 invited sessions, 2 poster sessions, 1 roundtable discussion session, 12 keynote lectures (of which 5 are invited keynotes and 7 are selected from the contributions), and 3 plenary sessions. Following the tradition of ADCHEM, each morning begins with a plenary talk. Each day 4 keynotes are delivered, 2 in the morning and 2 in the afternoon. The regular and invited sessions are split in four parallel tracks, one in the morning and one in the afternoon. Poster presentations take place on Monday and Tuesday afternoon. The program is complemented by a roundtable discussion on Monday afternoon and very interesting preconference workshops that take place on Sunday, June 7.
The social program consists of an opening reception on Sunday evening, a tour of the Squamish Lil’wat Cultural Centre on Monday evening, the conference banquet on Tuesday evening, and a closing reception on Wednesday.
The excellence of the program would not be possible without tremendous contributions of the NOC and IPC members, secretaries, invited session organizers, associate editors who organized review of the papers, and all the reviewers. We would also like to acknowledge the tremendous support from our conference sponsors.
ADCHEM 2015 is sponsored by the IFAC Technical Committee on Chemical Process Control and co-sponsored by the IFAC Technical Committees on Non-linear Control Systems, Biosystems and Bioprocesses, and Fault Detection, Supervision and Safety of Technical Processes.
All participants are invited to explore the wonderful landscape and nature of Whistler. Special guided tours and trips are planned following the afternoon sessions. There will be a number of volunteers throughout the conference who will be happy to provide help.
Please do not hesitate to stop at the conference registration desk or contact any volunteer if you have questions or need help. We hope you will enjoy your stay in beautiful Whistler, British Columbia.
Best regards,
Biao Huang (NOC chair), on behalf of the NOC Rolf Findeisen (IPC chair), on behalf of the IPC
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National Organizing Committee NOC Chair
Biao Huang University of Alberta Canada
NOC Co-Chair
Bhushan Gopaluni University of British Columbia Canada
NOC Industry Vice Chair
Terry Chmelyk Spartan Control Canada
Johan Backstrom Honeywell
Hector Budman University of Waterloo
Aris Espejo Syncrude
Enbo Feng Suncor
Fraser Forbes University of Alberta
Ramesh Kadali Suncor Energy
Zukui Li University of Alberta
Kim McAuley Queen’s University
Prashant Mhaskar McMaster University
Michel Perrier École Polytechnique de Montréal
Vinay Prasad University of Alberta
Sirish Shah University of Alberta
Elizabeth Adolf University of Alberta
Leanne Swekla Independent Organizer
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International Program Committee
IPC Chair
Rolf Findeisen Otto-von-Guericke University Magdeburg Germany
IPC Co-Chair
Martin Guay Queen’s University Canada
IPC Industry Co-Chair
Don Bartusiak ExxonMobil Chemical Company USA
Area Co-Chairs
Zoltan Nagy (USA) Batch Process Modelling
Martin Mönnigmann (GER) Model-based Control
Martha Grover (USA) Modelling and Identification
Ravindra Gudi (IND) Scheduling and Optimization
Claudio Scali (ITA) Process and Control Monitoring
Manabu Kano (JPN) Process Applications
Ulrike Krewer (GER) Energy Processes and Control
Eric Bullinger (GER) Modelling and Control of Biomedical Systems
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IPC Members
Frank Allgöwer (GER)
Yaman Arkun (TUR)
Jia Bao (AUS)
Wayne Bequette (USA)
Luis Bergh (CHI)
Dominique Bonvin (SUI)
Richard Braatz (USA)
Jesús Alvarez Calderón (MEX)
Eduardo Camacho (ESP)
Benoit Chachuat (GBR)
Changjian Cheng (CHN)
Jean-Pierre Corriou (FRA)
Cesar de Prada (ESP)
Yongsheng Ding (CHN)
Denis Dochain (BEL)
Carl Duchesne (CAN)
Stephen P. Duncan (GBR)
Sebastian Engell (GER)
Mirsolav Fikar (SVK)
Bjarne Foss (NOR)
Furong Gao (HKG)
Christos Georgakis (USA)
Veit Hagenmeyer (GER)
Juergen Hahn (USA)
Katalin Hangos (HUN)
Morten Hovd (NOR)
Hsiao-Ping Huang (TPE)
Jakob Kjabsted Huusom (DEN)
Lars Imsland (NOR)
Elling W. Jacobsen (SWE)
Masako Kishida (NZL)
Costas Kravaris (GRE)
Jay Lee (KOR)
Jong-Min Lee (KOR)
Xiang Li (CAN)
Shaoyuan Li (CHN)
Daniel Limon (ESP)
Fei Liu (CHN)
Wolfgang Marquardt (GER)
Bernard Maschke (FRA)
Jaime A. Moreno (MEX)
Michela Mulas (FIN)
Ahmet Palazoglu (USA)
Gabriele Pannoccia (ITA)
Robert S. Parker (USA)
Stratos Pistikopoulos (GBR)
Joe Qin (USA)
Josa Ragot (FRA)
Davide Raimondo (ITA)
G.P. Rangaiah (SIN)
R. Rengasamy (IND/USA)
Riccardo Scattolini (ITA)
Ilse Smets (BEL)
Masoud Soroush (USA)
Stefan Streif (GER)
Hongye Su (CHN)
Moses Tade (AUS)
Robert Tenno (FIN)
Jorge Trierweiler (BRA)
Paul Van den Hof (NLD)
Alain Vande Wouwer (BEL)
Wei Wang (CHN)
Adrian George Wills (AUS)
Hong Yue (GBR)
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Plenary Talks
1. Platform for Advanced Control and Estimation (PACE): Shell's and Yokogawa's Next Generation Advanced Process Control Technology
Barry Cott Shell Global Solutions, The Netherlands
Abstract: Every ten years or so, Shell has looked to refresh its Advanced Process Control (APC) technology. The last major technology upgrade occurred in 2003 when Shell, along with our APC alliance partner, Yokogawa, released SMOCPro (MPC) and RQEPro (quality estimation). In 2011, Shell and Yokogawa agreed to initiate the development of our next-generation APC technology. Brought to the market in 2015, the Platform for Advanced Control is leveraging our long combined experience in APC.
Biography: Barry Cott has been with Shell for over 25 years in a variety of technical and engineering management roles in the process automation and control discipline. He is currently General Manager - Process Automation Control and Optimization Software in Shell's Projects and Technology organization, overseeing the development of innovative software technology including advanced process control. Barry holds a BASc and a MASc from the University of Waterloo and a Ph.D. from Imperial College, all in Chemical Engineering. He is a registered Professional Engineer in the Canadian provinces of Ontario and Alberta and received the 2007 DG Fisher Award from the Canadian Society for Chemical Engineering for contributions to systems and control engineering in Canada.
Please see page 44 for our interview with Barry Cott.
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2. Process monitoring in the era of big data
Joe Qin The Chinese University of Hong Kong, Shenzhen
Abstract: The recent interest in big data has shown up in almost all aspects of knowledge discovery; including engineering, medicine, business, commerce, finance, and even science to benefit from the power of big data. The Internet of Things, smart and wireless sensors, wireless communications, mobile devices, smart devices, and smart manufacturing make data an abundant source of information from which to derive knowledge and make decisions. For process engineering systems where processes, units, and equipment are designed with well-specified purposes under well-controlled operations, mechanistic models and principles are dependable. However, for the operation of emerging or abnormal situations that are not expected in the design, data become indispensable assets for the decision-making in safe and efficient operations. In this plenary we offer a perspective on the essence of process data analytics, how data have been effectively used in process operations and control, and new perspectives on how process systems operations might evolve to a paradigm of data-enhanced operations and control. In particular the focus is on the latent structure modeling of high dimensional and massive amount of data from which to explore interesting latent data structures for the purpose of process data analytics, including abnormal condition monitoring, inferential estimation, and predictions based on principal auto- and cross- correlations. The concept of principal time series modeling will be introduced. To conclude the talk, we give a future perspective in exploring the power of new machine learning techniques that have enjoyed tremendous development in two decades.
Biography: Dr. S. Joe Qin obtained his B.S. and M.S. degrees in Automatic Control from Tsinghua University in Beijing, China, in 1984 and 1987, respectively, and his Ph.D. degree in Chemical Engineering from University of Maryland at College Park in 1992. He is the Vice President of the Chinese University of Hong Kong, Shenzhen, and is on leave from the position of Fluor Professor of Process Engineering at the Viterbi School of Engineering of the University of Southern California. Dr. Qin is a Fellow of IEEE and Fellow of the International Federation of Automatic Control (IFAC). He is a recipient of the National Science Foundation CAREER Award, the 2011 Northrop Grumman Best Teaching award at Viterbi School of Engineering, the DuPont Young Professor Award, Halliburton/Brown & Root Young Faculty Excellence Award, NSF-China Outstanding Young Investigator Award, Chang Jiang Professor of Tsinghua University, Thousand Talent Professor of the Northeastern University of China, and an IFAC Best Paper Prize for the model predictive control survey paper published in Control Engineering Practice. He is currently an Associate Editor for Journal of Process Control, IEEE Control Systems Magazine, and a Member of the Editorial Board for Journal of Chemometrics. He has published over 110 papers in SCI journals, with over 5700 ISI Web of Science citations and an h-index of 39. Dr. Qin’s research interests include process data analytics, process monitoring and fault diagnosis, model predictive control, system identification, building energy optimization, semiconductor process control, and control performance monitoring.
Please see page 48 for our interview with Joe Qin.
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3. Set-Theoretic Approaches in Analysis, Estimation and Control of Nonlinear Systems
Benoit Chachuat Imperial College London
Abstract: This paper gives an overview of recent developments in set-theoretic methods for nonlinear systems, with a particular focus on the activities in our own research group. Central to these approaches is the ability to compute tight enclosures of the range of multivariate systems, e.g. using ellipsoidal calculus or higher-order inclusion techniques based on multivariate polynomials, as well as the ability to propagate these enclosures to enclose the trajectories of parametric or uncertain differential equations. We illustrate these developments with a range of applications, including the reachability analysis of nonlinear dynamic systems; the determination of all equilibrium points and bifurcations in a given state-space domain; and the solution of set-membership parameter estimation problems. We close the paper with a discussion about on-going research in tube-based methods for robust model predictive control.
Biography: Benoit Chachuat is a Senior Lecturer in the Department of Chemical Engineering at Imperial College London and a member of the Centre of Process Systems Engineering (CPSE). He received his Ph.D. in Chemical Engineering from National Polytechnic Institute of Lorraine (INPL) in 2001, and he held post-doctoral positions at INRIA Sophia-Antipolis (2002-2003), MIT (2003-2005), and EPFL (2005-2008). Prior to joining Imperial College in 2010, Benoit was an Assistant Professor at McMaster University. He currently serves as an Associate Editor for the Journal of Process Control and the Journal of Optimization Theory & Applications. He is a recipient of the 2014 Outstanding Young Researcher Award and 2015 Director Award from the CAST division of AIChE. Benoit's primary research focus is on the development of new methods and tools for optimization and control of complex process systems, with emphasis on global optimization and optimization-based process control. Current application areas in his group are on sustainable microalgae culture systems and resource recovery from wastewater.
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Keynote Talks
1. Providing Ancillary Service with Commercial Buildings: The Swiss Perspective (invited) Ioannis Lymperopoulos, EPFL, Switzerland Faran Ahmed Qureshi, EPFL, Switzerland Truong Nghiem, Univ. of Pennsylvania, USA Ali Ahmadi Khatir, Swissgrid Ltd, Laufenburg, Switzerland Colin N. Jones, EPFL, Switzerland
Abstract: Ancillary services constitute the cornerstone of the power grid. They allow for an efficient system operation, provide resilience to uncertainties and establish safeguards against unprecedented events. Their importance is growing due to the rise of grid decentralisation and integration of intermittent, renewable power sources, which lead to more variability and uncertainty in the system. Today, the vast share of ancillary services is provided by large generating units. An ongoing effort by research and business entities focuses on using variation of loads connected to the power grid in order to increase significantly the provision of such services, hopefully at a reduced cost. We examine here, from an economic perspective, the use of commercial buildings as ancillary service providers based on real prices from the Swiss electricity market. We calculate the effect of retail electrical prices on the economic performance of a building and find that for the rates charged in the least expensive cantons a single building can reduce its overall energy costs, when participating in the ancillary services market. For the high end of prices this gradually becomes prohibitive but can be alleviated for a building that has a need for electricity during nighttime hours, as well as daytime. Finally, we show, the counter-intuitive result that providing ancillary services can increase the comfort levels of a building at a decreased cost.
2. On-Line Maximization of Biogas Production in an Anaerobic Reactor Using a Pseudo-Super-Twisting Controller Alejandro Vargas, Univ. Nacional Autonoma De Mexico-UNAM Jaime A. Moreno, Univ. Nacional Autonoma De Mexico-UNAM
Abstract: We consider an apparently oversimplified first order model of an anaerobic digester operated as a CSTR, where the dilution rate is the controlled input and the biogas production rate is the measured output. The parameters of this model are considered slowly time-varying. The output function depends on the only state (the substrate), and at any instant has a unique maximum. We propose a simple output-feedback controller based on the super-twisting algorithm combined with a state machine, which converges in a practical sense to this maximum. The controller was tested by simulations of an anarobic digester, maximizing the biogas production rate, showing very good results.
3. Economic Optimization of Spray Dryer Operation Using Nonlinear Model Predictive Control with State Estimation Lars Norbert Petersen, Tech. Univ. of Denmark John B. Jørgensen, Tech. Univ. of Denmark James B. Rawlings, Univ. of Wisconsin at Madison, USA
Abstract: In this paper, we develop an economically optimizing Nonlinear Model Predictive Controller (E-NMPC) for a complete spray drying plant with multiple stages. In the E-NMPC the initial state is estimated by an extended Kalman Filter (EKF) with noise covariances estimated by an autocovariance least squares method (ALS). We present a model for the spray drying plant and use this model for simulation as well as for prediction in the E-NMPC. The open-loop optimal control problem in the E-NMPC is solved using the single-shooting method combined with a quasi-Newton Sequential Quadratic Programming (SQP) algorithm and the adjoint method for computation of gradients. We evaluate the economic performance when unmeasured disturbances
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are present. By simulation, we demonstrate that the E-NMPC improves the profit of spray drying by 17% compared to conventional PI control.
4. A Stable Two-Time Dimensional (2D) Model Predictive Control with Zero Terminal State Constraints for Constrained Batch Processes Jingyi Lu, Hong Kong Univ. of Sci. & Tech Zhixing Cao, Hong Kong Univ. of Sci. & Tech Furong Gao, Hong Kong Univ. of Sci. & Tech
Abstract: Batch processes are of great importance in process industry. However, the controlalgorithm design is difficult for those with constraints. This is because stability and recursive feasibility along directions of time and batch should be guaranteed simultaneously. In this paper, a stable model predictive control strategy with zero terminal state constraints is proposed. Stability and recursive feasibility along two directions are guaranteed and proved. Simulation results are given to show the effectiveness of the algorithm.
5. Latent Variable Models and Big Data in the Process Industries (invited) John F. Macgregor, ProSensus, Inc Mark-John Bruwer, ProSensus, Inc Ivan Miletic, ProSensus, Inc Marlene Cardin, ProSensus, Inc Zheng Liu, ProSensus, Inc
Abstract: In the process industries Big Data has been around since the introduction of computer control systems, advanced sensors, and databases. Although process data may not really be BIG in comparison to other areas such as communications, they are often complex in structure, and the information that we wish to extract from them is often subtle. Multivariate latent variable regression models offer many unique properties that make them well suited for the analysis of historical industrial data. These properties and use of these models are illustrated with applications to the analysis, monitoring. optimization and control of batch processes, and to the extraction of information from on-line multi-spectral images.
6. On the Design of Economic NMPC Based on an Exact Turnpike Property Timm Faulwasser, EPFL, Switzerland Dominique Bonvin, EPFL, Switzerland
Abstract: We discuss the design of sampled-data economic nonlinear model predictive control schemes for continuous-time systems. We present novel sufficient convergence conditions that do not require any kind of terminal constraints nor terminal penalties. Instead, the proposed convergence conditions are based on an exact turnpike property of the underlying optimal control problem. We prove that, in the presence of state constraints, the existence of an exact turnpike implies recursive feasibility of the optimization. We draw upon the example of optimal fish harvest to illustrate our findings.
7. Analysis of Problems Induced by Imprecise Dating of Measurements in Oil and Gas Production Nicolas Petit, MINES ParisTech, France
Abstract: In this paper we discuss the negative impact on monitoring algorithms of working with imprecisely dated data. Two examples from the world of the oil & gas industry are presented and serve to illustrate that this problem can be of practical importance. First analytical results show that when signals with significant time variations are monitored, the impact of dating of measurements can be as troublesome (or even worse) than measurement noises.
8. A Multiobjective Optimization Perspective on the Stability of Economic MPC (invited)
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Victor M. Zavala, Argonne National Lab, USA
Abstract: We interpret economic MPC as a scheme that trades off economic performance and stability. We use this notion to design an economic MPC controller that exploits the inherent robustness of a stable auxiliary MPC controller to enhance economic performance. Specifically, we incorporate a flexible stabilizing constraint to the economic MPC formulation that preserves stability of the auxiliary controller. We use multiobjective optimization concepts to argue that the dual variable of the stabilizing constraint can be interpreted as a price of stability and we establish an equivalence between the proposed controller and regularized economic MPC controllers. We demonstrate that nontrivial gains in economic performance can be achieved without compromising stability.
9. Control Challenges in Synthetic Biology (invited) Christopher V. Rao, Univ. of Illinois at Urbana-Champaign
Abstract: Automation is increasingly being employed in the life sciences. New control problems are arising as a result, few with simple off-the-shelf solutions. This paper discusses some of the scheduling and control problems associated with automation in synthetic biology. It specifically focuses on the challenges associated with robotics, drawing heavily from our own experiences at the University of Illinois at Urbana-Champaign. No solution are presented and only the problems discussed. The goal is to motivate research in the process systems engineering community to solve problems in this new field.
10. Zone Model Predictive Control and Moving Horizon Estimation for the Regulation of Blood Glucose in Critical Care Patients Timothy Knab, Univ. of Pittsburgh Gilles Clermont, Univ. of Pittsburgh Robert S. Parker, Univ. of Pittsburgh
Abstract: Critically ill patients commonly suffer from stress hyperglycemia, or elevated glucose levels, following injury or disease. Hypoglycemia, or low glucose level, is a frequent and serious complication of treating hyperglycemia. In order to reduce the incidence of hyper- and hypoglycemia, a linear zone model-predictive controller with moving horizon state estimation and output regulation is developed. Critical care patient data from an observational study was used to construct virtual patients. Closed-loop control in these virtual patients, versus clinical standard of practice, results in a substantial increase in time spent in the target glucose zone and significant reductions in both hyperglycemia and hypoglycemia. Overall, the proposed controller significantly enhances targeted glucose control in critically ill patients in silico, which may translate to improved clinical decision making and patient outcomes in the clinic.
11. Artificial Pancreas: From In-Silico to In-Vivo (invited) Mirko Messori, Univ. of Pavia, Italy Claudio Cobelli, Univ. of Padova, Italy Lalo Magni, Univ. of Pavia, Italy
Abstract: Type 1 diabetes is a disease caused by an autoimmune reaction. The Artificial Pancreas (AP) is an automatic closed-loop system composed of a subcutaneous glucose sensor, a subcutaneous insulin pump and a device on which a control algorithm and a human interface are implemented. The last years have seen an accelerated improvement of these three components that became more reliable and compact, making the system safer, wearable, and usable in real life. An overview on AP and its components is presented together with an introduction on the in-silico tools used to develop and tune the control algorithm and to make pre-clinical tests. Particular attention is devoted to the design of a Model Predictive Control, to the choice of the model and of the constraints, and to the definition of the most relevant performance indices. Most of the choices have been driven by the experience gained by both in-silico and in-vivo trials. In-silico experiments
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involved thousand of hours of simulations on the Food and Drug Administration accepted simulator equipped with 100 adult virtual patients. In-vivo experiments, of which a complete list is presented, involved about forty thousand hours of trials, first, conducted in a clinical environment and, then, at home.
12. Design of a Smart Adaptive Control System Takuya Kinoshita, Hiroshima Univ., Japan Toru Yamamoto, Hiroshima Univ., Japan
Abstract: In industrial processes, it is necessary to maintain the user-specified control performance in order to achieve desired productivity. This paper describes a design scheme of smart adaptive controller based on mentioned strategy. In our proposed method, variance of control error and input are evaluated on-line. Moreover, control parameters are adjusted only when the user-specified control performance is not obtained. Control parameters are calculated directly from closed-loop data and they are adjusted by 1-parameter tuning. The effectiveness of the proposed method is verified by using a simulation example and experiment of temperature control system.
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Instructions for Presenters & Session Chairs
1. Oral Presentations
The allocated time for the talks are as follows:
Type Presentation Discussion
Plenary 50 minutes 10 minutes
Keynote 25 minutes 5 minutes
Regular 17 minutes 3 minutes
A laptop will be available for presentations with MS-Office PowerPoint 2010 or later version, or Adobe Acrobat X format. Presenters should transfer their files to the laptop at the venue of their presentation as early as possible. Preferable times are during coffee, lunch and inter-session breaks. A student volunteer will be available to assist the presenters. Presenters are requested to submit a short biography to the Session Chair, 5 minutes before the beginning of the session. The biography should include at least your title, name and affiliation.
2. Poster Presentations
The poster should be in portrait layout and A1 size (594mm (W) x 841mm (H) /23.3in (W) x 35in (H)). Posters should be put up by 1:30 PM on the presentation day and removed right after the session ends. Board pins and Velcro tape will be available on-site. Posters are to be put up according to the numbering on the poster panels. Authors should be present during the poster session to explain their work and to interact with fellow attendees.
3. Session Chairs
Please take note of the day/time/venue of the session that you are chairing in the program booklet. On the day of the session that you are chairing, obtain any changes to the program from the Secretariat at the Registration Desk.
Before the start of the session, collect the biographical information of the presenting authors. Use this information to introduce the speaker before his/her presentation. Be present in the room where the session is to be held 10 minutes before the start of the session and check that all the presentations have been copied on the notebook provided at the venue. Remind the presenting author about the time available for their presentation; see “Instructions to Authors” for details. Remind the authors at the 2-minute mark (e.g., at the 15th minute of presentation for regular presentations) to make their concluding remarks. Please ensure that there is sufficient time for discussion.
At the end of the session, fill in the session summary report with a nomination for best presentation award and drop it off at the registration desk.
In case of “no-show” or if a talk ends early, do not advance the presentations. The additional time can be used for discussions related to papers presented earlier in the session.
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Local Attractions
Whistler is a Canadian resort town located in the Coast Mountains in the province of British Columbia. Whistler features two majestic mountains with a vibrant base village, epic skiing and snowboarding, four championship golf courses, unbeatable shopping, restaurants and bars, accommodation to suit every budget, hiking trails, spas and arguably the best mountain bike park in the world. Whistler was the Host Mountain Resort of the Vancouver 2010 Winter Olympic and Paralypmic Games.
Whistler's vibrant arts and culture scene flourishes year round with a multitude of cultural offerings from engaging art exhibitions, lively music and dance performances and First Nations culture to international film and culinary events.
Squamish Lil’wat Cultural Centre. The Squamish Nation and Lil’wat Nation have coexisted respectfully as neighbors since time immemorial. They have thrived on the bounty of the ocean, the rivers, and the land. Their cultures are grounded in rich, ancient traditions, and continue to grow and evolve in a modern world. The Squamish Lil’wat Cultural Centre in Whistler BC (where mountains, rivers and people meet), embodies the spirit of partnership between two unique Nations who wish to preserve, grow and share our traditional cultures. It stands as testimony to our proud heritage — from time immemorial to the present.
To learn more about Whistler's cultural institutions and offerings, please visit http://www.whistler.com/arts/#sthash.m59RAhjp.dpuf
Activities for tourists in Whistler are limitless and include:
Hiking. Alpine Hiking on Whistler and Blackcomb Mountains. Whistler and Blackcomb Mountains boast hiking trails with incredible views. Choose from short, family friendly strolls on wide paths to more advanced hikes to lakes, glaciers and alpine meadows. Keep your eyes open for chipmunks and marmots, and make sure you keep a camera handy for capturing the rugged mountain vistas.
Tree Adventure Tours. Ziptrek offers an entertaining combination of high-wire adventure and ecological exploration on a choice of 3 guided zipline tours. For those who are looking for a light adventure, TreeTrek Canopy Walk offers a guided interpretive adventure across a stunning network of suspension bridges, suspended stairways, boardwalks and ground based trails, with no zipping required. Nestled in between Whistler and Blackcomb Mountains, above Fitzsimmons Creek, Ziptrek's tour area boasts spectacular tree top vistas. Superfly is home to Canada's longest, most epic ziplines! With cutting edge zipline technology designed to whiz the forest canopies of Whistler, into a bright green blur, and treetop rope adventures charged with challenge and adrenaline, Superfly is big airborne fun for everyone.
White water rafting. Experience the ultimate white water rafting adventure with convenient pickups from Whistler. It is great for everyone from adventure junkies to families!
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Sponsors
KEY SPONSORS
Tech Futures is part of Alberta’s research and innovation system and is helping build healthy, sustainable businesses in the province. Through a suite of programs and services directed towards entrepreneurs, companies, researchers and investors, Tech Futures is preparing Alberta
for a next generation economy.
From steel in the 19th century, to electrical distribution and automation in the 20th and energy management in the 21st, Schneider Electric has always been driven by an international, innovative and responsible
mindset to shape the transformation of the industry it was evolving in.
In 1967, Suncor pioneered commercial development of Canada’s oil sands – one of the largest petroleum resource basins in the world. Since then, Suncor has grown to become a globally competitive integrated energy company with a balanced portfolio of high-quality assets, a strong
balance sheet and significant growth prospects. Across our operations, they intend to achieve production of one million barrels of oil equivalent per day.
Spartan Controls offers a complete range of products and services to meet any process control challenge. For almost 50 years, Spartan has served the industry with quality products, technical expertise, after-sales support, on-site consultation, service, and training.
SUSTAINING SPONSORS
Honeywell invents and manufactures technologies to address some of the world’s toughest challenges initiated by revolutionary macrotrends in science, technology and society. Honeywell creates
solutions to improve the quality of life of people around the globe: generating clean, healthy energy – and using it more efficiently. Increasing safety and security.
The MathWorks, Inc. (branded simply as MathWorks) is an American privately held corporation that specializes in mathematical computing software. Its major products include
MATLAB and Simulink. As of April 2014, it employed over 3,000 people worldwide with 70% located at the company’s headquarters in Natick, Massachusetts, USA.
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Social Program & Announcements
Sunday (June 7)
Opening reception, Valley Voyer/Garibaldi, 19:30-21:30
Monday (June 8)
JPC Subject Editor Meeting, Spearhead A/B, 12:00 - 13:00
Panel discussion, Rainbow, 15:40-17:00
Tour of the Squamish Cultural Centre, 19:30-21:30
Tuesday (June 9)
JPC Editorial Board Meeting, Spearhead A/B, 12:20 - 13:20
Mathworks session, Rainbow, 16:20-17:00
Conference Banquet, Grand Foyer, 19:30-21:30
Wednesday (June 10)
TC 6.1 meeting, Spearhead A/B, 12:20 - 13:20
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Program at a Glance (Sunday June 7, 2015)
Track 1 Track 2 Track 3 Track 4 Track 5 13:30-17:30 SuW1
Spearhead A Alarm Systems: Quantitative
Analysis and Design
13:30-17:30 SuW2 Spearhead B
Model-Based Estimation, Fault Diagnosis, and Control of Uncertain
Nonlinear Systems Using Polynomial Chaos
13:30-17:30 SuW3 Wedgemount A
Nonlinear Programming Strategies for Dynamic Process Optimization:
Off-Line and On-Line
13:30-17:30 SuW4 Wedgemount B
Discrete SISO Controller Design: The Time Series Approach
13:30-17:30 SuW5 Black Tusk
Multi-Block, Multi-Set, Multi-Level, and Data Fusion Models
19:30-21:30 SuRPl
Valley Voyer/Garibalid Opening Reception
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Program at a Glance (Monday June 8, 2015)
Track 1 Track 2 Track 3 Track 4 08:00-08:10 MoOP
Rainbow Opening
08:10-09:10 MoPLP Rainbow
Plenary 1
09:10-09:40 MoKM1 Rainbow
Keynote 1
09:10-09:40 MoKM2 Spearhead Keynote 2
09:40-10:00 MoCMP Garibaldi
Coffee Mo
10:00-12:00 MoM1 Rainbow
Economic Predictive Control
10:00-12:00 MoM2 Spearhead
Oil and Gas
10:00-12:00 MoM3 Wedgemount
Modeling and Identification I
10:00-12:00 MoM4 Black Tusk
State and Parameter Estimation
12:00-13:00 MoLP Garibaldi
Lunch Mo
13:00-15:00 MoA1 Rainbow
Optimization and Control
13:00-15:00 MoA2 Spearhead
Control and Optimization Challenges in Oil and Gas Industries
13:00-15:00 MoA3 Wedgemount
Modeling and Identification II
13:00-15:00 MoA4 Black Tusk
Batch Processes
15:00-17:00 MoP2 Garibaldi Poster 1
15:40-17:00 MoRT1
Rainbow Roundtable Discussion
17:00-17:30 MoKA1 Rainbow
Keynote 3
17:00-17:30 MoKA2 Spearhead Keynote 4
19:30-21:30 MoRP
Squamish Cultural Centre Visit
20
Program at a Glance (Tuesday June 9, 2015)
Track 1 Track 2 Track 3 Track 4 08:30-09:30 TuPLP
Rainbow Plenary 2
09:30-10:00 TuKM1 Rainbow
Keynote 5
09:30-10:00 TuKM2 Spearhead Keynote 6
10:00-10:20 TuCMP Garibaldi
Coffee Tu
10:20-12:20 TuM1 Rainbow
Predictive Control Applications
10:20-12:20 TuM2 Spearhead
Energy Processes and Control I
10:20-12:20 TuM3 Wedgemount
Process and Control Monitoring I
10:20-12:20 TuM4 Black Tusk
Alarm Systems Design and Monitoring
12:20-13:30 TuLP Garibaldi Lunch Tu
13:30-15:30 TuA1 Rainbow
Extremum Seeking and Adaptive Control
13:30-15:30 TuA2 Spearhead
Energy Processes and Control II
13:30-15:30 TuA3 Wedgemount
Process and Control Monitoring II
15:30-17:00 TuP2 Garibaldi Poster 2
16:20-17:00 TuMW1
Rainbow Mathworks
17:00-17:30 TuKA1 Rainbow
Keynote 7
17:00-17:30 TuKA2 Spearhead Keynote 8
19:30-23:00 TuRP
Grand Foyer Conference Banquet
21
Program at a Glance (Wednesday June 10, 2015)
Track 1 Track 2 Track 3 Track 4 08:30-09:30 WePLP
Rainbow Plenary 3
09:30-10:00 WeKM1 Rainbow
Keynote 9
09:30-10:00 WeKM2 Spearhead
Keynote 10
10:00-10:20 WeCMP Garibaldi
Coffee WeM
10:20-12:20 WeM1 Rainbow
Robust Predictive Control
10:20-12:20 WeM2 Spearhead
Thermodynamics and Process Control
10:20-12:20 WeM3 Wedgemount
Biological Systems
10:20-12:20 WeM4 Black Tusk
Process Applications
12:20-13:30 WeLP Garibaldi
Lunch We
13:30-15:30 WeA1 Rainbow
Scheduling, Optimization, and Control
13:30-15:30 WeA2 Spearhead
Modeling, Control and Optimization of Energy Generating Systems
13:30-15:30 WeA3 Wedgemount
Modeling and Optimization of Biological Systems
13:30-15:30 WeA4 Black Tusk
Fault Detection and Identification
15:30-15:50 WeCAP Garibaldi
Coffee WeA
15:50-16:20 WeKA1 Rainbow
Keynote 11
15:50-16:20 WeKA2 Spearhead
Keynote 12
16:20-17:30 WeClosingP Rainbow
Closing Ceremony
22
Technical Program
Monday June 8, 2015
MoPLP Rainbow
Plenary 1 (Plenary Session)
Chair: Bartusiak, Donald ExxonMobil Res. & Engineering
Co-Chair: Huang, Biao Univ. of Alberta
08:10-09:10 MoPLP.1
Platform for Advanced Control and Estimation (PACE): Shell's and Yokogawa's Next Generation Advanced Process Control Technology, pp. 1-5.
Amrit, Rishi Shell Global Solutions (US) Inc
Canney, William Shell Global Solutions (US) Inc
Carrette, Pierre Shell Global Solutions (US) Inc
Linn, Richard Shell Global Solutions (US) Inc
Martinez, Alex Shell Global Solutions (US) Inc
Singh, Abhay Shell Global Solutions (US) Inc
Skrovanek, Thomas Shell Global Solutions (US) Inc
Valiquette, Jean Shell Global Solutions (US) Inc
Zhou, Jack Shell Global Solutions (US) Inc
Cott, Barry Shell Global Solutions International BV
MoKM1 Rainbow
Keynote 1 (Keynote Session)
Chair: Krewer, Ulrike TU Braunschweig
Co-Chair: Lee, Jay H. KAIST
09:10-09:40 MoKM1.1
Providing Ancillary Service with Commercial Buildings: The Swiss Perspective, pp. 6-13.
Lymperopoulos, Ioannis Epfl
Qureshi, Faran Ahmed Epfl
Nghiem, Truong Univ. of Pennsylvania
Khatir, Ali Ahmadi Swissgrid Ltd, Laufenburg
Jones, Colin N. Epfl MoKM2 Spearhead
Keynote 2 (Keynote Session)
Chair: Li, Zukui Univ. of Alberta
Co-Chair: Dochain, Denis Univ. Catholique de Louvain
09:10-09:40 MoKM2.1
On-Line Maximization of Biogas Production in an Anaerobic Reactor Using a Pseudo-Super-Twisting Controller, pp. 14-19.
Vargas, Alejandro Univ. Nacional Autonoma De Mexico-UNAM
Moreno, Jaime A. Univ. Nacional Autonoma De Mexico-UNAM
MoM1 Rainbow
Economic Predictive Control (Regular Session)
Chair: Allgower, Frank Univ. of Stuttgart
Co-Chair: Lucia, Sergio OvG Univ. of Magdeburg
10:00-10:20 MoM1.1
Economic MPC with Terminal Cost and Application to Oilsand Separation, pp. 20-25.
Liu, Su Univ. of Alberta
Zhang, Jing Univ. of Alberta
Liu, Jinfeng Univ. of Alberta
10:20-10:40 MoM1.2
Distributed Economic Model Predictive Control of a Catalytic Reactor: Evaluation of Sequential and Iterative Architectures, pp. 26-31.
Anderson, Timothy L. Ucla
Ellis, Matthew Ucla
Christofides, Panagiotis D. Univ. of California at Los Angeles
10:40-11:00 MoM1.3
Economics-Oriented NMPC of Two-Stage-Riser Catalytic Pyrolysis Processes for Maximizing Propylene Yield, pp. 32-37.
Wang, Ping China Univ. of Petroleum
Tian, Xuemin China Univ. of Petroleum
Yang, Chaohe China Univ. of Petroleum
Yuan, Zhihong Auburn Univ
11:00-11:20 MoM1.4
Economic Multi-Stage Output Feedback NMPC Using the Unscented Kalman Filter, pp. 38-43.
Subramanian, Sankaranarayanan
TU Dortmund
Lucia, Sergio Otto-Von-Guericke Univ. Magdeburg
Engell, Sebastian TU Dortmund
11:20-11:40 MoM1.5
Average Constraints in Robust Economic Model Predictive Control, pp. 44-49.
Bayer, Florian Univ. of Stuttgart
Muller, Matthias A. Univ. of Stuttgart
Allgower, Frank Univ. of Stuttgart
11:40-12:00 MoM1.6
Scenario-Based Model Predictive Control: Recursive Feasibility and Stability, pp. 50-56.
Maiworm, Michael Otto-Von-Guericke Univ. Magdeburg
Bäthge, Tobias Otto-Von-Guericke Univ. Magdeburg
Findeisen, Rolf Otto-Von-Guericke Univ. Magdeburg
MoM2 Spearhead
Oil and Gas (Regular Session)
Chair: Li, Zukui Univ. of Alberta
Co-Chair: Nikoofard, Amirhossein
Norwegian Univ. of Science and Tech.
10:00-10:20 MoM2.1
Well Placement Optimization with Geological Uncertainty Reduction, pp. 57-62.
Rahim, Shahed Univ. of Alberta
Li, Zukui Univ. of Alberta
10:20-10:40 MoM2.2
Froth Pipeline Water Content Estimation and Control, pp. 63-68.
Miao, Yu Univ. of Alberta
Xu, Fangwei Syncrude Canada Ltd
Zheng, Yi Shanghai Jiao Tong Univ
Huang, Biao Univ. of Alberta
MacGowan, John Syncrude Canada Ltd
23
Espejo, Aris Syncrude Canada Ltd
10:40-11:00 MoM2.3
Evaluation of Lyapunov-Based Adaptive Observer Using Low-Order Lumped Model for Estimation of Production Index in Under-Balanced Drilling, pp. 69-75.
Nikoofard, Amirhossein Norwegian Univ. of Science and Tech
Johansen, Tor Arne Norwegian Univ. of Science and Tech
Kaasa, Glenn-Ole Kelda Drilling Controls
11:00-11:20 MoM2.4
Pipeline Leak Detection Using Particle Filters, pp. 76-81.
Arifin, B. M. Sirajeel Univ. of Alberta
Li, Zukui Univ. of Alberta
Shah, Sirish L. Univ. of Alberta
11:20-11:40 MoM2.5
Infinite-Dimensional Observer for Process Monitoring in Managed Pressure Drilling, pp. 82-87.
Hasan, Agus Norwegian Univ. of Science and Tech
11:40-12:00 MoM2.6
Stochastic Proxy Modelling for Coalbed Methane Production Using Orthogonal Polynomials, pp. 88-93.
Senthamaraikkannan, Gouthami
Univ. of Alberta
Prasad, Vinay Univ. of Alberta
Gates, Ian Univ. of Calgary MoM3 Wedgemount
Modeling and Identification I (Regular Session)
Chair: Mesbah, Ali Univ. of California, Berkeley
Co-Chair: Prasad, Vinay Univ. of Alberta
10:00-10:20 MoM3.1
Continuous-Time Enclosures for Uncertain Implicit Ordinary Differential Equations, pp. 94-99.
Rajyaguru, Jai Imperial Coll. London
Villanueva, Mario E. Imperial Coll. London
Houska, Boris ShanghaiTech Univ
Chachuat, Benoit Imperial Coll. London
10:20-10:40 MoM3.2
A Probabilistic Approach to Robust Optimal Experiment Design with Chance Constraints, pp. 100-105.
Mesbah, Ali Univ. of California, Berkeley
Streif, Stefan Ilmenau Univ. of Tech
10:40-11:00 MoM3.3
Robust Design of Experiments Using Constrained Stochastic Optimization, pp. 106-111.
Popli, Khushaal Univ. of Alberta
Prasad, Vinay Univ. of Alberta
11:00-11:20 MoM3.4
Model Migration through Bayesian Adjustments, pp. 112-116.
Luo, Linkai Hong Kong Univ. of Sci. & Tech
Gao, Furong Hong Kong Univ. of Sci. & Tech
11:20-11:40 MoM3.5
Dynamic-Inner Partial Least Squares for Dynamic Data Modeling, pp. 117-122.
Dong, Yining Univ. of Southern California
Qin, S. Joe Univ. of Southern California
11:40-12:00 MoM3.6
Nearest Correlation Louvain Method for Fast and Good Selection of Input Variables of Statistical Model, pp. 123-128.
Uchimaru, Taku Kyoto Univ
Hazama, Koji Kyoto Univ
Fujiwara, Koichi Kyoto Univ
Kano, Manabu Kyoto Univ MoM4 Black Tusk
State and Parameter Estimation (Regular Session)
Chair: Dubljevic, Stevan Unversity of Alberta
Co-Chair: Vande Wouwer, Alain
Univ. de Mons
10:00-10:20 MoM4.1
State and Input Estimation of an Anaerobic Digestion Reactor Using a Continuous-Discrete Unknown Input Observer, pp. 129-134.
Rocha-Cózatl, Edmundo Univ. Nacional Autonoma De Mexico
Sbarciog, Mihaela Univ. De Mons
Dewasme, Laurent Univ. De Mons
Moreno, Jaime A. Univ. Nacional Autonoma De Mexico
Vande Wouwer, Alain Univ. De Mons
10:20-10:40 MoM4.2
Moving-Horizon Predictive Input Design for Closed-Loop Identification, pp. 135-140.
Yousefi, Mahdi Univ. of British Columbia
Rippon, Lee Univ. of British Columbia
Forbes, Michael Gregory Honeywell
Gopaluni, Bhushan Univ. of British Columbia
Loewen, Philip D. Univ. of British Columbia
Dumont, Guy Univ. of British Columbia
Backstrom, Johan Honeywell Measurex Inc
10:40-11:00 MoM4.3
Observer Design Using Potential Based Realizations, pp. 141-146.
Guay, Martin Queen's Univ
Bennett, Ryan Queen's Univ
Hudon, Nicolas Univ. Catholique De Louvain
11:00-11:20 MoM4.4
A Bayesian Method for Estimating Parameters in Stochastic Differential Equations, pp. 147-152.
Karimi, Hadiseh Queen S Univ
McAuley, K.B. Queen S Univ
11:20-11:40 MoM4.5
Optimal State Estimation for Linear Systems with State Constraints, pp. 153-157.
Xu, Xiaodong Univ. of Alberta
Huang, Biao Univ. of Alberta
Dubljevic, Stevan Univ. of Alberta
11:40-12:00 MoM4.6
Distributed Adaptive High-Gain Extended Kalman Filtering for Nonlinear Systems, pp. 158-163.
Rashedi, Mohammad Univ. of Alberta
Liu, Jinfeng Univ. of Alberta
Huang, Biao Univ. of Alberta
24
MoA1 Rainbow
Optimization and Control (Regular Session)
Chair: Faulwasser, Timm EPFL
Co-Chair: Lee, Jay H. KAIST
13:00-13:20 MoA1.1
Model-Based On-Line Optimization Framework for Semi-Batch Polymerization Reactors, pp. 164-169.
Jung, Tae Yeong Kaist
Nie, Yisu The Dow Chemical Company
Lee, Jay H. Kaist
Biegler, Lorenz T. Carnegie Mellon Univ
13:20-13:40 MoA1.2
On Bifurcations of the Zero Dynamics - Connecting Steady-State Optimality to Process Dynamics, pp. 170-175.
Trollberg, Olle KTH Royal Inst. of Tech
Jacobsen, Elling W. KTH Royal Inst. of Tech
13:40-14:00 MoA1.3
On Handling Cost Gradient Uncertainty in Real-Time Optimization, pp. 176-181.
Singhal, Martand Epfl
Faulwasser, Timm Epfl
Bonvin, Dominique Epfl
14:00-14:20 MoA1.4
Comparison of Modifier Adaptation Schemes in Real-Time Optimization, pp. 182-187.
Gao, Weihua TU Dortmund
Wenzel, Simon TU Dortmund
Engell, Sebastian TU Dortmund
14:20-14:40 MoA1.5
Integration of Process Design and Control Using Hierarchical Control Structure, pp. 188-192.
Zhou, Mengfei Zhejiang Univ. of Tech
Li, Long Zhejiang Univ. of Tech
Xie, Lei Zhejiang Univ. of Tech
Cai, Yijun Zhejiang Univ. of Tech
Pan, Haitian Zhejiang Univ. of Tech
14:40-15:00 MoA1.6
Anti-Fouling Control of Plug-Flow Crystallization Via Heating and Cooling Cycle, pp. 193-198.
Koswara, Andy Purdue Univ
Nagy, Zoltan K. Purdue Univ MoA2 Spearhead
Control and Optimization Challenges in Oil and Gas Industries (Invited Session)
Chair: Budman, Hector M. Univ. of Waterloo
Co-Chair: Bartusiak, Donald ExxonMobil Res. & Engineering
13:00-13:20 MoA2.1
Spectroscopic Measurements in Oil Sands Industry - from Laboratories to Real-Time Applications (I), pp. 199-204.
Feng, Enbo Suncor Energy Inc
Domlan, Elom Ayih Univ. of Alberta
Kadali, Ramesh Suncor Energy Inc
13:20-13:40 MoA2.2
Refinery Optimization Integrated with a Nonlinear Crude Distillation Unit Model (I), pp. 205-210.
Yang, Yu Massachusetts Inst. of Tech
Barton, Paul Massachusetts Inst. of Tech
13:40-14:00 MoA2.3
Adaptive Soft Sensing and On-Line Estimation of the Critical Minimum Velocity with Application to an Oil Sand Primary Separation Vessel (I), pp. 211-216.
Sammaknejad, Nima Univ. of Alberta
Huang, Biao Univ. of Alberta
Sanders, R. Sean Univ. of Alberta
Miao, Yu Univ. of Alberta
Xu, Fangwei Syncrude Canada Ltd
Espejo, Aris Syncrude Canada Ltd
14:00-14:20 MoA2.4
Production Optimization under Uncertainty - Applied to Petroleum Production (I), pp. 217-222.
Hanssen, Kristian Gaustad Norwegian Univ. of Science & Tech
Foss, Bjarne Norwegian Univ. of Science & Tech
14:20-14:40 MoA2.5
Modifier-Adaptation Methodology for RTO Applied to Distillation Columns (I), pp. 223-228.
Rodríguez-Blanco, Tania Univ. of Valladolid
Sarabia, Daniel Univ. of Burgos
Navia, Daniel Univ. Técnica Federico Santa María
de Prada, Cesar Univ. of Valladolid
14:40-15:00 MoA2.6
Inclusion of Long-Term Production Planning/Scheduling into Real-Time Optimization (I), pp. 229-233.
Kumar, Divya Univ. of Waterloo
Chen, Ye Process Data Tech. Air Products and Chemicals
Esmaili, Ali Process Data Tech. Air Products and Chemicals
MoA3 Wedgemount
Modeling and Identification II (Regular Session)
Chair: McAuley, K.B. Queen's Univ.
Co-Chair: Bajcinca, Naim Max Planck Inst.
13:00-13:20 MoA3.1
A Comparative Study on Improved DPLS Soft Sensor Models Applied to a Crude Distillation Unit, pp. 234-239.
Shang, Chao Tsinghua Univ
Gao, Xinqing Tsinghua Univ
Yang, Fan Tsinghua Univ
Lyu, Wenxiang Tsinghua Univ
Huang, Dexian Tsinghua Univ
13:20-13:40 MoA3.2
Generalizing ODE Modeling Structure for Multivariate Systems with Distributed Parameters, pp. 240-247.
Bajcinca, Naim Max Planck Inst. Magdeburg
Hofmann , Steffen Max Planck Inst. Magdeburg
Eisenschmidt, Holger Max Planck Inst. Magdeburg
Sundmacher, Kai Max Planck Inst. Magdeburg
13:40-14:00 MoA3.3
Time-Series Prediction Modelling Based on an Efficient Self-Organization Learning Neural Network, pp. 248-253.
Yang, Gang East China Jiaotong Univ
Yang, Hui East China Jiaotong Univ
Dai, Lizhen East China Jiaotong Univ
14:00-14:20 MoA3.4
25
Identification of Time-Delay Systems: A State-Space Realization Approach, pp. 254-259.
Lima, Rafael Univ. Federal De Campina Grande
Barros, Péricles R. Univ. Federal De Campina Grande
14:20-14:40 MoA3.5
A Calibration Model Maintenance Road Map, pp. 260-265.
Wise, Barry M. Eigenvector Res. Inc
Roginski, Robert T. Eigenvector Res. Inc
14:40-15:00 MoA3.6
Incremental Model Identification of Distributed Two-Phase Reaction Systems, pp. 266-271.
Rodrigues, Diogo Epfl
Billeter, Julien Epfl
Bonvin, Dominique Epfl MoA4 Black Tusk
Batch Processes (Regular Session)
Chair: Gao, Furong Hong Kong Univ. of Sci & Tech.
Co-Chair: Kwon, Joseph UCLA
13:00-13:20 MoA4.1
Integrated Optimization Based on Transition Tracking Analysis for Batch Processes, pp. 272-277.
Qin, Yan Zhejiang Univ
Zhao, Chunhui Zhejiang Univ
Gao, Furong Hong Kong Univ. of Sci & Tech
13:20-13:40 MoA4.2
On Operation of PECVD of Thin Film Solar Cells, pp. 278-283.
Crose, Marquis Ucla
Kwon, Joseph Ucla
Nayhouse, Michael Ucla
Ni, Dong Zhejiang Univ
Christofides, Panagiotis D. Univ. of California at Los Angeles
13:40-14:00 MoA4.3
Experimental Validation of Robust Process Design and Control Based on Gaussian Mixture Densities, pp. 284-290.
Rossner, Niko Tech. Univ. Berlin
King, Rudibert Tech. Univ. Berlin
14:00-14:20 MoA4.4
Data-Driven Two-Dimensional LQG Benchmark Based Performance Assessment for Batch Processes under ILC, pp. 291-296.
Wei, Shaolong Beijing Univ. of Chemical Tech
Cheng, Jinxu Beijing Univ. of Chemical Tech
Wang, Youqing Beijing Univ. of Chemical Tech
14:20-14:40 MoA4.5
Optimization of Two-Stage Cooling Profile in Unseeded Batch Crystallization, pp. 297-302.
King, Jared Georgia Inst. of Tech
Li, Huayu Georgia Inst. of Tech
Grover, Martha Georgia Inst. of Tech
Kawajiri, Yoshiaki Georgia Inst. of Tech
Rousseau, Ronald W. Georgia Inst. of Tech
14:40-15:00 MoA4.6
Process Parameter Optimization Based on LW-PLS in Pharmaceutical Granulation Process, pp. 303-308.
Yoshizaki, Ryosuke Kyoto Univ
Kano, Manabu Kyoto Univ
Tanabe, Shuichi Daiichi Sankyo Co., Ltd
Miyano, Takuya Daiichi Sankyo Co., Ltd MoP2 Garibaldi
Poster 1 (Poster Session)
Chair: Scali, Claudio Univ. of Pisa
Co-Chair: El-Farra, Nael H. Univ. of California, Davis
15:00-17:00 MoP2.1
Revision of the Tennessee Eastman Process Model, pp. 309-314.
Bathelt, Andreas Cologne Univ. of Applied Sciences
Ricker, N. Lawrence Univ. of Washington
Jelali, Mohieddine Cologne Univ. of Applied Sciences
15:00-17:00 MoP2.2
Simulation and Control of Monomer Conversion in a Continuous Emulsion Polymerization Reactor, pp. 315-320.
Barazandegan, Melissa Univ. of British Columbia
Shahrokhi, Mohammad Sharif Univ. of Tech
Abedini, Hossein Iranian Pol. and Petrochemical Inst
Vafa, Ehsan Sharif Univ. of Tech
15:00-17:00 MoP2.3
Modeling and Simulation for Feasibility Study of Taylor-Couette Crystallizer As Crystal Seed Manufacturing System, pp. 321-324.
Park, Kiho Korea Univ
Yang, Dae Ryook Korea Univ
15:00-17:00 MoP2.4
Distributed MPC for Upstream Oil & Gas Fields - a Practical View, pp. 325-330.
Al-Naumani, Yahya Hamood Univ. of Sheffield
Rossiter, J. Anthony Univ. of Sheffield
15:00-17:00 MoP2.5
Box-Complex Assisted Genetic Algorithm for Optimal Control of Batch Reactor, pp. 331-336.
Patel, Narendra Vishwakarma Government Engineering Coll. Chandkheda
Padhiyar, Nitin Indian Inst. of Tech. Gandhinagar
15:00-17:00 MoP2.6
Global Optimization of an Industrial Natural Gas Production Network, pp. 337-342.
Li, Dan Queen S Univ
Li, Xiang Queen S Univ
15:00-17:00 MoP2.7
Predicting Electricity Pool Prices Using Hidden Markov Models, pp. 343-348.
Wu, Ouyang Univ. of Alberta
Liu, Tianbo Univ. of Alberta
Huang, Biao Univ. of Alberta
Forbes, J. Fraser Univ. of Alberta
15:00-17:00 MoP2.8
Optimal and Coordinated Functioning of Oil and Gas Wells, pp. 349-354.
Bandi, Apeksha Indian Inst. of Tech. Bombay
Mukhtyar, Vishwa A. Shell Tech. Center
Gudi, Ravindra IIT Bombay
26
15:00-17:00 MoP2.9
Real Time Optimisation of Industrial Gas Supply Networks, pp. 355-360.
Adamson, Richard Newcastle Univ
Hobbs, Martin BOC Gases Ltd
Silcock, Andy BOC Gases Ltd
Montague, Gary Teesside Univ
15:00-17:00 MoP2.10
Identification and Control of Chemical Processes Using the Anisochronic Modeling Paradigm, pp. 361-366.
Espinoza, Bolaños, Mauricio Univ. of Costa Rica
Rojas, Jose David Univ. of Costa Rica
Vilanova, Ramon Univ. Autònoma De Barcelona
Arrieta, Orlando Univ. of Costa Rica
15:00-17:00 MoP2.11
Urea-SCR Process Control for Diesel Engine Using Feedforward-Feedback Nonlinear Method, pp. 367-372.
Zhao, Jinghua Jilin Univ. Campus NanLing
Chen, Zhigang Jilin Univ. Campus NanLing
Hu, Yunfeng Jilin Univ. Campus NanLing
Chen, Hong Jilin Univ. Campus NanLing
15:00-17:00 MoP2.12
Optimization of Catalytic Naphtha Reforming Process Based on Modified Differential Evolution Algorithm, pp. 373-378.
Wei, Min East China Univ. of Science and Tech
Yang, Minglei East China Univ. of Science and Tech
Qian, Feng East China Univ. of Science and Tech
Du, Wenli East China Univ. of Science and Tech
15:00-17:00 MoP2.13
Optimal Scheduling of the Maintenance and Improvement for Water Main System Using Markov Decision Process, pp. 379-384.
Kim, Jong Woo Seoul National Univ
Choi, Gobong Seoul National Univ
Suh, Jung Chul Samchully
Lee, Jong Min Seoul National Univ
15:00-17:00 MoP2.14
Energy Demand Response of Process Systems through Production Scheduling and Control, pp. 385-390.
Tong, Chudong Univ. of California at Davis
El-Farra, Nael H. Univ. of California at Davis
Palazoglu, Ahmet N. Univ. of California at Davis
15:00-17:00 MoP2.15
Time and Frequency Performance Assessment of IMC PI Control Loops, pp. 391-396.
Barroso, Henrique C. Univ. Federal De Campina Grande
Acioli Junior, George Univ. Federal De Campina Grande
Barros, Péricles R. Univ. Federal De Campina Grande
15:00-17:00 MoP2.16
A Novel and Efficient Hybrid Optimization Approach for Wind Farm Micro-Siting, pp. 397-402.
Mittal, Prateek Indian Inst. of Tech. Hyderabad
Kulkarni, Kedar ABB Corp. Res. Centre, Bangalore
Mitra, Kishalay IIT Hyderabad
15:00-17:00 MoP2.17
Inferential Active Disturbance Rejection Control of a Distillation Column, pp. 403-408.
Al Kalbani, Fahad Newcastle Univ
Zhang, Jie Newcastle Univ
15:00-17:00 MoP2.18
Decentralized SISO Active Disturbance Rejection Control of the Newell-Lee Forced Circulation Evaporator, pp. 409-414.
Dittmar, Rainer West Coast Univ. of Applied Sciences
15:00-17:00 MoP2.19
Sulfur Determination in Diesel Using 2D Fluorescence Spectroscopy and Linear Models, pp. 415-420.
Ranzan, Cassiano Federal Univ. of Rio Grande Do Sul
Ranzan, Lucas Federal Univ. of Rio Grande Do Sul
Trierweiler, Luciane Ferreira Federal Univ. of Rio Grande Do Sul
Trierweiler, Jorge Otávio Federal Univ. of Rio Grande Do Sul
15:00-17:00 MoP2.20
Detection of Stiction in Level Control Loops, pp. 421-426.
Brasio, Ana S R Univ. of Coimbra
Romanenko, Andrey Ciengis, SA, Coimbra
Fernandes, Natercia C.P. Univ. of Coimbra
15:00-17:00 MoP2.21
Soft Sensor Model Maintenance: A Case Study in Industrial Processes, pp. 427-432.
Chen, Kuilin McMaster Univ
Castillo, Ivan The Dow Chemical Company
Chiang, Leo The Dow Chemical Company
Yu, Jie McMaster Univ
15:00-17:00 MoP2.22
A New Implementation of Open-Loop Two-Move Compensation Method for Oscillations Caused by Control Valve Stiction, pp. 433-438.
Wang, Tingren Zhejiang Univ
Xie, Lei Zhejiang Univ
Tan, Feiqi Zhejiang Univ
Su, Hongye Zhejiang Univ
15:00-17:00 MoP2.23
Dumpling Cooking - Modeling and Simulation, pp. 439-444.
Zhu, Qiang Zhejiang Univ
Liang, Yuan Zhejiang Univ
Shao, Zhijiang Zhejiang Univ
15:00-17:00 MoP2.24
Reducing Fuel Cell Degradation in Micro Combined Heat and Power Systems, pp. 445-450.
Zenith, Federico Sintef
15:00-17:00 MoP2.25
Monitoring Safety of Process Operations Using Industrial Workflows, pp. 451-456.
Dasani, Sridhar Univ. of Alberta
Shah, Sirish L. Univ. of Alberta
Chen, Tongwen Univ. of Alberta
Funnell, Jay Univ. of Alberta
Pollard, Robert W. Univ. of Alberta
27
15:00-17:00 MoP2.26
Multi-Innovation Parameter Estimation for Hammerstein MIMO Output-Error Systems Based on the Key-Term Separation, pp. 457-462.
Shen, Qianyan Jiangnan Univ
Ding, Feng Jiangnan Univ
15:00-17:00 MoP2.27
Multivariate Data Analysis of Gas-Metal Arc Welding Process, pp. 463-468.
Ranjan, Rajesh IIIT Roorkee
Talati, Anurag Univ. of Alberta
Ho, Megan Univ. of British Columbia, Vancouver, BC
Bharmal, Hussain IIT Bombay
Bavdekar, Vinay Univ. of Alberta
Prasad, Vinay Univ. of Alberta
Mendez, Patricio Univ. of Alberta
15:00-17:00 MoP2.28
Industrial Test Setup for Autotuning of PID Controllers in Large-Scale Processes: Applied to Tennessee Eastman Process, pp. 469-476.
Jahanshahi, Esmaeil Siemens AS
Sivalingam, Selvanathan Siemens AS
Schofield, Brad Lund Univ
15:00-17:00 MoP2.29
Control-Relevant Multiple Linear Modeling of Simulated Moving Bed Chromatography, pp. 477-482.
Sharma, Girish IIT Bombay
Vignesh, S V IIT Bombay
Hariprasad, K IIT Bombay
Bhartiya, Sharad IIT Bombay
15:00-17:00 MoP2.30
Pseudo-LIDAR Data Analysis and Feed-Forward Wind Turbine Control Design, pp. 483-488.
Bao, Jie Univ. of Strathclyde
Wang, Mengling Univ. of Strathclyde
Yue, Hong Univ. of Strathclyde
Leithead, William Univ. of Strathclyde
15:00-17:00 MoP2.31
Adaptive Optimizing Control of an Ideal Reactive Distillation Column, pp. 489-494.
Valluru, Jayaram IIT Bombay
Purohit, Jalesh IIT Bombay
Patwardhan, Sachin C. IIT Bombay
Mahajani, Sanjay IIT Bombay
15:00-17:00 MoP2.32
Design and Implementation of a Multiple-Model Based Control Scheme for Boiler-Turbine Unit, pp. 495-500.
Siam Sundar, Kapil Arasu Madras Inst. of Tech
Prakash, Jagadeesan Madras Inst. of Tech
15:00-17:00 MoP2.33
Analytical Scheme of Centralized PI Controller for Non-Square Processes with Time-Delays, pp. 501-506.
Wang, Zhiqiang Jiangnan Univ
Luan, Xiaoli Jiangnan Univ
Liu, Fei Jiangnan Univ MoRT1 Rainbow
Roundtable Discussion (Panel Discussion)
Chair: Guay, Martin Queen’s Univ.
Co-Chair: Shah, Sirish L. Univ. of Alberta
15:40-17:00 MoRT1.1
Industrial Challenges and Opportunities for Research in Process Control and Monitoring*.
Lee, Jay H. Kaist
Bonvin, Dominique Epfl
Espejo, Aris Syncrude Canada Ltd
Backstrom, Johan Honeywell Measurex Inc
Chmelyk, Terrance Spartan Controls
Cott, Barry Shell Global Solutions International BV
Bartusiak, Donald ExxonMobil Res. & Engineering MoKA1 Rainbow
Keynote 3 (Keynote Session)
Chair: Monnigmann, Martin Ruhr-Univ. Bochum
Co-Chair: Allgower, Frank Univ. of Stuttgart
17:00-17:30 MoKA1.1
Economic Optimization of Spray Dryer Operation Using Nonlinear Model Predictive Control with State Estimation, pp. 507-513.
Petersen, Lars Norbert Tech. Univ. of Denmark
Jørgensen, John B. Tech. Univ. of Denmark
Rawlings, James B. Univ. of Wisconsin at Madison MoKA2 Spearhead
Keynote 4 (Keynote Session)
Chair: Kano, Manabu Kyoto Univ.
Co-Chair: Perrier, Michel Ec. Pol.
17:00-17:30 MoKA2.1
A Stable Two-Time Dimensional (2D) Model Predictive Control with Zero Terminal State Constraints for Constrained Batch Processes, pp. 514-519.
Lu, Jingyi Hong Kong Univ. of Sci. & Tech
Cao, Zhixing Hong Kong Univ. of Sci. & Tech
Gao, Furong Hong Kong Univ. of Sci. & Tech
Tuesday June 9, 2015
TuPLP Rainbow
Plenary 2 (Plenary Session)
Chair: Guay, Martin Queen's Univ.
Co-Chair: Shah, Sirish L. Univ. of Alberta
08:30-09:30 TuPLP.1
Process Data Analytics Via Latent Structure Modeling, pp. 520-520.
Qin, S. Joe Univ. of Southern California TuKM1 Rainbow
Keynote 5 (Keynote Session)
Chair: Scali, Claudio Univ. of Pisa
Co-Chair: Shah, Sirish L. Univ. of Alberta
09:30-10:00 TuKM1.1
Latent Variable Models and Big Data in the Process Industries, pp. 521-525.
Bill Poe, William A. Schneider Electric
28
Macgregor, John F. ProSensus, Inc
Bruwer, Mark-John ProSensus, Inc
Miletic, Ivan ProSensus, Inc
Cardin, Marlene ProSensus, Inc
Liu, Zheng ProSensus, Inc TuKM2 Spearhead
Keynote 6 (Keynote Session)
Chair: Monnigmann, Martin Ruhr-Univ. Bochum
Co-Chair: Chen, Hong Jilin Univ. Campus NanLing
09:30-10:00 TuKM2.1
On the Design of Economic NMPC Based on an Exact Turnpike Property, pp. 526-531.
Faulwasser, Timm Epfl
Bonvin, Dominique Epfl TuM1 Rainbow
Predictive Control Applications (Regular Session)
Chair: Patwardhan, Sachin C.
Indian Inst. of Tech. Bombay
Co-Chair: Gates, Ian Univ. of Calgary
10:20-10:40 TuM1.1
Model Predictive Control in Industry: Challenges and Opportunities, pp. 532-539.
Forbes, Michael Gregory Honeywell
Patwardhan, Rohit Saudi Aramco
Hamadah, Hamza Saudi Aramco
Gopaluni, Bhushan Univ. of British Columbia
10:40-11:00 TuM1.2
Model-Predictive-Control (MPC) of Steam Trap Subcool in Steam-Assisted Gravity Drainage (SAGD), pp. 540-545.
Purkayastha, Sagar Neel Univ. of Calgary
Gates, Ian Univ. of Calgary
Trifkovic, Milana Univ. of Calgary
11:00-11:20 TuM1.3
Experimental Evaluation of a MIMO Adaptive Dual MPC, pp. 546-551.
Kumar, Kunal IIT Bombay
Heirung, Tor Aksel N. Norwegian Univ. of Science & Tech
Patwardhan, Sachin C. Indian Inst. of Tech. Bombay
Foss, Bjarne Norwegian Univ. of Science & Tech
11:20-11:40 TuM1.4
Distributed Model Predictive Control Based on Nash Optimality for Large Scale Irrigation Systems, pp. 552-556.
Zhang, Rongchao Zhejiang Univ. of Tech
Liu, Andong Zhejiang Univ. of Tech
Yu, Li Zhejiang Univ. of Tech
Zhang, Wen-An Zhejiang Univ. of Tech
11:40-12:00 TuM1.5
Optimizing Control of a Tubular Polymerization Reactor: Comparison of Single Shooting and Full Discretization, pp. 557-562.
Hashemi, Reza TU Dortmund
Schilling, Ricardo TU Dortmund
Engell, Sebastian TU Dortmund
12:00-12:20 TuM1.6
A Model Predictive Controller for Inverse Response Control
Systems, pp. 563-568.
Vu, Ky AuLac Tech. Inc TuM2 Spearhead
Energy Processes and Control I (Regular Session)
Chair: El-Farra, Nael H. Univ. of California, Davis
Co-Chair: Daoutidis, Prodromos
Univ. of Minnesota
10:20-10:40 TuM2.1
Modeling and Control of Rankine Based Waste Heat Recovery Systems for Heavy Duty Trucks, pp. 569-574.
Grelet, Vincent Volvo Trucks
Dufour, Pascal Univ. Lyon 1 - CNRS
Nadri, Madiha Univ. Claude Bernard Lyon 1
Reiche, Thomas Volvo Trucks
Lemort, Vincent Univ. of Liège
10:40-11:00 TuM2.2
Wiener Model and Extremum Seeking Control for a CO Preferential Oxidation Reactor with the CuO-CeO2 Catalyst, pp. 575-580.
Lee, Hyun Chan Kyungpook National Univ
Kim, Sin Kyungpook National Univ
Heo, Jae Pil Kyungpook National Univ
Kim, Dong Hyun Kyungpook National Univ
Lee, Jietae Kyungpook National Univ
11:00-11:20 TuM2.3
Control of a Post-Combustion CO2 Capture Plant During Process Start-Up and Load Variations, pp. 581-586.
Gaspar, Jozsef Tech. Univ. of Denmark
Jørgensen, John B. Tech. Univ. of Denmark
Fosbøl, Philip Loldrup Tech. Univ. of Denmark
11:20-11:40 TuM2.4
Graph Reduction for Material Integrated Process Networks with Flow Segregation, pp. 587-592.
Heo, Seongmin Univ. of Minnesota
Daoutidis, Prodromos Univ. of Minnesota
11:40-12:00 TuM2.5
Proactive Optimization and Control of Heat-Exchanger Super Networks, pp. 593-598.
Wang, Xiaonan Univ. of California at Davis
Palazoglu, Ahmet N. Univ. of California at Davis
El-Farra, Nael H. Univ. of California at Davis
12:00-12:20 TuM2.6
Operational Optimization of SWRO Process with the Consideration of Load Fluctuation and Electricity Price, pp. 599-605.
Jiang, Aipeng Hangzhou Dianzi Univ
Jiangzhou, Shu Hangzhou Dianzi Univ
Cheng, Wen Hangzhou Dianzi Univ
Wang, Jian Hangzhou Dianzi Univ
Ding, Qiang Hangzhou Dianzi Univ
Xing, Changxin Hangzhou Dianzi Univ TuM3 Wedgemount
Process and Control Monitoring I (Regular Session)
Chair: de Prada, Cesar Univ. of Valladolid
Co-Chair: Pannocchia, Gabriele
Univ. of Pisa
10:20-10:40 TuM3.1
29
Kernel Canonical Variate Analysis for Nonlinear Dynamic Process Monitoring, pp. 606-611.
Samuel, Raphael T. Cranfield Univ
Cao, Yi Cranfield Univ
10:40-11:00 TuM3.2
A Nonlinear Quality-Relevant Process Monitoring Method with Kernel Input-Output Canonical Variate Analysis, pp. 612-617.
Huang, Linzhe China Univ. of Petroleum
Cao, Yuping China Univ. of Petroleum
Tian, Xuemin China Univ. of Petroleum
Deng, Xiaogang China Univ. of Petroleum
11:00-11:20 TuM3.3
Robust Process Monitoring Via Stable Principal Component Pursuit, pp. 618-623.
Chen, Chun-Yu National Tsing Hua Univ
Yao, Yuan National Tsing Hua Univ
11:20-11:40 TuM3.4
Gross Error Management in Data Reconciliation, pp. 624-629.
De La Fuente, Maria Jesus Univ. of Valladolid
Gutierrez, Gloria Univ. of Valladolid
Gomez Sayalero, Elena Univ. of Valladolid
Sarabia, Daniel Univ. of Burgos
de Prada, Cesar Univ. of Valladolid
11:40-12:00 TuM3.5
Identification Techniques for Stiction Quantification in the Presence of Nonstationary Disturbances, pp. 630-635.
Bacci di Capaci, Riccardo Univ. of Pisa
Scali, Claudio Univ. of Pisa
Pannocchia, Gabriele Univ. of Pisa
12:00-12:20 TuM3.6
Stiction Quantification Based on Time and Frequency Domain Criterions, pp. 636-641.
Li, Chen East China Univ. of Science and Tech
Qian, Feng East China Univ. of Science and Tech
Choudhury, M.A.A. Shoukat Bangladesh Univ. of Engineering Tech
Du, Wenli East China Univ. of Science and Tech
TuM4 Black Tusk
Alarm Systems Design and Monitoring (Invited Session)
Chair: Shah, Sirish L. Univ. of Alberta
Co-Chair: Chen, Tongwen Univ. of Alberta
10:20-10:40 TuM4.1
An Application of Advanced Alarm Management Tools to an Oil Sand Extraction Plant (I), pp. 642-647.
Hu, Wenkai Univ. of Alberta
Afzal, Muhammad Shahzad Univ. of Alberta
Brandt, Gustavo Suncor Energy Inc
Lau, Eric Suncor Energy Inc
Chen, Tongwen Univ. of Alberta
Shah, Sirish L. Univ. of Alberta
10:40-11:00 TuM4.2
Fast Sequence Alignment for Comparing Industrial Alarm Floods (I), pp. 648-653.
Hu, Wenkai Univ. of Alberta
Wang, Jiandong Peking Univ
Chen, Tongwen Univ. of Alberta
11:00-11:20 TuM4.3
Mode Based Alarm Solutions at Syncrude Canada (I), pp. 654-657.
Bhaumik, Suvomoy Syncrude Canada Ltd
MacGowan, John Syncrude Canada Ltd
Doraj, Vimal Syncrude Canada Ltd
11:20-11:40 TuM4.4
Methodology and Application of Pattern Mining in Multiple Alarm Flood Sequences (I), pp. 658-663.
Lai, Shiqi Univ. of Alberta
Chen, Tongwen Univ. of Alberta
11:40-12:00 TuM4.5
Risk-Based Warning System Design Methodology for Multimode Processes (I), pp. 664-669.
Wang, Hangzhou Memorial Univ
Khan, Faisal I Memorial Univ
Ahmed, Salim Memorial Univ
Imtiaz, Syed Memorial Univ
12:00-12:20 TuM4.6
Design and Analysis of Improved Alarm Delay-Timers (I), pp. 670-675.
Zang, Hao Tsinghua Univ
Yang, Fan Tsinghua Univ
Huang, Dexian Tsinghua Univ TuA1 Rainbow
Extremum Seeking and Adaptive Control (Regular Session)
Chair: Guay, Martin Queen's Univ.
Co-Chair: Bao, Jie The Univ. of New South Wales
13:30-13:50 TuA1.1
Proportional-Integral Extremum-Seeking Control, pp. 676-681.
Guay, Martin Queen S Univ
13:50-14:10 TuA1.2
Adaptive Control of Chemical Distributed Parameter Systems, pp. 682-687.
Babaei Pourkargar, Davood The Pennsylvania State Univ
Armaou, Antonios The Pennsylvania State Univ
14:10-14:30 TuA1.3
High-Order Differential Dissipativity Analysis of Nonlinear Processes, pp. 688-693.
Wang, Ruigang The Univ. of New South Wales
Tippett, Michael James The Univ. of New South Wales
Bao, Jie The Univ. of New South Wales
14:30-14:50 TuA1.4
Distributed Extremum-Seeking Control Over Networks of Unstable Dynamic Agents, pp. 694-698.
Guay, Martin Queen S Univ
Vandermeulen, Isaac Queen S Univ
Dougherty, Sean CALM Tech. Inc
McLellan, P. James Queen S Univ
14:50-15:10 TuA1.5
Neighbouring-Extremal Control for Steady-State Optimization Using Noisy Measurements, pp. 699-704.
de Oliveira, Vinicius Norwegian Univ. of Science & Tech
Jäschke, Johannes Norwegian Univ. of Science &
30
Tech
Skogestad, Sigurd Norwegian Univ. of Science & Tech
15:10-15:30 TuA1.6
Dissipativity-Based Analysis of Controller Networks with Reduced Rate Communication, pp. 705-710.
Tippett, Michael James The Univ. of New South Wales
Zheng, Chaoxu The Univ. of New South Wales
Bao, Jie The Univ. of New South Wales
Liu, Jinfeng Univ. of Alberta TuA2 Spearhead
Energy Processes and Control II (Regular Session)
Chair: Monnigmann, Martin Ruhr-Univ. Bochum
Co-Chair: Monder, Dayadeep Singh
Indian Inst. of Tech. Bombay
13:30-13:50 TuA2.1
Model Predictive Control of the Steam Cycle in a Solar Power Plant, pp. 711-716.
Mier, Dominik Ruhr-Univ. Bochum
Möllenbruck, Florian Ruhr-Univ. Bochum
Jost, Michael Ruhr-Univ. Bochum
Grote, Wolfgang MAN Diesel & Turbo SE
Monnigmann, Martin Ruhr-Univ. Bochum
13:50-14:10 TuA2.2
Model Predictive Control of Once through Steam Generator Steam Quality, pp. 717-722.
Qi, Fei Suncor Energy Inc
Shukeir, Eliyya Suncor Energy Inc
Kadali, Ramesh Suncor Energy Inc
14:10-14:30 TuA2.3
Optimal Concentration Control for Direct Methanol Fuel Cells, pp. 723-728.
Zenith, Federico Sintef
Na, Youngseung TU Braunschweig
Krewer, Ulrike TU Braunschweig
14:30-14:50 TuA2.4
Nonlinear Operability of a Membrane Reactor for Direct Methane Aromatization, pp. 729-734.
Carrasco, Juan C. West Virginia Univ
Lima, Fernando V. West Virginia Univ
14:50-15:10 TuA2.5
A Distributed Parameter Model for a Solid Oxide Fuel Cell: Simulating Realistic Operating Conditions, pp. 735-740.
Monder, Dayadeep Singh IIT Bombay
Polisetty, Venkata Goutham IIT Hyderabad
Jampana, Phanindra IIT Hyderabad
Janardhanan, Vinod M. IIT Hyderabad
15:10-15:30 TuA2.6
Dynamic Operational Optimization of Air Source Heat Pump Heating System with the Consideration of Energy Saving, pp. 741-746.
Xing, Chang Xin Hangzhou Dianzi Univ
Ding, Qiang Hangzhou Dianzi Univ
Jiang, Aipeng Hangzhou Dianzi Univ
Cheng, Wen Hangzhou Dianzi Univ
Zhou, Dahan Hangzhou Dianzi Univ TuA3 Wedgemount
Process and Control Monitoring II (Regular Session)
Chair: Gopaluni, Bhushan Univ. of British Columbia
Co-Chair: Qin, S. Joe Univ. of Southern California
13:30-13:50 TuA3.1
A Novel Algorithm for Model-Plant Mismatch Detection for Model Predictive Controllers, pp. 747-753.
Tsai, Yiting Univ. of British Columbia
Gopaluni, Bhushan Univ. of British Columbia
Marshman, Devin James Univ. of British Columbia
Chmelyk, Terrance NORPAC Controls
13:50-14:10 TuA3.2
Assessment of Model-Plant Mismatch by the Nominal Sensitivity Function for Unconstrained MPC, pp. 754-759.
Botelho, Viviane Rodrigues Federal Univ. of Rio Grande Do Sul
Trierweiler, Jorge Otávio Federal Univ. of Rio Grande Do Sul
Farenzena, Marcelo Federal Univ. of Rio Grande Do Sul
Duraiski, Ricardo Trisolutions Engineering Solutions LTDA
14:10-14:30 TuA3.3
Drill-Down Diagnosis of Deficient Models in MPC, pp. 760-765.
Li, Lijuan Nanjing Tech. Univ
Qin, S. Joe Univ. of Southern California
14:30-14:50 TuA3.4
A Method for Automatic Detection of Controller Tuning Issues, pp. 766-771.
Ghosh, Kaushik ABB Corp. Res. Centre, Bangalore
Nallasivam, Ulaganathan Purdue Univ
Kubal, Nandkishor Abb
14:50-15:10 TuA3.5
Multirate Partial Least Squares for Process Monitoring, pp. 772-777.
Cong, Ya Zhejiang Univ
Ge, Zhiqiang Zhejiang Univ
Song, Zhi-Huan Zhejiang Univ
15:10-15:30 TuA3.6
PLS-Based Similarity Analysis for Mode Identification in Multimode Manufacturing Processes, pp. 778-783.
Zheng, Ying Huazhong Univ. of Science and Tech
Qin, S. Joe Univ. of Southern California and Chinese Univ. of Hong
Wang, Fuli Northeastern Univ TuP2 Garibaldi
Poster 2 (Poster Session)
Chair: Gudi, Ravindra IIT Bombay
Co-Chair: Jørgensen, John B.
2-control ApS
15:30-17:00 TuP2.1
Parametric Identifier of Metabolic Networks Based on Robust Differentiation, pp. 784-789.
Sepúlveda-Gálvez, Alfonso Upibi-Ipn
Badillo-Corona, Agustín Upibi-Ipn
Chairez, Isaac Cinvestav-Ipn
15:30-17:00 TuP2.2
31
Parameter Estimation for Non-Uniformly Sampled Wiener Systems with Dead-Zone Nonlinearities, pp. 790-795.
Liu, Ranran Jiangsu Univ
Li, Haoran Jiangsu Univ
Pan, Tianhong Jiangsu Univ
Li, Zhengming Jiangsu Univ
15:30-17:00 TuP2.3
Identification of Equation Error Models from Small Samples Using Compressed Sensing Techniques, pp. 796-801.
Perepu, Satheesh Kumar IIT Madras
Tangirala, Arun K. IIT Madras
15:30-17:00 TuP2.4
Soft-Sensing in Complex Chemical Process Based on a Sample Clustering Extreme Learning Machine Model, pp. 802-807.
Peng, Di Beijing Univ. of Chemical Tech
Xu, Yuan Beijing Univ. of Chemical Tech
Wang, Yanqing Beijing Univ. of Chemical Tech
Geng, Zhiqiang Beijing Univ. of Chemical Tech
Zhu, Qunxiong Beijing Univ. of Chemical Tech
15:30-17:00 TuP2.5
A MPC Operation Method for a Photovoltaic System with Batteries, pp. 808-813.
Liu, Bing Hong Kong Univ. of Sci. & Tech
Lu, Zhou Hong Kong Univ. of Sci. & Tech
Yao, Ke Hong Kong Univ. of Sci. & Tech
Gao, Furong Hong Kong Univ. of Sci. & Tech
15:30-17:00 TuP2.6
A Survey of Guaranteeing Feasibility and Stability in MPC During Target Changes, pp. 814-819.
Dughman, Shukri Univ. of Sheffield
Rossiter, J. Anthony Univ. of Sheffield
15:30-17:00 TuP2.7
Cascade Nonlinear Control for a Class of Cascade Systems, pp. 820-827.
Garcia-Sandoval, Juan Paulo Univ. of Guadalajara
Dochain, Denis Univ. Catholique De Louvain
Gonzalez-Alvarez, Victor Univ. of Guadalajara
15:30-17:00 TuP2.8
Modeling of Bisphenol a Condensation Reaction Based on UKF Algorithm, pp. 828-831.
Cang, Wentao Jiangnan Univ
Xie, Li Jiangnan Univ
Yang, Huizhong Jiangnan Univ
15:30-17:00 TuP2.9
N-Step Impacted-Region Optimization Based Distributed Model Predictive Control, pp. 832-837.
Zheng, Yi Shanghai Jiao Tong Univ
Li, Shaoyuan Shanghai Jiao Tong Univ
15:30-17:00 TuP2.10
A Multi-Model Identification Method for the Fiber Stretching Process Based on the EM Algorithm, pp. 838-843.
Guo, Fan Donghua Univ
Ding, Yongsheng Donghua Univ
Chen, Lei Donghua Univ
Ren, Lihong Donghua Univ
Hao, Kuangrong Donghua Univ
15:30-17:00 TuP2.11
Integrating Iterative Learning Estimation with Optimal Control for Batch Productivity Enhancement, pp. 844-849.
Gupta, Anish Indian Inst. of Tech. Bombay
Gudi, Ravindra IIT Bombay
15:30-17:00 TuP2.12
Data Filtering Based Parameter Estimation Algorithms for Multivariable Box-Jenkins-Like Systems, pp. 850-853.
Wang, Yanjiao Jiangnan Univ
Xu, Ling Jiangnan Univ
Ding, Feng Jiangnan Univ
15:30-17:00 TuP2.13
Multi-Innovation Gradient Identification for Input Nonlinear State Space Systems, pp. 854-859.
Wang, Xuehai Jiangnan Univ
Liu, Yanjun Jiangnan Univ
Ding, Feng Jiangnan Univ
15:30-17:00 TuP2.14
Simultaneous Control Loop Performance Assessment and Process Identification Based on Fractional Models, pp. 860-865.
Skarda, Radek Univ. of West Bohemia
Cech, Martin Univ. of West Bohemia
Schlegel, Milos Univ. of West Bohemia in Pilsen
15:30-17:00 TuP2.15
Fractional-Order Process Simulator Based on Exact Step Response Discretization, pp. 866-871.
Cech, Martin Univ. of West Bohemia
Schlegel, Milos Univ. of West Bohemia
Reitinger, Jan Univ. of West Bohemia
15:30-17:00 TuP2.16
Model-Based Fault-Tolerant Control of Uncertain Particulate Processes: Integrating Fault Detection, Estimation and Accommodation, pp. 872-877.
Napasindayao, Trina Univ. of California, Davis
El-Farra, Nael H. Univ. of California, Davis
15:30-17:00 TuP2.17
Reliable H∞ Control of Switched Linear Systems, pp. 878-883.
Fu, Jun Northeastern Univ
Chai, Tianyou Northeastern Univ
Jin, Ying McGill Univ
Ma, Ruicheng Liaoning Univ. China
15:30-17:00 TuP2.18
An Observer-Based Model Predictive Control Strategy for Distributed Parameter System, pp. 884-888.
Wang, Mengling East China Univ. of Science and Tech
Shi, Hongbo East China Univ. of Science and Tech
Yang, Wen East China Univ. of Science and Tech
15:30-17:00 TuP2.19
Iterative Identification of Output Error Model with Time Delay, pp. 889-894.
Dong, Shijian Dalian Univ. of Tech
Liu, Tao Dalian Univ. of Tech
Chen, Fengwei Univ. of Lorraine
15:30-17:00 TuP2.20
Integration of Design and Control Using Efficient PSE Approximations, pp. 895-900.
32
Bahakim, Sami Saeed Univ. of Waterloo
Mehta, Siddharth Univ. of Waterloo
Ahmad, Hassan Univ. of Waterloo
Gaspar, Erik Univ. of Waterloo
Ricardez-Sandoval, Luis Alberto
Univ. of Waterloo
15:30-17:00 TuP2.21
Development of an Ant Colony Optimization (ACO) Algorithm Based on Statistical Analysis and Hypothesis Testing for Variable Selection, pp. 901-906.
Pessoa, Carolina de Marco Federal Univ. of Rio Grande Do Sul
Ranzan, Cassiano Federal Univ. of Rio Grande Do Sul
Trierweiler, Luciane Ferreira Federal Univ. of Rio Grande Do Sul
Trierweiler, Jorge Otávio Federal Univ. of Rio Grande Do Sul
15:30-17:00 TuP2.22
A Bilevel Programming Formulation for Dynamic Real-Time Optimization, pp. 907-912.
Jamaludin, Mohammad Zamry
McMaster Univ
Swartz, Christopher L.E. McMaster Univ
15:30-17:00 TuP2.23
Handling Parametric Drift in Batch Crystallization Using Predictive Control with R2R Model Parameter Estimation, pp. 913-918.
Kwon, Joseph Ucla
Nayhouse, Michael Ucla
Ni, Dong Zhejiang Univ
Christofides, Panagiotis D. Univ. of California at Los Angeles
15:30-17:00 TuP2.24
Algorithm for Image-Based Biomarker Detection for Differential Diagnosis of Parkinson's Disease, pp. 919-924.
Singh, Gurpreet National Univ. of Singapore
Samavedham, Lakshminarayanan
National Univ. of Singapore
15:30-17:00 TuP2.25
Double-Objective Optimal Control for Non-Gaussian Systems: An Example Study on Analytical vs Numerical Solutions, pp. 925-930.
Ren, Mifeng Taiyuan Univ. of Tech
Zhang, Jianhua North China Electric Power Univ
Wang, Hong Univ. of Manchester
Huang, Min Northeastern Univ
15:30-17:00 TuP2.26
Robust Nonlinear Predictive Control for a Bioreactor Based on a Dynamic Metabolic Flux Balance Model, pp. 931-936.
Kumar, Divya Univ. of Waterloo
Budman, Hector M. Univ. of Waterloo
15:30-17:00 TuP2.27
Fast Mesh-Sorting in Multi-Objective Optimization, pp. 937-942.
Patel, Narendra Vishwakarma Government Engineering Coll. Chandkheda
Padhiyar, Nitin Indian Inst. of Tech. Gandhinagar
15:30-17:00 TuP2.28
Parameter and Delay Estimation of Fractional Order Models from Step Response, pp. 943-948.
Ahmed, Salim Memorial Univ
15:30-17:00 TuP2.29
Asynchronous Separable Self-Triggered Model Predictive Control Based on Relaxed Dynamic Programming, pp. 949-954.
Lu, Liang Northeastern Univ. and KAIST
15:30-17:00 TuP2.30
Unraveling Apoptosis Signalling Using Linear Control Methods: Linking the Loop Gain to Reverting the Decision to Undergo Apoptosis, pp. 955-960.
Schliemann-Bullinger, Monica
Otto-Von-Guericke Univ. Magdeburg
Readman, Mark C. Stockport Coll
Kalamatianos, Dimitrios Biomedical Res. Foundation of the Acad. of Athens
Findeisen, Rolf Otto-Von-Guericke-Univ. Magdeburg
Bullinger, Eric Otto-Von-Guericke-Univ. Magdeburg
15:30-17:00 TuP2.31
Overload Detection in Semi-Autogenous Grinding: A Nonlinear Process Monitoring Approach, pp. 961-966.
McClure, Ken Spartan Controls Ltd
Gopaluni, Bhushan Univ. of British Columbia TuKA1 Rainbow
Keynote 7 (Keynote Session)
Chair: Kano, Manabu Kyoto Univ.
Co-Chair: Mhaskar, Prashant McMaster Univ.
17:00-17:30 TuKA1.1
Analysis of Problems Induced by Imprecise Dating of Measurements in Oil and Gas Production, pp. 967-974.
Petit, Nicolas MINES ParisTech TuKA2 Spearhead
Keynote 8 (Keynote Session)
Chair: Findeisen, Rolf Otto-von-Guericke-Univ. Magdeburg
Co-Chair: Mesbah, Ali Univ. of California, Berkeley
17:00-17:30 TuKA2.1
A Multiobjective Optimization Perspective on the Stability of Economic MPC, pp. 975-981.
Zavala, Victor M. Argonne National Lab
Wednesday June 10, 2015
WePLP Rainbow
Plenary 3 (Plenary Session)
Chair: Findeisen, Rolf Otto-von-Guericke-Univ. Magdeburg
Co-Chair: Gopaluni, Bhushan Univ. of British Columbia
08:30-09:30 WePLP.1
Set-Theoretic Approaches in Analysis, Estimation and Control of Nonlinear Systems, pp. 982-996.
Chachuat, Benoit Imperial Coll. London
Houska, Boris ShanghaiTech Univ
33
Paulen, Radoslav Tech. Univ. Dortmund
Perić, Nikola Imperial Coll. London
Rajyaguru, Jai Imperial Coll. London
Villanueva, Mario E. Imperial Coll. London WeKM1 Rainbow
Keynote 9 (Keynote Session)
Chair: Prasad, Vinay Univ. of Alberta
Co-Chair: Findeisen, Rolf Otto-von-Guericke-Univ. Magdeburg
09:30-10:00 WeKM1.1
Control Challenges in Synthetic Biology, pp. 997-1002.
Rao, Christopher V. Univ. of Illinois at Urbana-Champaign
WeKM2 Spearhead
Keynote 10 (Keynote Session)
Chair: Gudi, Ravindra IIT Bombay
Co-Chair: McAuley, K.B. Queen's Univ.
09:30-10:00 WeKM2.1
Zone Model Predictive Control and Moving Horizon Estimation for the Regulation of Blood Glucose in Critical Care Patients, pp. 1003-1008.
Knab, Timothy Univ. of Pittsburgh
Clermont, Gilles Univ. of Pittsburgh
Parker, Robert S. Univ. of Pittsburgh WeM1 Rainbow
Robust Predictive Control (Regular Session)
Chair: Biegler, Lorenz T. Carnegie Mellon Univ.
Co-Chair: Lucia, Sergio OvG Univ. of Magdeburg
10:20-10:40 WeM1.1
Robust Output Feedback Model Predictive Control Using Reduced Order Models, pp. 1009-1015.
Koegel, Markus J. Otto-Von-Guericke Univ. Magdeburg
Findeisen, Rolf Otto-Von-Guericke Univ. Magdeburg
10:40-11:00 WeM1.2
Potential and Limitations of Multi-Stage Nonlinear Model Predictive Control, pp. 1016-1021.
Lucia, Sergio Otto-Von-Guericke Univ. Magdeburg
Engell, Sebastian TU Dortmund
11:00-11:20 WeM1.3
User Friendly Robust MPC Tuning of Uncertain Paper-Making Processes, pp. 1022-1027.
He, Ning Univ. of Alberta
Shi, Dawei Beijing Inst. of Tech
Wang, Jiadong Univ. of Alberta
Forbes, Michael Gregory Honeywell
Backstrom, Johan Honeywell Measurex Inc
Chen, Tongwen Univ. of Alberta
11:20-11:40 WeM1.4
Trajectory Bounds of Input-To-State Stability for Nonlinear Model Predictive Control, pp. 1028-1033.
Griffith, Devin Carnegie Mellon Univ
Biegler, Lorenz T. Carnegie Mellon Univ
11:40-12:00 WeM1.5
Dual MPC for FIR Systems: Information Anticipation, pp. 1034-1039.
Heirung, Tor Aksel N. Norwegian Univ. of Science & Tech
Ydstie, B. Erik Carnegie Mellon
Foss, Bjarne Norwegian Univ. of Science & Tech
12:00-12:20 WeM1.6
Stable Adaptive Predictive Control System Design Via Adaptive Output Predictor for Multi-Rate Sampled Systems, pp. 1040-1045.
Mizumoto, Ikuro Kumamoto Univ
Ikejiri, Masataka Kumamoto Univ
Takagi, Taro National Inst. of Tech. Maizuru Coll
WeM2 Spearhead
Thermodynamics and Process Control (Invited Session)
Chair: Dochain, Denis Univ. Catholique de Louvain
Co-Chair: Couenne, Francoise
Univ. of Lyon 1
10:20-10:40 WeM2.1
Lyapunov Based Nonlinear Control of Tubular Chemical Reactors (I), pp. 1046-1051.
Zhou, Weijun Univ. Claude Bernard Lyon 1
Hamroun, Boussad Lab. D'automatique Et Génie Des Procédés
Le Gorrec, Yann Femto-St, Ensmm
Couenne, Francoise Univ. of Lyon 1
10:40-11:00 WeM2.2
On the Relaxing Dissipation of Dissipative Pseudo Hamiltonian Models (I), pp. 1052-1057.
Hoang, Ngoc Ha Univ. of Tech. VNU-HC
Phong Mai, T. Univ. of Tech. VNU-HC
Dochain, Denis Univ. Catholique De Louvain
11:00-11:20 WeM2.3
Dissipative and Conservative Structures for Thermo-Mechanical Systems (I), pp. 1058-1065.
Garcia-Sandoval, Juan Paulo Univ. of Guadalajara
Dochain, Denis Univ. Catholique De Louvain
Hudon, Nicolas Univ. Catholique De Louvain
11:20-11:40 WeM2.4
Potential-Based Analysis of Closed Reacting Systems (I), pp. 1066-1070.
Hudon, Nicolas Univ. Catholique De Louvain
Dochain, Denis Univ. Catholique De Louvain
Hoang, Ngoc Ha Univ. of Tech. (VNU-HCM) & Univ. Cath. De Louvain
(Belgium)
Garcia-Sandoval, Juan Paulo Univ. of Guadalajara
11:40-12:00 WeM2.5
Representation of Irreversible Systems in a Metric Thermodynamic Phase Space (I), pp. 1071-1075.
Hudon, Nicolas Univ. Catholique De Louvain
Dochain, Denis Univ. Catholique De Louvain
Guay, Martin Queen S Univ
12:00-12:20 WeM2.6
Feedforward Ouput-Feedback Control for a Class of Exothermic Tubular Reactors, pp. 1076-1081.
Najera, Isrrael Univ. Autónoma Metropolitana-Iztapalapa
34
Alvarez, Jesus Univ. Autónoma Metropolitana
Baratti, Roberto Univ. Degli Studi Di Cagliari WeM3 Wedgemount
Biological Systems (Regular Session)
Chair: King, Rudibert Tech. Univ. Berlin
Co-Chair: Vande Wouwer, Alain
Univ. de Mons
10:20-10:40 WeM3.1
An Observer-Based Robust Control Strategy for Overflow Metabolism Cultures in Fed-Batch Bioreactors, pp. 1082-1087.
Araujo Pimentel, Guilherme Univ. De Mons
Benavides, Micaela Univ. De Mons
Dewasme, Laurent Univ. De Mons
Coutinho, Daniel Univ. Federal De Santa Catarina
Vande Wouwer, Alain Univ. De Mons
10:40-11:00 WeM3.2
Adaptive Control of Lactic Acid Production Process from Wheat Flour, pp. 1088-1093.
Gonzalez, Karen Vanessa CentraleSupelec
Tebbani, Sihem Supelec
Dumur, Didier CentraleSupelec
Lopes, Filipa Ec. Centrale Paris
Pareau, Dominique Ec. Centrale Paris
Thorigné, Aurore Soufflet
Givry, Sebastien Soufflet
11:00-11:20 WeM3.3
Dynamic Optimization of Biomass Productivity in Continuous Cultures of Microalgae Isochrysis Galbana through Modulation of the Light Intensity, pp. 1094-1100.
Deschênes, Jean-Sébastien Univ. Du Québec à Rimouski
Vande Wouwer, Alain Univ. De Mons
11:20-11:40 WeM3.4
Model-Based Control to Maximise Biomass and PHB in the Autotrophic Cultivation of Ralstonia Eutropha, pp. 1101-1108.
Neddermeyer, Flavia Tech. Univ. Berlin
Rossner, Niko Tech. Univ. Berlin
King, Rudibert Tech. Univ. Berlin
11:40-12:00 WeM3.5
Extended and Unscented Kalman Filter Design for Hybridoma Cell Fed-Batch and Continuous Cultures, pp. 1109-1114.
Fernandes, Sofia Univ. De Mons
Richelle, Anne Univ. Libre De Bruxelles
Amribt, Zakaria Univ. Libre De Bruxelles
Dewasme, Laurent Univ. De Mons
Bogaerts, Philippe Univ. Libre De Bruxelles
Vande Wouwer, Alain Univ. De Mons
12:00-12:20 WeM3.6
Oscillatory Behavior Control in Continuous Fermentation Processes, pp. 1115-1120.
Skupin, Piotr Silesian Univ. of Tech
Metzger, Mieczyslaw Silesian Univ. of Tech WeM4 Black Tusk
Process Applications (Regular Session)
Chair: Prandini, Maria Pol. di Milano
Co-Chair: Alvarez, Jesus Univ. Autonoma Metropolitana
10:20-10:40 WeM4.1
Integrated Process Design and Control of Reactive Distillation Processes, pp. 1121-1126.
Mansouri, Seyed Soheil Tech. Univ. of Denmark
Sales Cruz, Mauricio Univ. Autonoma Metropolitana-Cuajimalpa
Huusom, Jakob Kjøbsted Tech. Univ. of Denmark
Woodley, John M. Tech. Univ. of Denmak
Gani, Rafiqul Tech. Univ. of Denmark
10:40-11:00 WeM4.2
Worst-Case and Distributional Robustness Analysis of a Thin Film Deposition Process, pp. 1127-1132.
Rasoulian, Shabnam Univ. of Waterloo
Ricardez-Sandoval, Luis Alberto
Univ. of Waterloo
11:00-11:20 WeM4.3
Establishing Multivariate Specification Regions for Raw Materials Using SMB-PLS, pp. 1133-1138.
Azari Dorcheh, Kamran Univ. Laval
Lauzon-Gauthier, Julien Univ. Laval
Tessier, Jayson Alcoa Smelting Center of Excellence
Duchesne, Carl Univ. Laval
11:20-11:40 WeM4.4
Energy Saving through Control in an Industrial Multicomponent Distillation Column, pp. 1139-1144.
Porru, Marcella Univ. Degli Studi Di Cagliari
Baratti, Roberto Univ. Degli Studi Di Cagliari
Alvarez, Jesus Univ. Autonoma Metropolitana
11:40-12:00 WeM4.5
An Intelligent Control Strategy for the Intervals of Temperature in a Plate Heat Exchanger, pp. 1145-1150.
Jia, Yao State Key Lab. of Synthetical Automation for Process Indus
Chai, Tianyou Northeastern Univ
Wang, Hong The Univ. of Manchester
12:00-12:20 WeM4.6
Optimal Energy Management of a Building Cooling System with Thermal Storage: A Convex Formulation, pp. 1151-1156.
Ioli, Daniele Pol. Di Milano
Falsone, Alessandro Pol. Di Milano
Prandini, Maria Pol. Di Milano WeA1 Rainbow
Scheduling, Optimization, and Control (Regular Session)
Chair: Li, Zukui Univ. of Alberta
Co-Chair: Su, Hongye Zhejiang Univ.
13:30-13:50 WeA1.1
Chance Constrained Planning and Scheduling under Uncertainty Using Robust Optimization Approximation, pp. 1157-1162.
Li, Zhuangzhi Univ. of Alberta
Li, Zukui Univ. of Alberta
13:50-14:10 WeA1.2
Multi-Product Multi-Stage Production Planning with Lead Time on a Rolling Horizon Basis, pp. 1163-1168.
Lu, Shan Zhejiang Univ
Su, Hongye Zhejiang Univ
35
Wang, Yue Zhejiang Univ
Xie, Lei Zhejiang Univ
Zhang, Quanling Zhejiang Univ
14:10-14:30 WeA1.3
Optimization Using ANN Surrogates with Optimal Topology and Sample Size, pp. 1169-1174.
Soumitri M, Srinivas IIT Hyderabad
Majumdar, Saptarshi Trddc
Mitra, Kishalay IIT Hyderabad
14:30-14:50 WeA1.4
Controller Verification and Parametrization Subject to Quantitative and Qualitative Requirements, pp. 1175-1180.
Andonov, Petar Otto-Von-Guericke Univ. Magdeburg
Savchenko, Anton Otto-Von-Guericke Univ. Magdeburg
Rumschinski, Philipp Otto-Von-Guericke Univ. Magdeburg
Streif, Stefan Ilmenau Univ. of Tech
Findeisen, Rolf Otto-Von-Guericke Univ. Magdeburg
14:50-15:10 WeA1.5
Iterative Procedure for Tuning Decentralized PID Controllers, pp. 1181-1186.
Euzébio, Thiago A. M. Univ. Federal De Campina Grande
Barros, Péricles R. Univ. Federal De Campina Grande
15:10-15:30 WeA1.6
Stability Margin Interpretation of the SIMC Tuning Rule for PI Controllers and Its Applications, pp. 1187-1192.
Lee, Jietae Kyungpook National Univ
Sung, Su Whan Kyungpook National Univ
Edgar, Thomas F. Univ. of Texas at Austin WeA2 Spearhead
Modeling, Control and Optimization of Energy Generating Systems (Invited Session)
Chair: Budman, Hector M. Univ. of Waterloo
Co-Chair: de Prada, Cesar Univ. of Valladolid
13:30-13:50 WeA2.1
Optimal Operation of an Energy Integrated Batch Reactor - Feed Effluent Heat Exchanger System (I), pp. 1193-1198.
Jogwar, Sujit Inst. of Chemical Tech
Daoutidis, Prodromos Univ. of Minnesota
13:50-14:10 WeA2.2
Radio Frequency Heating for Oil Recovery and Soil Remediation (I), pp. 1199-1204.
Bientinesi, Matteo Consorzio Pol. Tecnologico Magona
Scali, Claudio Univ. of Pisa
Petarca, Luigi Consorzio Pol. Tecnologico Magona
14:10-14:30 WeA2.3
Optimization of the Cyclic Operation of a Continuous Biobutanol Fermentation Process Integrated with Ex-Situ Adsorption Recovery (I), pp. 1205-1210.
Kim, Boeun Kaist
Eom, Moon-Ho GS Caltex
Jang, Hong Kaist
Lee, Jay H. Kaist
14:30-14:50 WeA2.4
Plant-Wide Hierarchical Optimal Control of a Crystallization Process (I), pp. 1211-1216.
Mazaeda, Rogelio Univ. of Valladolid
Podar Cristea, Smaranda Univ. of Valladolid
de Prada, Cesar Univ. of Valladolid
14:50-15:10 WeA2.5
Optimal Low Temperature Charging of Lithium-Ion Batteries (I), pp. 1217-1222.
Suthar, Bharatkumar Washington Univ. in Saint Louis
Braatz, Richard D. Massachusetts Inst. of Tech
Subramanian, Venkat Univ. of Washington, Seattle
Sonawane, Dayaram Nimba Univ. of Washington, Seattle
15:10-15:30 WeA2.6
Robust Optimization of Competing Biomass Supply Chains under Feedstock Uncertainty (I), pp. 1223-1228.
Zamar, David Sebastian Univ. of British Columbia
Gopaluni, Bhushan Univ. of British Columbia
Sokhansanj, Shahab Univ. of British Columbia
Newlands, Nathaniel Science and Tech. Branch, Agriculture and Agri-Food
Canada WeA3 Wedgemount
Modeling and Optimization of Biological Systems (Regular Session)
Chair: Yue, Hong Univ. of Strathclyde
Co-Chair: Chachuat, Benoit Imperial Coll. London
13:30-13:50 WeA3.1
A Two-Level Approach for Fusing Early Signaling Events and Long Term Cellular Responses, pp. 1229-1234.
Rudolph, Nadine Otto-Von-Guericke-Univ. Magdeburg
Meyer, Tina Otto-Von-Guericke-Univ. Magdeburg
Franzen, Kristina Otto-Von-Guericke-Univ. Magdeburg
Garbers, Christoph Univ. of Kiel
Schaper, Fred Otto-Von-Guericke-Univ. Magdeburg
Streif, Stefan Ilmenau Univ. of Tech
Dittrich, Anna Otto-Von-Guericke-Univ. Magdeburg
Findeisen, Rolf Otto-Von-Guericke-Univ. Magdeburg
13:50-14:10 WeA3.2
Plant-Wide Optimization of a Full-Scale Activated Sludge Plant with Anaerobic Sludge Treatment, pp. 1235-1240.
Puchongkawarin, Channarong
Imperial Coll. London
Fitzgerald, Shona Sydney Water
Chachuat, Benoit Imperial Coll. London
14:10-14:30 WeA3.3
Agent-Based Modeling of Vascularization in Gradient Tissue Engineering Constructs, pp. 1241-1246.
Bayrak, Elif Seyma Illinois Inst. of Tech
Akar, Banu Illinois Inst. of Tech
Xiao, Nan Illinois Inst. of Tech
Mehdizadeh, Hamidreza Illinois Inst. of Tech
Somo, Sami Illinois Inst. of Tech
Brey, Eric Illinois Inst. of Tech
36
Cinar, Ali Illinois Inst. of Tech
14:30-14:50 WeA3.4
Nonlinear Model Predictive Control of a Wastewater Treatment Process Fitted with a Submerged Membrane Bioreactor, pp. 1247-1252.
Araujo Pimentel, Guilherme Univ. De Mons
Rapaport, Alain Inra
Vande Wouwer, Alain Univ. De Mons
14:50-15:10 WeA3.5
Computational Modeling of Fed-Batch Cell Culture Bioreactor: Hybrid Agent-Based Approach, pp. 1253-1258.
Bayrak, Elif Seyma Illinois Inst. of Tech
Wang, Tony Amgen Inc
Cinar, Ali Illinois Inst. of Tech
Undey, Cenk Amgen Inc
15:10-15:30 WeA3.6
Optimal Experimental Design for an Enzymatic Biodiesel Production System, pp. 1259-1264.
Yu, Hui Univ. of Strathclyde
Yue, Hong Univ. of Strathclyde
Halling, Peter Univ. of Strathclyde WeA4 Black Tusk
Fault Detection and Identification (Regular Session)
Chair: Van Impe, Jan F.M. KU Leuven
Co-Chair: Qin, S. Joe Univ. of Southern California
13:30-13:50 WeA4.1
Robust Leakage Detection and Interval Estimation of Location in Water Distribution Network, pp. 1265-1270.
Kim, Yeonsoo Seoul National Univ
Lee, Shin Je Seoul National Univ
Park, Taekyoon Seoul National Univ
Lee, Gibaek Korea National Univ. of Transportation
Suh, Jung Chul Samchully
Lee, Jong Min Seoul National Univ
13:50-14:10 WeA4.2
Stochastic Fault Diagnosis Using a Generalized Polynomial Chaos Model and Maximum Likelihood, pp. 1271-1276.
Du, Yuncheng Univ. of Waterloo
Duever, Thomas Ryerson Univ
Budman, Hector M. Univ. of Waterloo
14:10-14:30 WeA4.3
Fault Diagnosis Using Concurrent Projection to Latent Structures, pp. 1277-1282.
Pan, Johnny Univ. of Southern California
Dong, Yining Univ. of Southern California
Qin, S. Joe Univ. of Southern California
14:30-14:50 WeA4.4
Fault Identification in Batch Processes Using Process Data or Contribution Plots: A Comparative Study, pp. 1283-1288.
Wuyts, Sam KU Leuven
Gins, Geert KU Leuven
Van den Kerkhof, Pieter KU Leuven
Van Impe, Jan F.M. KU Leuven
14:50-15:10 WeA4.5
Dynamic Time Warping Based Causality Analysis for Root-Cause Diagnosis of Nonstationary Fault Processes, pp. 1289-1294.
Li, Gang Univ. of Southern California
Yuan, Tao Univ. of Southern California
Qin, S. Joe Univ. of Southern California
Chai, Tianyou Northeastern Univ
15:10-15:30 WeA4.6
Process Monitoring Based on Recursive Probabilistic PCA for Multi-Mode Process, pp. 1295-1300.
Zhang, Zhengdao Jiangnan Univ
Peng, Bican Jiangnan Univ
Xie, Linbo Jiangnan Univ
Peng, Li Jiangnan Univ WeKA1 Rainbow
Keynote 11 (Keynote Session)
Chair: Grover, Martha Georgia Inst. of Tech.
Co-Chair: Bonvin, Dominique EPFL
15:50-16:20 WeKA1.1
Artificial Pancreas: From In-Silico to In-Vivo, pp. 1301-1309.
Messori, Mirko Univ. of Pavia
Cobelli, Claudio Univ. of Padova
Magni, Lalo Univ. of Pavia WeKA2 Spearhead
Keynote 12 (Keynote Session)
Chair: Guay, Martin Queen's Univ.
Co-Chair: Pannocchia, Gabriele
Univ. of Pisa
15:50-16:20 WeKA2.1
Design of a Smart Adaptive Control System, pp. 1310-1315.
Kinoshita, Takuya Hiroshima Univ
Yamamoto, Toru Hiroshima Univ
37
Author Index
A
Abedini, Hossein .......................................................MoP2.2 315Acioli Junior, George .................................................MoP2.15 391Adamson, Richard.....................................................MoP2.9 355Afzal, Muhammad Shahzad ......................................TuM4.1 642Ahmad, Hassan.........................................................TuP2.20 895Ahmed, Salim ............................................................TuM4.5 664 ..................................................................................TuP2.28 943Akar, Banu ................................................................WeA3.3 1241Al Kalbani, Fahad ......................................................MoP2.17 403Al-Naumani, Yahya Hamood ....................................MoP2.4 325Allgower, Frank .........................................................MoM1 C ..................................................................................MoM1.5 44 ..................................................................................MoKA1 CCAlvarez, Jesus ...........................................................WeM2.6 1076 ..................................................................................WeM4 CC ..................................................................................WeM4.4 1139Amribt, Zakaria ..........................................................WeM3.5 1109Amrit, Rishi ................................................................MoPLP.1 1Anderson, Timothy L. ................................................MoM1.2 26Andonov, Petar .........................................................WeA1.4 1175Araujo Pimentel, Guilherme ......................................WeM3.1 1082 ..................................................................................WeA3.4 1247Arifin, B. M. Sirajeel...................................................MoM2.4 76Armaou, Antonios......................................................TuA1.2 682Arrieta, Orlando .........................................................MoP2.10 361Azari Dorcheh, Kamran .............................................WeM4.3 1133
B Babaei Pourkargar, Davood ......................................TuA1.2 682Bacci di Capaci, Riccardo .........................................TuM3.5 630Backstrom, Johan .....................................................MoM4.2 135 ..................................................................................MoRT1.1 * ..................................................................................WeM1.3 1022Badillo-Corona, Agustín ............................................TuP2.1 784Bahakim, Sami Saeed ..............................................TuP2.20 895Bajcinca, Naim ..........................................................MoA3 CC ..................................................................................MoA3.2 240Bandi, Apeksha .........................................................MoP2.8 349Bao, Jie .....................................................................MoP2.30 483Bao, Jie .....................................................................TuA1 CC ..................................................................................TuA1.3 688 ..................................................................................TuA1.6 705Baratti, Roberto .........................................................WeM2.6 1076 ..................................................................................WeM4.4 1139Barazandegan, Melissa.............................................MoP2.2 315Barros, Péricles R. ....................................................MoA3.4 254 ..................................................................................MoP2.15 391 ..................................................................................WeA1.5 1181Barroso, Henrique C. ................................................MoP2.15 391Barton, Paul ..............................................................MoA2.2 205Bartusiak, Donald ......................................................MoPLP C ..................................................................................MoA2 CC ..................................................................................MoRT1.1 *Bathelt, Andreas........................................................MoP2.1 309Bäthge, Tobias ..........................................................MoM1.6 50Bavdekar, Vinay ........................................................MoP2.27 463Bayer, Florian ............................................................MoM1.5 44Bayrak, Elif Seyma ....................................................WeA3.3 1241 ..................................................................................WeA3.5 1253Benavides, Micaela ...................................................WeM3.1 1082Bennett, Ryan ...........................................................MoM4.3 141Bharmal, Hussain ......................................................MoP2.27 463Bhartiya, Sharad .......................................................MoP2.29 477Bhaumik, Suvomoy ...................................................TuM4.3 654Biegler, Lorenz T. ......................................................MoA1.1 164 ..................................................................................WeM1 C ..................................................................................WeM1.4 1028Bientinesi, Matteo......................................................WeA2.2 1199Billeter, Julien ............................................................MoA3.6 266Bogaerts, Philippe .....................................................WeM3.5 1109Bonvin, Dominique ....................................................MoA1.3 176
..................................................................................MoA3.6 266
..................................................................................MoRT1.1 *
..................................................................................TuKM2.1 526
..................................................................................WeKA1 CCBotelho, Viviane Rodrigues ......................................TuA3.2 754Braatz, Richard D. ....................................................WeA2.5 1217Brandt, Gustavo .......................................................TuM4.1 642Brasio, Ana S R ........................................................MoP2.20 421Brey, Eric ..................................................................WeA3.3 1241Bruwer, Mark-John ...................................................TuKM1.1 521Budman, Hector M. ..................................................MoA2 C..................................................................................TuP2.26 931..................................................................................WeA2 C..................................................................................WeA4.2 1271Bullinger, Eric ...........................................................TuP2.30 955
C Cai, Yijun ..................................................................MoA1.5 188Cang, Wentao ..........................................................TuP2.8 828Canney, William .......................................................MoPLP.1 1Cao, Yi ......................................................................TuM3.1 606Cao, Yuping ..............................................................TuM3.2 612Cao, Zhixing .............................................................MoKA2.1 514Cardin, Marlene ........................................................TuKM1.1 521Carrasco, Juan C. ....................................................TuA2.4 729Carrette, Pierre .........................................................MoPLP.1 1Castillo, Ivan .............................................................MoP2.21 427Cech, Martin .............................................................TuP2.14 860..................................................................................TuP2.15 866Chachuat, Benoit ......................................................MoM3.1 94..................................................................................WePLP.1 982..................................................................................WeA3 CC..................................................................................WeA3.2 1235Chai, Tianyou ...........................................................TuP2.17 878..................................................................................WeM4.5 1145..................................................................................WeA4.5 1289Chairez, Isaac ..........................................................TuP2.1 784Chen, Chun-Yu .........................................................TuM3.3 618Chen, Fengwei .........................................................TuP2.19 889Chen, Hong ..............................................................MoP2.11 367..................................................................................TuKM2 CCChen, Kuilin ..............................................................MoP2.21 427Chen, Lei ..................................................................TuP2.10 838Chen, Tongwen ........................................................MoP2.25 451..................................................................................TuM4 CC..................................................................................TuM4.1 642..................................................................................TuM4.2 648..................................................................................TuM4.4 658..................................................................................WeM1.3 1022Chen, Ye ..................................................................MoA2.6 229Chen, Zhigang ..........................................................MoP2.11 367Cheng, Jinxu ............................................................MoA4.4 291Cheng, Wen .............................................................TuM2.6 599..................................................................................TuA2.6 741Chiang, Leo ..............................................................MoP2.21 427Chmelyk, Terrance ...................................................MoRT1.1 *..................................................................................TuA3.1 747Choi, Gobong ...........................................................MoP2.13 379Choudhury, M.A.A. Shoukat .....................................TuM3.6 636Christofides, Panagiotis D. .......................................MoM1.2 26..................................................................................MoA4.2 278..................................................................................TuP2.23 913Cinar, Ali ...................................................................WeA3.3 1241..................................................................................WeA3.5 1253Clermont, Gilles ........................................................WeKM2.
1 1003
Cobelli, Claudio ........................................................WeKA1.1 1301Cong, Ya ..................................................................TuA3.5 772Cott, Barry ................................................................MoPLP.1 1..................................................................................MoRT1.1 *Couenne, Francoise .................................................WeM2 CC..................................................................................WeM2.1 1046Coutinho, Daniel .......................................................WeM3.1 1082Crose, Marquis .........................................................MoA4.2 278
D Dai, Lizhen ...............................................................MoA3.3 248
38
Daoutidis, Prodromos................................................TuM2 CC ..................................................................................TuM2.4 587 ..................................................................................WeA2.1 1193Dasani, Sridhar .........................................................MoP2.25 451De La Fuente, Maria Jesus .......................................TuM3.4 624de Oliveira, Vinicius ...................................................TuA1.5 699de Prada, Cesar ........................................................MoA2.5 223 ..................................................................................TuM3 C ..................................................................................TuM3.4 624 ..................................................................................WeA2 CC ..................................................................................WeA2.4 1211Deng, Xiaogang ........................................................TuM3.2 612Deschênes, Jean-Sébastien .....................................WeM3.3 1094Dewasme, Laurent ....................................................MoM4.1 129 ..................................................................................WeM3.1 1082 ..................................................................................WeM3.5 1109Ding, Feng .................................................................MoP2.26 457 ..................................................................................TuP2.12 850 ..................................................................................TuP2.13 854Ding, Qiang ...............................................................TuM2.6 599 ..................................................................................TuA2.6 741Ding, Yongsheng.......................................................TuP2.10 838Dittmar, Rainer ..........................................................MoP2.18 409Dittrich, Anna .............................................................WeA3.1 1229Dochain, Denis ..........................................................MoKM2 CC ..................................................................................TuP2.7 820 ..................................................................................WeM2 C ..................................................................................WeM2.2 1052 ..................................................................................WeM2.3 1058 ..................................................................................WeM2.4 1066 ..................................................................................WeM2.5 1071Domlan, Elom Ayih ....................................................MoA2.1 199Dong, Shijian .............................................................TuP2.19 889Dong, Yining ..............................................................MoM3.5 117 ..................................................................................WeA4.3 1277Doraj, Vimal ...............................................................TuM4.3 654Dougherty, Sean .......................................................TuA1.4 694Du, Wenli ...................................................................MoP2.12 373 ..................................................................................TuM3.6 636Du, Yuncheng ...........................................................WeA4.2 1271Dubljevic, Stevan ......................................................MoM4 C ..................................................................................MoM4.5 153Duchesne, Carl .........................................................WeM4.3 1133Duever, Thomas........................................................WeA4.2 1271Dufour, Pascal ...........................................................TuM2.1 569Dughman, Shukri ......................................................TuP2.6 814Dumont, Guy .............................................................MoM4.2 135Dumur, Didier ............................................................WeM3.2 1088Duraiski, Ricardo .......................................................TuA3.2 754
E Edgar, Thomas F. .....................................................WeA1.6 1187Eisenschmidt, Holger ...............................................MoA3.2 240El-Farra, Nael H. .......................................................MoP2 CC ..................................................................................MoP2.14 385 ..................................................................................TuM2 C ..................................................................................TuM2.5 593 ..................................................................................TuP2.16 872Ellis, Matthew ............................................................MoM1.2 26Engell, Sebastian ......................................................MoM1.4 38 ..................................................................................MoA1.4 182 ..................................................................................TuM1.5 557 ..................................................................................WeM1.2 1016Eom, Moon-Ho ..........................................................WeA2.3 1205Esmaili, Ali .................................................................MoA2.6 229Espejo, Aris ...............................................................MoM2.2 63 ..................................................................................MoA2.3 211 ..................................................................................MoRT1.1 *Espinoza, Bolaños, Mauricio .....................................MoP2.10 361Euzébio, Thiago A. M. ...............................................WeA1.5 1181
F Falsone, Alessandro .................................................WeM4.6 1151Farenzena, Marcelo ..................................................TuA3.2 754Faulwasser, Timm .....................................................MoA1 C ..................................................................................MoA1.3 176 ..................................................................................TuKM2.1 526
Feng, Enbo ...............................................................MoA2.1 199Fernandes, Natercia C.P. .........................................MoP2.20 421Fernandes, Sofia ......................................................WeM3.5 1109Findeisen, Rolf .........................................................MoM1.6 50..................................................................................TuP2.30 955..................................................................................TuKA2 C..................................................................................WePLP C..................................................................................WeKM1 CC..................................................................................WeM1.1 1009..................................................................................WeA1.4 1175..................................................................................WeA3.1 1229Fitzgerald, Shona .....................................................WeA3.2 1235Forbes, J. Fraser ......................................................MoP2.7 343Forbes, Michael Gregory ..........................................MoM4.2 135..................................................................................TuM1.1 532..................................................................................WeM1.3 1022Fosbøl, Philip Loldrup ...............................................TuM2.3 581Foss, Bjarne .............................................................MoA2.4 217..................................................................................TuM1.3 546..................................................................................WeM1.5 1034Franzen, Kristina ......................................................WeA3.1 1229Fu, Jun .....................................................................TuP2.17 878Fujiwara, Koichi ........................................................MoM3.6 123Funnell, Jay ..............................................................MoP2.25 451
G Gani, Rafiqul .............................................................WeM4.1 1121Gao, Furong .............................................................MoM3.4 112..................................................................................MoA4 C..................................................................................MoA4.1 272..................................................................................MoKA2.1 514..................................................................................TuP2.5 808Gao, Weihua ............................................................MoA1.4 182Gao, Xinqing .............................................................MoA3.1 234Garbers, Christoph ...................................................WeA3.1 1229Garcia-Sandoval, Juan Paulo ...................................TuP2.7 820..................................................................................WeM2.3 1058..................................................................................WeM2.4 1066Gaspar, Erik .............................................................TuP2.20 895Gaspar, Jozsef .........................................................TuM2.3 581Gates, Ian .................................................................MoM2.6 88..................................................................................TuM1 CC..................................................................................TuM1.2 540Ge, Zhiqiang .............................................................TuA3.5 772Geng, Zhiqiang .........................................................TuP2.4 802Ghosh, Kaushik ........................................................TuA3.4 766Gins, Geert ...............................................................WeA4.4 1283Givry, Sebastien .......................................................WeM3.2 1088Gomez Sayalero, Elena ...........................................TuM3.4 624Gonzalez, Karen Vanessa ........................................WeM3.2 1088Gonzalez-Alvarez, Victor ..........................................TuP2.7 820Gopaluni, Bhushan ...................................................MoM4.2 135..................................................................................TuM1.1 532..................................................................................TuA3 C..................................................................................TuA3.1 747..................................................................................TuP2.31 961..................................................................................WePLP CC..................................................................................WeA2.6 1223Grelet, Vincent ..........................................................TuM2.1 569Griffith, Devin ............................................................WeM1.4 1028Grote, Wolfgang .......................................................TuA2.1 711Grover, Martha .........................................................MoA4.5 297..................................................................................WeKA1 CGuay, Martin .............................................................MoM4.3 141..................................................................................MoRT1 C..................................................................................TuPLP C..................................................................................TuA1 C..................................................................................TuA1.1 676..................................................................................TuA1.4 694..................................................................................WeM2.5 1071..................................................................................WeKA2 CGudi, Ravindra .........................................................MoP2.8 349..................................................................................TuP2 C..................................................................................TuP2.11 844..................................................................................WeKM2 CGuo, Fan ..................................................................TuP2.10 838
39
Gupta, Anish .............................................................TuP2.11 844Gutierrez, Gloria ........................................................TuM3.4 624
H Halling, Peter .............................................................WeA3.6 1259Hamadah, Hamza .....................................................TuM1.1 532Hamroun, Boussad ...................................................WeM2.1 1046Hanssen, Kristian Gaustad .......................................MoA2.4 217Hao, Kuangrong ........................................................TuP2.10 838Hariprasad, K ............................................................MoP2.29 477Hasan, Agus ..............................................................MoM2.5 82Hashemi, Reza ..........................................................TuM1.5 557Hazama, Koji .............................................................MoM3.6 123He, Ning ....................................................................WeM1.3 1022Heirung, Tor Aksel N. ................................................TuM1.3 546 ..................................................................................WeM1.5 1034Heo, Jae Pil ...............................................................TuM2.2 575Heo, Seongmin .........................................................TuM2.4 587Ho, Megan .................................................................MoP2.27 463Hoang, Ngoc Ha........................................................WeM2.2 1052 ..................................................................................WeM2.4 1066Hobbs, Martin ............................................................MoP2.9 355Hofmann , Steffen .....................................................MoA3.2 240Houska, Boris ............................................................MoM3.1 94 ..................................................................................WePLP.1 982Hu, Wenkai ................................................................TuM4.1 642 ..................................................................................TuM4.2 648Hu, Yunfeng ..............................................................MoP2.11 367Huang, Biao ..............................................................MoPLP CC ..................................................................................MoM2.2 63 ..................................................................................MoM4.5 153 ..................................................................................MoM4.6 158 ..................................................................................MoA2.3 211 ..................................................................................MoP2.7 343Huang, Dexian ..........................................................MoA3.1 234 ..................................................................................TuM4.6 670Huang, Linzhe ...........................................................TuM3.2 612Huang, Min ................................................................TuP2.25 925Hudon, Nicolas ..........................................................MoM4.3 141 ..................................................................................WeM2.3 1058 ..................................................................................WeM2.4 1066 ..................................................................................WeM2.5 1071Huusom, Jakob Kjøbsted ..........................................WeM4.1 1121
I Ikejiri, Masataka ........................................................WeM1.6 1040Imtiaz, Syed ..............................................................TuM4.5 664Ioli, Daniele ...............................................................WeM4.6 1151
J Jacobsen, Elling W....................................................MoA1.2 170Jahanshahi, Esmaeil .................................................MoP2.28 469Jamaludin, Mohammad Zamry..................................TuP2.22 907Jampana, Phanindra .................................................TuA2.5 735Janardhanan, Vinod M. .............................................TuA2.5 735Jang, Hong ................................................................WeA2.3 1205Jäschke, Johannes ...................................................TuA1.5 699Jelali, Mohieddine .....................................................MoP2.1 309Jia, Yao .....................................................................WeM4.5 1145Jiang, Aipeng ............................................................TuM2.6 599 ..................................................................................TuA2.6 741Jiangzhou, Shu .........................................................TuM2.6 599Jin, Ying ....................................................................TuP2.17 878Jogwar, Sujit ..............................................................WeA2.1 1193Johansen, Tor Arne...................................................MoM2.3 69Jones, Colin N. ..........................................................MoKM1.
1 6
Jørgensen, John B. ...................................................MoKA1.1 507 ..................................................................................TuM2.3 581 ..................................................................................TuP2 CCJost, Michael .............................................................TuA2.1 711Jung, Tae Yeong .......................................................MoA1.1 164
K Kaasa, Glenn-Ole......................................................MoM2.3 69Kadali, Ramesh .........................................................MoA2.1 199 ..................................................................................TuA2.2 717Kalamatianos, Dimitrios ............................................TuP2.30 955
Kano, Manabu ..........................................................MoM3.6 123..................................................................................MoA4.6 303..................................................................................MoKA2 C..................................................................................TuKA1 CKarimi, Hadiseh ........................................................MoM4.4 147Kawajiri, Yoshiaki .....................................................MoA4.5 297Khan, Faisal I ...........................................................TuM4.5 664Khatir, Ali Ahmadi .....................................................MoKM1.
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Kim, Boeun ...............................................................WeA2.3 1205Kim, Dong Hyun .......................................................TuM2.2 575Kim, Jong Woo .........................................................MoP2.13 379Kim, Sin ....................................................................TuM2.2 575Kim, Yeonsoo ...........................................................WeA4.1 1265King, Jared ...............................................................MoA4.5 297King, Rudibert ...........................................................MoA4.3 284..................................................................................WeM3 C..................................................................................WeM3.4 1101Kinoshita, Takuya .....................................................WeKA2.1 1310Knab, Timothy ..........................................................WeKM2.
1 1003
Koegel, Markus J. .....................................................WeM1.1 1009Koswara, Andy .........................................................MoA1.6 193Krewer, Ulrike ...........................................................MoKM1 C..................................................................................TuA2.3 723Kubal, Nandkishor ....................................................TuA3.4 766Kulkarni, Kedar .........................................................MoP2.16 397Kumar, Divya ............................................................MoA2.6 229..................................................................................TuP2.26 931Kumar, Kunal ............................................................TuM1.3 546Kwon, Joseph ...........................................................MoA4 CC..................................................................................MoA4.2 278..................................................................................TuP2.23 913
L Lai, Shiqi ...................................................................TuM4.4 658Lau, Eric ...................................................................TuM4.1 642Lauzon-Gauthier, Julien ...........................................WeM4.3 1133Le Gorrec, Yann .......................................................WeM2.1 1046Lee, Gibaek ..............................................................WeA4.1 1265Lee, Hyun Chan .......................................................TuM2.2 575Lee, Jay H. ...............................................................MoKM1 CC..................................................................................MoA1 CC..................................................................................MoA1.1 164..................................................................................MoRT1.1 *..................................................................................WeA2.3 1205Lee, Jietae ................................................................TuM2.2 575..................................................................................WeA1.6 1187Lee, Jong Min ...........................................................MoP2.13 379..................................................................................WeA4.1 1265Lee, Shin Je .............................................................WeA4.1 1265Leithead, William ......................................................MoP2.30 483Lemort, Vincent ........................................................TuM2.1 569Li, Chen ....................................................................TuM3.6 636Li, Dan ......................................................................MoP2.6 337Li, Gang ....................................................................WeA4.5 1289Li, Haoran .................................................................TuP2.2 790Li, Huayu ..................................................................MoA4.5 297Li, Lijuan ...................................................................TuA3.3 760Li, Long .....................................................................MoA1.5 188Li, Shaoyuan ............................................................TuP2.9 832Li, Xiang ...................................................................MoP2.6 337Li, Zhengming ...........................................................TuP2.2 790Li, Zhuangzhi ............................................................WeA1.1 1157Li, Zukui ....................................................................MoKM2 C..................................................................................MoM2 C..................................................................................MoM2.1 57..................................................................................MoM2.4 76..................................................................................WeA1 C..................................................................................WeA1.1 1157Liang, Yuan ..............................................................MoP2.23 439Lima, Fernando V. ....................................................TuA2.4 729Lima, Rafael .............................................................MoA3.4 254Linn, Richard ............................................................MoPLP.1 1Liu, Andong ..............................................................TuM1.4 552Liu, Bing ...................................................................TuP2.5 808
40
Liu, Fei ......................................................................MoP2.33 501Liu, Jinfeng ................................................................MoM1.1 20 ..................................................................................MoM4.6 158 ..................................................................................TuA1.6 705Liu, Ranran ................................................................TuP2.2 790Liu, Su .......................................................................MoM1.1 20Liu, Tao .....................................................................TuP2.19 889Liu, Tianbo ................................................................MoP2.7 343Liu, Yanjun ................................................................TuP2.13 854Liu, Zheng .................................................................TuKM1.1 521Loewen, Philip D. ......................................................MoM4.2 135Lopes, Filipa ..............................................................WeM3.2 1088Lu, Jingyi ...................................................................MoKA2.1 514Lu, Liang ...................................................................TuP2.29 949Lu, Shan ....................................................................WeA1.2 1163Lu, Zhou ....................................................................TuP2.5 808Luan, Xiaoli ...............................................................MoP2.33 501Lucia, Sergio .............................................................MoM1 CC ..................................................................................MoM1.4 38 ..................................................................................WeM1 CC ..................................................................................WeM1.2 1016Luo, Linkai .................................................................MoM3.4 112Lymperopoulos, Ioannis ............................................MoKM1.
1 6
Lyu, Wenxiang ..........................................................MoA3.1 234M
Ma, Ruicheng ............................................................TuP2.17 878MacGowan, John ......................................................MoM2.2 63 ..................................................................................TuM4.3 654Macgregor, John F. ...................................................TuKM1.1 521Magni, Lalo ................................................................WeKA1.1 1301Mahajani, Sanjay.......................................................MoP2.31 489Maiworm, Michael .....................................................MoM1.6 50Majumdar, Saptarshi .................................................WeA1.3 1169Mansouri, Seyed Soheil ............................................WeM4.1 1121Marshman, Devin James ..........................................TuA3.1 747Martinez, Alex ...........................................................MoPLP.1 1Mazaeda, Rogelio .....................................................WeA2.4 1211McAuley, K.B. ............................................................MoM4.4 147 ..................................................................................MoA3 C ..................................................................................WeKM2 CCMcClure, Ken ............................................................TuP2.31 961McLellan, P. James ...................................................TuA1.4 694Mehdizadeh, Hamidreza ...........................................WeA3.3 1241Mehta, Siddharth .......................................................TuP2.20 895Mendez, Patricio .......................................................MoP2.27 463Mesbah, Ali ...............................................................MoM3 C ..................................................................................MoM3.2 100 ..................................................................................TuKA2 CCMessori, Mirko ...........................................................WeKA1.1 1301Metzger, Mieczyslaw .................................................WeM3.6 1115Meyer, Tina ...............................................................WeA3.1 1229Mhaskar, Prashant ....................................................TuKA1 CCMiao, Yu ....................................................................MoM2.2 63 ..................................................................................MoA2.3 211Mier, Dominik ............................................................TuA2.1 711Miletic, Ivan ...............................................................TuKM1.1 521Mitra, Kishalay ...........................................................MoP2.16 397 ..................................................................................WeA1.3 1169Mittal, Prateek ...........................................................MoP2.16 397Miyano, Takuya .........................................................MoA4.6 303Mizumoto, Ikuro .........................................................WeM1.6 1040Möllenbruck, Florian ..................................................TuA2.1 711Monder, Dayadeep Singh .........................................TuA2 CC ..................................................................................TuA2.5 735Monnigmann, Martin .................................................MoKA1 C ..................................................................................TuKM2 C ..................................................................................TuA2 C ..................................................................................TuA2.1 711Montague, Gary ........................................................MoP2.9 355Moreno, Jaime A. ......................................................MoKM2.
1 14
..................................................................................MoM4.1 129Mukhtyar, Vishwa A. .................................................MoP2.8 349Muller, Matthias A. ....................................................MoM1.5 44
N Na, Youngseung .......................................................TuA2.3 723Nadri, Madiha ...........................................................TuM2.1 569Nagy, Zoltan K. .........................................................MoA1.6 193Najera, Isrrael ...........................................................WeM2.6 1076Nallasivam, Ulaganathan .........................................TuA3.4 766Napasindayao, Trina ................................................TuP2.16 872Navia, Daniel ............................................................MoA2.5 223Nayhouse, Michael ...................................................MoA4.2 278..................................................................................TuP2.23 913Neddermeyer, Flavia ................................................WeM3.4 1101Newlands, Nathaniel ................................................WeA2.6 1223Nghiem, Truong ........................................................MoKM1.
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Ni, Dong ...................................................................MoA4.2 278..................................................................................TuP2.23 913Nie, Yisu ...................................................................MoA1.1 164Nikoofard, Amirhossein ............................................MoM2 CC..................................................................................MoM2.3 69
P Padhiyar, Nitin ..........................................................MoP2.5 331..................................................................................TuP2.27 937Palazoglu, Ahmet N. .................................................MoP2.14 385..................................................................................TuM2.5 593Pan, Haitian ..............................................................MoA1.5 188Pan, Johnny .............................................................WeA4.3 1277Pan, Tianhong ..........................................................TuP2.2 790Pannocchia, Gabriele ...............................................TuM3 CC..................................................................................TuM3.5 630..................................................................................WeKA2 CCPareau, Dominique ...................................................WeM3.2 1088Park, Kiho .................................................................MoP2.3 321Park, Taekyoon ........................................................WeA4.1 1265Parker, Robert S. ......................................................WeKM2.
1 1003
Patel, Narendra ........................................................MoP2.5 331..................................................................................TuP2.27 937Patwardhan, Rohit ....................................................TuM1.1 532Patwardhan, Sachin C. .............................................MoP2.31 489..................................................................................TuM1 C..................................................................................TuM1.3 546Paulen, Radoslav .....................................................WePLP.1 982Peng, Bican ..............................................................WeA4.6 1295Peng, Di ....................................................................TuP2.4 802Peng, Li ....................................................................WeA4.6 1295Perepu, Satheesh Kumar .........................................TuP2.3 796Perić, Nikola .............................................................WePLP.1 982Perrier, Michel ..........................................................MoKA2 CCPessoa, Carolina de Marco ......................................TuP2.21 901Petarca, Luigi ...........................................................WeA2.2 1199Petersen, Lars Norbert .............................................MoKA1.1 507Petit, Nicolas ............................................................TuKA1.1 967Phong Mai, T. ...........................................................WeM2.2 1052Podar Cristea, Smaranda .........................................WeA2.4 1211Polisetty, Venkata Goutham .....................................TuA2.5 735Pollard, Robert W. ....................................................MoP2.25 451Popli, Khushaal ........................................................MoM3.3 106Porru, Marcella .........................................................WeM4.4 1139Prakash, Jagadeesan ...............................................MoP2.32 495Prandini, Maria .........................................................WeM4 C..................................................................................WeM4.6 1151Prasad, Vinay ...........................................................MoM2.6 88..................................................................................MoM3 CC..................................................................................MoM3.3 106..................................................................................MoP2.27 463..................................................................................WeKM1 CPuchongkawarin, Channarong .................................WeA3.2 1235Purkayastha, Sagar Neel .........................................TuM1.2 540Purohit, Jalesh ..........................................................MoP2.31 489
Q Qi, Fei .......................................................................TuA2.2 717Qian, Feng ................................................................MoP2.12 373..................................................................................TuM3.6 636Qin, S. Joe ................................................................MoM3.5 117..................................................................................TuPLP.1 520
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..................................................................................TuA3 CC ..................................................................................TuA3.3 760 ..................................................................................TuA3.6 778 ..................................................................................WeA4 CC ..................................................................................WeA4.3 1277 ..................................................................................WeA4.5 1289Qin, Yan ....................................................................MoA4.1 272Qureshi, Faran Ahmed ..............................................MoKM1.
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R Rahim, Shahed .........................................................MoM2.1 57Rajyaguru, Jai ...........................................................MoM3.1 94 ..................................................................................WePLP.1 982Ranjan, Rajesh..........................................................MoP2.27 463Ranzan, Cassiano .....................................................MoP2.19 415 ..................................................................................TuP2.21 901Ranzan, Lucas ..........................................................MoP2.19 415Rao, Christopher V....................................................WeKM1.
1 997
Rapaport, Alain .........................................................WeA3.4 1247Rashedi, Mohammad ................................................MoM4.6 158Rasoulian, Shabnam .................................................WeM4.2 1127Rawlings, James B....................................................MoKA1.1 507Readman, Mark C. ....................................................TuP2.30 955Reiche, Thomas ........................................................TuM2.1 569Reitinger, Jan ............................................................TuP2.15 866Ren, Lihong ...............................................................TuP2.10 838Ren, Mifeng ...............................................................TuP2.25 925Ricardez-Sandoval, Luis Alberto ...............................TuP2.20 895 ..................................................................................WeM4.2 1127Richelle, Anne ...........................................................WeM3.5 1109Ricker, N. Lawrence ..................................................MoP2.1 309Rippon, Lee ...............................................................MoM4.2 135Rocha-Cózatl, Edmundo ...........................................MoM4.1 129Rodrigues, Diogo ......................................................MoA3.6 266Rodríguez-Blanco, Tania ..........................................MoA2.5 223Roginski, Robert T. ...................................................MoA3.5 260Rojas, Jose David .....................................................MoP2.10 361Romanenko, Andrey .................................................MoP2.20 421Rossiter, J. Anthony ..................................................MoP2.4 325 ..................................................................................TuP2.6 814Rossner, Niko ............................................................MoA4.3 284 ..................................................................................WeM3.4 1101Rousseau, Ronald W. ...............................................MoA4.5 297Rudolph, Nadine .......................................................WeA3.1 1229Rumschinski, Philipp .................................................WeA1.4 1175
S Sales Cruz, Mauricio .................................................WeM4.1 1121Samavedham, Lakshminarayanan ...........................TuP2.24 919Sammaknejad, Nima .................................................MoA2.3 211Samuel, Raphael T. ..................................................TuM3.1 606Sanders, R. Sean ......................................................MoA2.3 211Sarabia, Daniel..........................................................MoA2.5 223 ..................................................................................TuM3.4 624Savchenko, Anton .....................................................WeA1.4 1175Sbarciog, Mihaela .....................................................MoM4.1 129Scali, Claudio ............................................................MoP2 C ..................................................................................TuKM1 C ..................................................................................TuM3.5 630 ..................................................................................WeA2.2 1199Schaper, Fred ...........................................................WeA3.1 1229Schilling, Ricardo ......................................................TuM1.5 557Schlegel, Milos ..........................................................TuP2.14 860 ..................................................................................TuP2.15 866Schliemann-Bullinger, Monica ..................................TuP2.30 955Schofield, Brad ..........................................................MoP2.28 469Senthamaraikkannan, Gouthami ..............................MoM2.6 88Sepúlveda-Gálvez, Alfonso .......................................TuP2.1 784Shah, Sirish L. ...........................................................MoM2.4 76 ..................................................................................MoP2.25 451 ..................................................................................MoRT1 CC ..................................................................................TuPLP CC ..................................................................................TuKM1 CC ..................................................................................TuM4 C ..................................................................................TuM4.1 642
Shahrokhi, Mohammad ............................................MoP2.2 315Shang, Chao ............................................................MoA3.1 234Shao, Zhijiang ..........................................................MoP2.23 439Sharma, Girish .........................................................MoP2.29 477Shen, Qianyan ..........................................................MoP2.26 457Shi, Dawei ................................................................WeM1.3 1022Shi, Hongbo ..............................................................TuP2.18 884Shukeir, Eliyya ..........................................................TuA2.2 717Siam Sundar, Kapil Arasu ........................................MoP2.32 495Silcock, Andy ............................................................MoP2.9 355Singh, Abhay ............................................................MoPLP.1 1Singh, Gurpreet ........................................................TuP2.24 919Singhal, Martand ......................................................MoA1.3 176Sivalingam, Selvanathan ..........................................MoP2.28 469Skarda, Radek ..........................................................TuP2.14 860Skogestad, Sigurd ....................................................TuA1.5 699Skrovanek, Thomas .................................................MoPLP.1 1Skupin, Piotr .............................................................WeM3.6 1115Sokhansanj, Shahab ................................................WeA2.6 1223Somo, Sami ..............................................................WeA3.3 1241Sonawane, Dayaram Nimba ....................................WeA2.5 1217Song, Zhi-Huan ........................................................TuA3.5 772Soumitri M, Srinivas .................................................WeA1.3 1169Streif, Stefan .............................................................MoM3.2 100..................................................................................WeA1.4 1175..................................................................................WeA3.1 1229Su, Hongye ...............................................................MoP2.22 433..................................................................................WeA1 CC..................................................................................WeA1.2 1163Subramanian, Sankaranarayanan ............................MoM1.4 38Subramanian, Venkat ...............................................WeA2.5 1217Suh, Jung Chul .........................................................MoP2.13 379..................................................................................WeA4.1 1265Sundmacher, Kai ......................................................MoA3.2 240Sung, Su Whan ........................................................WeA1.6 1187Suthar, Bharatkumar ................................................WeA2.5 1217Swartz, Christopher L.E. ..........................................TuP2.22 907
T Takagi, Taro .............................................................WeM1.6 1040Talati, Anurag ...........................................................MoP2.27 463Tan, Feiqi .................................................................MoP2.22 433Tanabe, Shuichi .......................................................MoA4.6 303Tangirala, Arun K. ....................................................TuP2.3 796Tebbani, Sihem ........................................................WeM3.2 1088Tessier, Jayson ........................................................WeM4.3 1133Thorigné, Aurore ......................................................WeM3.2 1088Tian, Xuemin ............................................................MoM1.3 32..................................................................................TuM3.2 612Tippett, Michael James ............................................TuA1.3 688..................................................................................TuA1.6 705Tong, Chudong .........................................................MoP2.14 385Trierweiler, Jorge Otávio ..........................................MoP2.19 415..................................................................................TuA3.2 754..................................................................................TuP2.21 901Trierweiler, Luciane Ferreira ....................................MoP2.19 415..................................................................................TuP2.21 901Trifkovic, Milana .......................................................TuM1.2 540Trollberg, Olle ...........................................................MoA1.2 170Tsai, Yiting ................................................................TuA3.1 747
U Uchimaru, Taku ........................................................MoM3.6 123Undey, Cenk .............................................................WeA3.5 1253
V Vafa, Ehsan ..............................................................MoP2.2 315Valiquette, Jean ........................................................MoPLP.1 1Valluru, Jayaram ......................................................MoP2.31 489Van den Kerkhof, Pieter ...........................................WeA4.4 1283Van Impe, Jan F.M. ..................................................WeA4 C..................................................................................WeA4.4 1283Vande Wouwer, Alain ...............................................MoM4 CC..................................................................................MoM4.1 129..................................................................................WeM3 CC..................................................................................WeM3.1 1082..................................................................................WeM3.3 1094..................................................................................WeM3.5 1109
42
..................................................................................WeA3.4 1247Vandermeulen, Isaac ................................................TuA1.4 694Vargas, Alejandro......................................................MoKM2.
1 14
Vignesh, S V .............................................................MoP2.29 477Vilanova, Ramon .......................................................MoP2.10 361Villanueva, Mario E. ..................................................MoM3.1 94 ..................................................................................WePLP.1 982Vu, Ky ........................................................................TuM1.6 563
W Wang, Fuli .................................................................TuA3.6 778Wang, Hangzhou ......................................................TuM4.5 664Wang, Hong ..............................................................TuP2.25 925 ..................................................................................WeM4.5 1145Wang, Jiadong ..........................................................WeM1.3 1022Wang, Jian ................................................................TuM2.6 599Wang, Jiandong ........................................................TuM4.2 648Wang, Mengling ........................................................MoP2.30 483Wang, Mengling ........................................................TuP2.18 884Wang, Ping ................................................................MoM1.3 32Wang, Ruigang .........................................................TuA1.3 688Wang, Tingren ...........................................................MoP2.22 433Wang, Tony ...............................................................WeA3.5 1253Wang, Xiaonan..........................................................TuM2.5 593Wang, Xuehai............................................................TuP2.13 854Wang, Yanjiao ...........................................................TuP2.12 850Wang, Yanqing..........................................................TuP2.4 802Wang, Youqing..........................................................MoA4.4 291Wang, Yue ................................................................WeA1.2 1163Wang, Zhiqiang .........................................................MoP2.33 501Wei, Min ....................................................................MoP2.12 373Wei, Shaolong ...........................................................MoA4.4 291Wenzel, Simon ..........................................................MoA1.4 182Wise, Barry M. ...........................................................MoA3.5 260Woodley, John M. .....................................................WeM4.1 1121Wu, Ouyang ..............................................................MoP2.7 343Wuyts, Sam ...............................................................WeA4.4 1283
X Xiao, Nan ..................................................................WeA3.3 1241Xie, Lei ......................................................................MoA1.5 188 ..................................................................................MoP2.22 433 ..................................................................................WeA1.2 1163Xie, Li ........................................................................TuP2.8 828Xie, Linbo ..................................................................WeA4.6 1295Xing, Chang Xin ........................................................TuA2.6 741Xing, Changxin ..........................................................TuM2.6 599Xu, Fangwei ..............................................................MoM2.2 63 ..................................................................................MoA2.3 211Xu, Ling .....................................................................TuP2.12 850Xu, Xiaodong.............................................................MoM4.5 153Xu, Yuan ...................................................................TuP2.4 802
Y Yamamoto, Toru .......................................................WeKA2.1 1310Yang, Chaohe ...........................................................MoM1.3 32Yang, Dae Ryook ......................................................MoP2.3 321Yang, Fan ..................................................................MoA3.1 234 ..................................................................................TuM4.6 670Yang, Gang ...............................................................MoA3.3 248Yang, Hui ..................................................................MoA3.3 248Yang, Huizhong.........................................................TuP2.8 828Yang, Minglei ............................................................MoP2.12 373Yang, Wen ................................................................TuP2.18 884Yang, Yu ...................................................................MoA2.2 205Yao, Ke .....................................................................TuP2.5 808Yao, Yuan .................................................................TuM3.3 618Ydstie, B. Erik ............................................................WeM1.5 1034Yoshizaki, Ryosuke ...................................................MoA4.6 303Yousefi, Mahdi ..........................................................MoM4.2 135Yu, Hui ......................................................................WeA3.6 1259Yu, Jie .......................................................................MoP2.21 427Yu, Li .........................................................................TuM1.4 552Yuan, Tao ..................................................................WeA4.5 1289Yuan, Zhihong ...........................................................MoM1.3 32Yue, Hong .................................................................MoP2.30 483
..................................................................................WeA3 C
..................................................................................WeA3.6 1259Z
Zamar, David Sebastian ...........................................WeA2.6 1223Zang, Hao .................................................................TuM4.6 670Zavala, Victor M. ......................................................TuKA2.1 975Zenith, Federico .......................................................MoP2.24 445..................................................................................TuA2.3 723Zhang, Jianhua .........................................................TuP2.25 925Zhang, Jie .................................................................MoP2.17 403Zhang, Jing ...............................................................MoM1.1 20Zhang, Quanling .......................................................WeA1.2 1163Zhang, Rongchao .....................................................TuM1.4 552Zhang, Wen-An ........................................................TuM1.4 552Zhang, Zhengdao .....................................................WeA4.6 1295Zhao, Chunhui ..........................................................MoA4.1 272Zhao, Jinghua ...........................................................MoP2.11 367Zheng, Chaoxu .........................................................TuA1.6 705Zheng, Yi ..................................................................MoM2.2 63..................................................................................TuP2.9 832Zheng, Ying ..............................................................TuA3.6 778Zhou, Dahan .............................................................TuA2.6 741Zhou, Jack ................................................................MoPLP.1 1Zhou, Mengfei ..........................................................MoA1.5 188Zhou, Weijun ............................................................WeM2.1 1046Zhu, Qiang ................................................................MoP2.23 439Zhu, Qunxiong ..........................................................TuP2.4 802
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Keyword Index
B
Batch Process Modeling and Control
MoA3.2, MoA3.6, MoA4.1, MoA4.2, MoA4.3, MoA4.4, MoA4.5, MoA4.6, MoKA2.1, MoM3.3, MoP2.3, MoP2.5, MoP2.27, TuA2.6, TuKM1.1, TuP2.1, TuP2.8, TuP2.11, TuP2.19, TuP2.23, TuP2.26, TuP2.27, WeA2.1, WeA2.4, WeA2.5, WeA3.5, WeA4.4, WeM2.4, WeM2.5, WeM3.1, WeM3.4, WeM3.6, WeM4.2
E
Energy Processes and Control
MoA2.1, MoA2.2, MoA2.4, MoKM1.1, MoM1.1, MoM2.2, MoM3.1, MoP2.6, MoP2.9, MoP2.14, MoP2.16, MoP2.17, MoP2.24, MoP2.25, MoP2.30, MoP2.32, TuA2.3, TuA2.4, TuA2.5, TuKA1.1, TuM2.1, TuM2.2, TuM2.3, TuM2.4, TuM2.5, TuP2.5, TuP2.17, TuP2.29, WeA2.1, WeA2.2, WeA2.3, WeA2.4, WeA2.5, WeM2.1, WeM2.2, WeM2.3, WeM4.4, WeM4.6
M
Model-based Control MoA1.1, MoA1.2, MoA1.4, MoA1.5, MoA1.6, MoA3.2, MoA4.3, MoA4.5, MoA4.6, MoKA1.1, MoKA2.1, MoKM1.1, MoM1.1, MoM1.2, MoM1.3, MoM1.4, MoM1.5, MoM1.6, MoM2.2, MoM4.3, MoM4.5, MoM4.6, MoP2.4, MoP2.5, MoP2.11, MoP2.13, MoP2.15, MoP2.26, MoP2.28, MoP2.29, MoP2.31, MoP2.32, MoP2.33, MoPLP.1, TuA1.1, TuA1.2, TuA1.3, TuA1.4, TuA1.5, TuA1.6, TuA2.1, TuA2.2, TuA2.6, TuA3.1, TuA3.2, TuKA2.1, TuKM2.1, TuM1.1, TuM1.2, TuM1.3, TuM1.4, TuM1.5, TuM1.6, TuM2.1, TuM2.3, TuM3.6, TuM4.5, TuP2.5, TuP2.6, TuP2.7, TuP2.8, TuP2.9, TuP2.12, TuP2.13, TuP2.15, TuP2.16, TuP2.17, TuP2.18, TuP2.23, TuP2.24, TuP2.25, TuP2.26, TuP2.29, WeA1.4, WeA1.5, WeA1.6, WeA2.5, WeA3.2, WeA3.4, WeKA1.1, WeKM2.1, WeM1.1, WeM1.2, WeM1.3, WeM1.4, WeM1.5, WeM1.6, WeM2.2, WeM2.4, WeM2.5, WeM2.6, WeM3.2, WeM3.4, WeM4.4, WeM4.5, WeM4.6, WePLP.1
Modeling and Identification MoA1.2, MoA1.6, MoA3.1, MoA3.3, MoA3.4, MoA3.5, MoA3.6, MoA4.4, MoKA1.1, MoM2.3, MoM2.5, MoM2.6, MoM3.1, MoM3.2, MoM3.4, MoM3.5, MoM3.6, MoM4.2, MoM4.3, MoM4.4, MoP2.1, MoP2.2, MoP2.3, MoP2.7, MoP2.8, MoP2.10, MoP2.12, MoP2.13, MoP2.15, MoP2.17, MoP2.19, MoP2.20, MoP2.21, MoP2.23, MoP2.26, MoP2.28, MoP2.29, TuA2.2, TuA2.3, TuA2.5, TuA3.1, TuM1.2, TuM1.3, TuM2.2, TuM2.6, TuM3.1, TuM3.5, TuM4.5, TuP2.1, TuP2.2, TuP2.3, TuP2.4, TuP2.6, TuP2.8, TuP2.10, TuP2.12, TuP2.13, TuP2.14, TuP2.15, TuP2.19, TuP2.20, TuP2.24,
TuP2.28, TuP2.30, WeA1.3, WeA1.4, WeA3.1, WeA3.3, WeA3.5, WeA3.6, WeA4.2, WeM1.5, WeM1.6, WeM2.3, WeM3.4, WeM4.1, WePLP.1
O
Optimization and Scheduling
MoA1.2, MoA1.3, MoA1.4, MoA1.5, MoA2.2, MoA2.3, MoA2.4, MoA2.5, MoA2.6, MoA3.2, MoA4.1, MoKM1.1, MoKM2.1, MoM1.1, MoM1.2, MoM1.6, MoM2.1, MoM3.1, MoM3.2, MoM3.3, MoM4.2, MoP2.5, MoP2.6, MoP2.8, MoP2.9, MoP2.12, MoP2.13, MoP2.14, MoP2.16, MoP2.22, MoP2.31, MoP2.32, TuA1.1, TuA1.4, TuA1.5, TuA2.6, TuKA2.1, TuKM2.1, TuM1.4, TuM1.5, TuM2.5, TuM2.6, TuM3.4, TuM4.3, TuP2.5, TuP2.6, TuP2.9, TuP2.11, TuP2.20, TuP2.21, TuP2.22, TuP2.25, TuP2.27, TuP2.29, TuP2.31, WeA1.1, WeA1.2, WeA1.3, WeA1.4, WeA2.1, WeA2.3, WeA2.4, WeA2.6, WeA3.1, WeA3.3, WeA3.4, WeA3.6, WeKA1.1, WeM1.1, WeM1.3, WeM1.4, WeM1.5, WeM3.3, WeM4.2, WeM4.6
P
Process and Control Monitoring
MoA1.6, MoA2.1, MoA2.3, MoA2.5, MoA3.5, MoA4.2, MoM2.5, MoM4.1, MoM4.3, MoM4.6, MoP2.15, MoP2.17, MoP2.19, MoP2.20, MoP2.21, MoP2.22, MoP2.24, MoP2.25, MoP2.28, MoPLP.1, TuA1.1, TuA1.4, TuA1.5, TuA2.3, TuA3.2, TuA3.3, TuA3.4, TuA3.5, TuA3.6, TuKA1.1, TuKM1.1, TuM1.1, TuM1.2, TuM1.3, TuM3.1, TuM3.2, TuM3.3, TuM3.4, TuM3.5, TuM3.6, TuM4.1, TuM4.2, TuM4.3, TuM4.4, TuM4.5, TuM4.6, TuP2.1, TuP2.7, TuP2.14, TuP2.16, TuP2.21, TuP2.23, TuP2.28, TuP2.31, TuPLP.1, WeA1.2, WeA1.6, WeA4.1, WeA4.2, WeA4.3, WeA4.5, WeA4.6, WeKA2.1, WeKM1.1, WeM1.2, WeM2.6, WeM3.1, WeM3.2, WeM3.3, WeM3.5, WeM4.1, WeM4.3, WeM4.5
Process Applications MoA1.1, MoA1.5, MoA2.1, MoA2.5, MoA3.4, MoA3.5, MoA3.6, MoA4.1, MoA4.2, MoA4.3, MoA4.6, MoKA1.1, MoKM2.1, MoM1.2, MoM1.3, MoM1.4, MoM1.6, MoM2.1, MoM2.2, MoM2.4, MoM2.5, MoM2.6, MoM3.2, MoM3.3, MoM3.6, MoM4.1, MoM4.2, MoM4.6, MoP2.3, MoP2.4, MoP2.7, MoP2.8, MoP2.10, MoP2.11, MoP2.12, MoP2.18, MoP2.19, MoP2.22, MoP2.24, MoP2.25, MoP2.27, MoP2.29, MoP2.31, MoPLP.1, MoRT1.1, TuA2.2, TuA2.4, TuA3.1, TuKA1.1, TuKM1.1, TuM1.1, TuM1.4, TuM1.5, TuM2.2, TuM2.3, TuM2.4, TuM2.6, TuM3.1, TuM3.5, TuM4.1, TuM4.2, TuM4.3, TuM4.6, TuP2.4, TuP2.15, TuP2.20, TuP2.21, TuP2.24, TuP2.31, WeA1.2, WeA1.3, WeA1.6, WeA2.2, WeA2.3, WeA3.2, WeA3.6, WeA4.1, WeA4.5, WeKM1.1, WeM1.2, WeM1.3, WeM2.4, WeM2.5, WeM3.2, WeM3.3, WeM3.6, WeM4.1, WeM4.2, WeM4.3, WeM4.4, WeM4.5
44
Interview with Plenary Speakers
Interview with Dr. Barry Cott Q: What is your educational background and current occupation? Barry: I hold Bachelor’s, Master’s and Ph.D. degrees in chemical engineering, specializing primarily in the topic of process control. I currently work at Shell, and I have been doing so since I graduated from my Ph.D. program over 25 years ago. I am the general manager of the Process Automation, Control and Optimization software team, within an organization known as “Technical and Competitive IT” (TaCIT). TaCIT sits at the boundary of engineering and IT where people with hybrid skills can be fully leveraged. I supervise approximately 60 people who work on key technologies for our next-generation Advanced Process Control Technology, and I will be discussing our work in that area during the ADCHEM conference. Another area in which I am heavily involved is the cybersecurity aspects around control and safety systems. Q: Could you next briefly touch on your childhood: where you were born, went to school, what your favourite subjects were, and whether you had any role models? Barry: I grew up on the west side of Toronto. My father was a professor at Ryerson University in Toronto for many years. As a child, I remember sitting at the back of his classrooms, drawing with my crayons during his chemistry exams and midterms. Unsurprisingly, I followed his footsteps, to some extent, into the field of chemistry. Therefore, chemical engineering as an interest was a clear and logical choice. A key turning point occurred during my 3rd year process control class with Dr Gerry Sullivan, who was a new professor at the University of Waterloo at the time. Out of all the professors and experts I met in my generation, he was one who shifted the topic of process control from an abstract, mathematical form to more of a hands-on exercise. Back in 1983, we had primitive computers, but we were still able to run simple simulations on process control systems. After undergrad, I did my Master’s in control with Gerry at Waterloo, and a Ph.D. in the UK at Imperial College right after that. I worked with Sandro Macchietto on real-time scheduling and automation technology for batch processes. Q: Could you describe how your graduate education prepared you for your lifetime achievements? Barry: At Waterloo, we were in a cooperative education setup: I went to school for 4 months and worked for 4 months in a repetitive cycle. During my bachelor’s, I was working in the continuous-time process control field, doing work for a company (which would now be Nova Chemicals) on control of distillation columns. When I moved to Imperial College, batch processing was popular at that time, and I worked on detailed scheduling of resources in real-time. One highlight would be my work in the cheese and yogurt manufacturing industries, and I have a particularly interesting story to share about that. We had visitors at Imperial College, one of whom was Margaret Thatcher, and I was able to present my work on the control of cheese and yogurt manufacturing processes to her. At the end of the event, people took pictures of me and Margaret Thatcher discussing cottage cheese and yogurt. Q: What recent progressions have you made in your career for the last 25 years? Barry: After I finished my Ph.D., I considered taking a faculty position somewhere. My interests were in the area of Model Predictive Control (MPC). I felt that the application of the concept was still behind: the rate at which these sophisticated concepts were implemented in industry was behind the rate at which they were being developed. I was initially offered a position in southern Ontario to become a process control engineer, because industrial work made sense initially after studying for so many years. I started as a technical specialist, and worked for about 14 years with increasing responsibility, as an expert in Advanced Process Control. In 2003, I moved to the US to oversee the team developing and deploying Shell’s advanced process control technologies. The team worked out detailed algorithms on MPC, state estimation, and other concepts. We were also involved with the software development aspects as well, such as implementing control technology into Windows, Distributed Control Systems (DCSs), historians, etc. In 2008, I moved to the Netherlands and managed the regional PACO engineering team for five years before taking up my current role. Q: In your perspective, what major gaps between academics and industry must be bridged over the next few years?
45
Barry: I think the biggest problem, for students and industrialists alike, is how to deal with the size and scale of problems that we face today. Most graduate students work with 2x2 systems, but in industry people work with 50x50 systems or larger. This makes the task of solving the dynamic and control laws involved extremely challenging. The field of data analytics and mining require computer scientists and hybrid researchers who look at dynamic data with respect to large-scale problems. Engineers should focus not only on the mathematical details behind algorithms, but also consider the impacts of implementation. In some cases, even if the mathematic background is sound, the algorithm may perform unexpectedly in real-time. We also have to consider the impact of data sizes on the quality of data and predictions, which calls for tighter management and scheduling of resources. As managers, we find that people that work at the boundaries of algorithms, software design, database design, and real-time systems are incredibly competitive in these areas. Q: You mentioned the importance of data analysis and massive volumes of data being generated in the manufacturing industry. “Big data” has become a buzz word these days, especially in companies such as Google, Facebook, etc. Much research is being conducted using machine learning algorithms. Do you somehow see these ideas and algorithms having an impact on the large volumes of data that we generate in the manufacturing industry, and where do you think the greatest impact is going to be? In my opinion, the recent focus has primarily been on designing controllers and models, and on process analytics, but I rarely encounter people who try to integrate data that is being generated in the different MPC layers in the industry. Do you have any comments on that? Barry: Sure. The paper I wrote demonstrates an example where a MPC was built to put online, and the control engineer knows, at any moment in time, where the setpoints and constraints on the process variables are, as well as any future projections. All these aspects amount to a large volume of data. Trying to deal with one small part of it is already challenging enough. Back in 2007, we took a look at representing these plant states in the form of Markov chains to answer questions like “How does an engineer analyze the data to tell whether the plant is hanging around the expected constraint points, and whether the disturbances are returning to the right points?” Generally we discovered that interpreting what the dataset was dynamically was not trivial. One novel way to approach this problem is not to mathematically aggregate all of the data, but rather to ask what large sections of data tell about the system. Today, we have metrics to determine whether the quality of the MPC model is affecting predictions. As I mentioned before, I think the approach should be more towards analyzing the data in separate sections, and using tools like Partial Least Squares (PLS) to extract interesting information. Q: Do you have any specific career goals and motivations in life that help you progress through your career? Barry: What continues to drive me is deployment of technology across the business to unlock value. The whole concept of mixing technologies and implementing hybrid solutions as a business has always been attractive to me. The goal is not just to make money for the business, but also to make products with the lowest energy footprint. For example, Shell has plenty of liquefied natural gas plants throughout the world; how can we ensure that we use minimal energy processes to liquefy natural gas? Technology doesn’t always develop itself; sometimes you have to create the right environment in order for individuals to apply their strengths to the fullest. Implementing a good idea in a small vicinity of a company (such as Shell) may be an easy task, but trying to introduce change to the whole company can easily require a 5-year program. The process needs to be planned out carefully. Q: Do you have any advice for the young professionals trying to enter the field of control research these days? Barry: I think it’s always good to be curious. The need to be a deep specialist in companies like Shell would certainly be true 15 years ago. Today, however, I think people with hybrid skill-sets prove to be extremely competitive. My main caution would be to not overspecialize, because industry does require people who can fundamentally write computer code and algorithms. I would say the academic world pigeon-holes people into specializations. If you other fields interest you, don’t be afraid to cultivate them. I am all for research and specialization, but people with hybrid skill-sets that can cross boundaries are probably the most successful people that we have at Shell. Q: So the attitude that you recommend is to not be afraid to specialize, but at the same time keep your other interests active and foster them? Barry: To use myself as an example: I spent time trying to understand how the web and HTML worked. People said to me, “Computers? You’re a control engineer, why are you spending all that time there for?” Several years later, a discussion arose, during which we discussed how human/machine interface groups
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could evolve for advanced control technologies. It required knowledge the possible technologies in web browsers, and at that time few people were able to bring ideas to the discussion. I was one of the few who was able to contribute. Another example is, now in 2015, most of our (Shell’s) company operations and technologies are shared on the web. It is all about recognizing how technologies in other areas can mesh with your area of expertise. This is how engineering work in 2015 is different than that of 10-20 years ago. Q: So you recommend keeping an active approach over the whole area of different opportunities and different fields that are available? Barry: There will always be time to specialize. You never know when something in another field may be applicable to your own. I see people who specialize too deeply, and it becomes increasingly difficult (as one specializes) when the business demands changes in skillsets. We take the opposite approach in Shell; when we bring in new graduates from process control, we’re actually having them look at things such as instrumentation and safety systems. This is not because we want them to become experts in those areas, but by recognizing how those systems impact the process, we are making people recognize the interactions between these aspects. Q: So really, it is all about looking at the “big picture?” Barry: Exactly. I also recommend to people who are starting out to fundamentally realize how your business makes money, and how you can help to move that business value along. One nice thing about advanced process control is that the process constraints are usually very clear, which aspects of product quality should be improved and how all these factors impact the business at large. Sometimes being bogged down on getting the details why things are working and not makes people lose sight of the big picture, which, again, is realizing where the business values are. Q: With that said, do you think that the training that Ph. D. and Masters students are receiving at universities is deemed acceptable, or do you think changes could be made? Barry: I think that it’s more of a mindset that I developed over the years, but we’ve evolved to a point where the process industry is an applied technology. And that is why I always put a lighter emphasis on the mathematical, theoretical training. Instead, I suggest people to keep looking at how what they’re working on can be used to move business forward, not just in the oil/gas industries, but also in other industries that need not be process control. Q: So you’ve talked about the industrial ties in the process control field is good, but do you think there are opportunities for more? Barry: I would just suggest that people have the mindset of how to figure out how things can be put together. 25 years ago, there was an obvious opportunity to mix, for example, process control techniques with the yogurt and cottage cheese industry. So again, I think it helps to stay open to understanding what’s going on in the industry around us, and what problems they’re looking to address. Q: You also talked about the oil/gas industry. How is the current oil price affecting your everyday business? Barry: We have encountered numerous changes today which are challenging many traditional ways of oil/gas production. I would say that the demand for oil still requires traditional pipelines, but at the same time, people need to be coming up with solutions that adapt to the changing infrastructure. Those who succeed consider the constraints and optimize between production efficiency versus economic constraints. Again, this just increases the need for process models and optimization methods, and companies that specialize in these areas (such as Shell) are indeed in a good spot. Q: On the same topic, how do you think the oil price affects the diversification into renewable energy, and are you seeing any kind of shift towards renewable energy due to the drop in oil prices? Is it becoming less or more of a focus? Barry: I have noticed the increasing prevalence of electric cars, as well as fueling stations for these cars, especially in the Netherlands where I live today. The slow displacement of oil/gas and diesel powered cars certainly exists, and obviously the market dictates the direction of changes to some extent. However, I think that people have grown to embrace the concepts of sustainability and renewability, such that even as the prices of oil, gasoline, and diesel drop, people still maintain interest in renewable cars. I think that we are at an inflection point where people see the need in electric vehicles, which raises the demand for electricity. Then the question shifts from “how do we produce oil/gas” to “how do we generate electricity?” Shell’s stance
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is that energy is always increasing, regardless of what percentage of that total energy is electricity or oil/gas. People will slowly shift away from traditional oil/gas to other renewables, but all these sources of energy will be relevant for another 50-60 years. Q: As a last question, could you describe your current life, your family, what you like to do in your leisure time, or any sports or hobbies that you may have outside of your academic life? Barry: My wife and I live in the Netherlands, and we have 2 daughters back in Canada. We just became grandparents for the first time a few months ago. It is an exciting experience. We have also taken the advantage of our time here to travel and see as many different places as we can. This is probably the opportunity that has been presented to us by living in Europe for the last few years, and something we spent a lot of time doing for sure.
Top left: I am presenting my PhD project to then Prime Minister Margaret Thatcher and her husband Dennis at Imperial College in 1989. Professors Sandro Macchietto and Roger Sargent look on.
Top right: My daughter, my wife, myself and my son-in-law celebrate the Queens' Birthday in Amsterdam, Netherlands.
Bottom left: Cycling in the Netherlands. Bottom right: Hiking in the Canadian Rockies.
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Interview with Dr. Joe Qin Q: What is your educational background and current occupation? Joe Qin: I studied automatic control at Tsinghua University in Beijing for both my Bachelor’s and my master’s degrees. My Ph.D. degree was in chemical engineering from the University of Maryland, College Park. After my Ph.D., I worked as a principal engineer at Emerson Process Management for 3 years, and developed 2 products. In 1995, I joined the Department of Chemical Engineering at the University of Texas at Austin. I became an Associate Professor in 2000, then became a full professor in 2003. After being a professor at University of Texas for 12 years, I switched to the University of Southern California (in Los Angeles) in 2007. Currently I am the Vice President at the Chinese University Hong Kong, Shenzhen, which is a new campus in Mainland China. Q: Was there any specific reason that you switched jobs? Joe Qin: As I gained experience in the academic world, I wanted to move on and play a more important role in the area of administration, and influence the direction of research and education. This directly impacts the education that students receive at the school, which in turn impacts the quality of professionals that we are sending out into society. Many colleagues think administration sacrifices your time to do research, but this is something that has to be done by someone. Q: Speaking of “playing bigger roles,” do you have any plans for that in your future career? Joe Qin: Research definitely remains to be a significant component of my future career, and as I mentioned previously, as the Vice President, my administrative efforts influence the direction of research. I would like to do this throughout China, specifically in building platforms of research-related activities and programs under which young graduates and engineers can thrive. Q: Do you have any advice for young students or engineers who just freshly graduated from university? Joe Qin: In my personal opinion, I think it is important to possess one specific long-term goal, especially for students who are talented. Finding a good job after a sufficient education is easy, but students must be able to recognize the potential of their strengths and talents, and how they can be applied to impact society at large. When students freshly enter a new job, it is easy to simply do as told. The motivation to think about the “bigger picture” is low. However, as time progresses, one must consider the overall aspects of your business, and make long-term decisions as opposed to decisions based on short-term self-benefits. Think about how these decisions affect society as well. Q: Why did you choose this particular area of research (automatic control) in process control? Joe Qin: Starting from my teenager days 36 years ago, I was one of the first batch of students who had the opportunity to receive higher education, after passing some extremely rigorous entrance exams for university. Despite the heavy competition, I achieved one of the top scores of that time (in the entrance exams) and was accepted into Tsinghua University. At that time, I had a natural aptitude for mathematics, and control seemed like a natural match for my skillset. As I started in the field of automatic control at Tsinghua, I was simultaneously exposed rigorous control theory. In China, automatic control is treated as a discipline by itself, and is considered a highly-respected, Tier-1 discipline for students. I moved to the U.S. for my Ph.D. Studies. Since no stand-alone department existed in the field of process control in the U.S., I chose to study in the field of Chemical Engineering with Tom McAvoy at the University of Maryland. Maryland has an Institute for systems and control, which consolidates research from the various disciplines of Electrical, Mechanical, and Chemical engineering. The exposure to people and ideas from this wide variety of disciplines reinforced my interest in control. Q: To continue on the topic of education preparing graduate students for their future achievements, do you think your graduate education prepared you sufficiently for your career achievements? Joe Qin: Of course! Both my undergraduate education in electrical engineering and my Ph.D. education in chemical engineering trained me to migrate between different disciplines. I was fluent with concepts from electrical engineering and automatic control, as well as basic chemistry and heat transfer concepts. Overcoming the challenges of being exposed to new ideas and qualifying exams in my graduate education prepared me adequately. The field of chemical engineering was new to me; I was probably the first (among my classmates at that time) who chose to do a Ph.D. in a completely unrelated area. This was no easy task which took a significant amount of effort, but paid off in the end in form of transferable, migratory skills. I am
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able to explore new areas and talk to professionals that I otherwise would not have been able to, if not for my diverse education. Q: Could you briefly discuss what you’re planning to present at the plenary session during ADCHEM 2015? Joe Qin: I will discuss new trends in the emerging area of process data analytics. Process engineering has, for the past 30-40 years, traditionally been about collecting a large amount of data. However, computational power has only increased dramatically in the last 10 years, and many of the new opportunities arising from the increase of research in computer science and machine learning have not been realized in the chemical engineering industry. Today everyone is connected to the internet via wireless cellphones and a variety of other electronic gadgets, but how do we process this information? We could apply many of the tools developed in computer science to our chemical processes to extract useful information. This would then aid performance monitoring, control, and optimization, which complements the traditional modelling approaches. That will be the motivation for me to discuss these topics. Q: With the massive amounts of data being collected and generated online today, how do you think the process industry will change? Joe Qin: The use of big data is becoming more obvious now, and certainly will be for the future. In non-chemical engineering areas such as e-commerce and social networking, data is used to guide major decisions. To transfer these theories and methods over to chemical processes and control, we need engineers to apply these methods in the form of a novel solution. We need to think in the direction of how computer science-based data analysis tools can be used in control, optimization and process modelling and monitoring. Q: Could you describe your childhood, perhaps provide any anecdotes or events that you would like to share, that would help the reader relate to you as a plenary speaker? Joe Qin: I was born in a town near Qingdao, which is a coastal area in the Shandong province. Most of my childhood was spent during the Cultural Revolution. For many children of that time, the concept of not having to go to school and work hard was attractive. I did not study much until junior high, because nobody had to. The educational system at school was almost nonexistent; we were barely taught anything of use. By the time I reached high school, the end of the cultural revolution sparked a major political change. Suddenly, young children were encouraged to study because they were given the opportunity to enter college through rigorous exams and competition. I was accepted into Tsinghua University with one of the highest scores, at the age of 16. Most other children older than me were involved in physical labour in the countryside, due to their being caught up in the last years of the cultural revolution. I was too young to be part of that, and was fortunate enough to have both the time to play before junior high school, and the chance to receive good education. At that time, most youngsters in China looked up to great mathematicians as role models. Q: I (Bhushan Gopaluni) also received a good education at the University of Alberta. One of the best professors I ever had was Tongwen Chen. I realize that you and Prof. Chen were close childhood friends and classmates. Do you have anything to say about your friendship? Joe Qin: Tongwen Chen and I studied at Tsinghua University in the same discipline of automatic control. Our dorms were next door, and we worked together closely for 5 years undergrad and 1.5 years during grad school. Tongwen was one of the smartest students ever to exist in the department of control at Tsinghua. We worked together closely and enjoyed our friendship. Moreover, we shared a number of extracurricular activities at Tsinghua meant for the top students. Several years later, both of us left China to pursue our Ph.D. degrees. Interestingly, we were both elected as fellows of IFAC last year at the IFAC World Congress. Out of the 30 years of students graduating from Tsinghua’s automatic control department, only the two of us were ever elected as IFAC fellows. Q: You talked about how mathematics played a big role in your choice of education and research. In your opinion, are professors training process engineers correctly? I personally find it hard to attract chemical engineering students with the right aptitude for mathematics to do research in high-level control. Could you comment on how our education system should change (if it should), and if we could improve certain aspects of it to retain students’ interests in control, and to attract the best students to control engineering? Joe Qin: Given my current role as an administrator and educator, this is of course one of my primary focuses. I think we have to recognize that the times have changed. For example, 30 years ago people found it enjoyable to do mathematical puzzles as a hobby. Now many other activities appear to be more attractive. For mathematics, people have to possess a certain aptitude to find it interesting. In engineering, most
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students find, for example, experimental work more interesting than mathematical theory. Math is an abstract subject and it takes a special process for students to fully understand the concepts. Moreover, we teach significantly less mathematics in engineering today compared to 30 years ago, because most people want a program where even the average student can understand most of the concepts presented and graduate easily. On the other hand, when I was studying 30 years ago, professors cared little about whether students fully digested the content, so they taught all the math they deemed necessary in the appropriate subjects. I would like to add that a wide distribution exists with respect to students’ mathematical capabilities. In countries like China and Russia, a rigorous mathematical education is retained even today, so we are still able to find people possessing strong abilities in math. Drastic changes in the educational system cannot happen overnight; it has to change over the course of many years. But, for the few people out there who are interested in math, we have to pay more attention for creating an environment that will foster and shape their talents. Q: A trade-off always exists in education, in terms of what should be taught to only the best students and what should be taught to all students. How do you think the balance should shift in engineering today? Joe Qin: Times have changed; professors now have to be aware of their teaching evaluations (by students). When I went to school, no teaching evaluations existed, and even if there were, professors cared little about them. When I was a graduate student, I had a professor who taught us linear algebra, of which less than 10% of the total material was understood by an average student taking the course. However, this course was one of which I learned the most from. Students could not digest the course material easily, because it was taught in such an abstract way. As a student, adapting to different professors’ teaching styles is a necessary evil. Q: Did you experience any hardships, interesting or life-changing events? We would like to tell your story in such a way that it inspires future students, professors, etc., to help them to achieve goals similar to those that you have achieved in your career. Joe Qin: Most of the life-changing situations I experienced occurred to me when I was still young. When I was a child, the cultural revolution ended when Deng Xiaoping became in charge of China. He restored the opportunities for most children to pursue post-secondary education. That was the reason I got into Tsinghua when I was 16 years old. When I was 11 or 12, I had to figure out how to make a living. Without education as an option, physical labour was the only solution. I explored tailoring as a vocation, as well as carpentry. For example, I was able to construct wooden chairs and other things at the age of 11, a task which few adults (let alone children) can accomplish today. But back then it was necessary, because there was no other method of making a living. I was fortunate enough to not have to waste much time doing physical labour, as the cultural revolution ended. If the revolution did not end in time, I certainly would not be who I am today. The other major life-changing event for me occurred during the 1980s, when I was admitted into the University of Maryland and started working with Tom McAvoy in Chemical Engineering. Q: Could you give us a historical perspective on how you started your research has evolved in so many of these areas? Big data is a major field today; you’ve worked in process monitoring, fault detection, system identification, and so on. How did you adapt so quickly to these different disciplines? Joe Qin: The switch to chemical engineering was the most important deciding factor. The interdisciplinary training provided with me the confidence to freely explore the different areas in control, even if those areas were unfamiliar to me at first. At Tsinghua, the rigorous control program prepared me so adequately that by the time I was accepted into Maryland, I was already well-equipped with a strong background in control engineering, and only needed to brush up on process engineering. At the University of Texas, I was presented with many opportunities around semiconductor manufacturing, applying concepts in statistical process control and monitoring. The local industry was also quick to adopt these multivariable statistical techniques, fault detection and diagnosis tools to improve their processes. When I moved to University of Southern California, the opportunity to work with semiconductors was no longer as convenient, as many facilities have been moved to Korea and Taiwan. It was a time to explore the new area of energy. 8 years ago, I started working in the area of energy optimization, looking at upstream oil operations and control. At USC, I was part of a center for smart oil fields, called CiSoft, which was actually a joint venture between USC and Chevron. I have given talks in several different areas, and worked with top scholars worldwide in those areas. For example, I can talk to people in chemometrics, system identification, machine learning, and computer science. Finally, I have published numerous reviews of papers in all these different areas. Last year, I wrote a perspective article which was published as the AIChE Journal’s September 2014 issue. I was lucky enough to be invited by the Journal editor, Prof. Ignacio Grossman at Carnegie Mellon to write his paper. This paper just appeared 6 months ago, and was one of the ‘hottest’ papers ever published by Wiley.
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Q: Tell us a bit about your personal life, family. What do you like to do in your leisure time? Do you play any sports? Joe Qin: Until about 10 years ago, I played tennis, but could not cope up with the strenuous physical efforts required. Now my everyday hobby is playing golf and taking walks. I play golf with friends such as Tom McAvoy at Texas, James Rawlings at Wisconsin, Tom Marlin at McMaster, and Jay Lee in Korea. I have also been part of the Texas Consortium with Tom Edgar and James Rawlings for more than 20 years. Before every consortium meeting we would have a golf game, and that led to good friendships. Q: Thanks for the interview. If you have any interesting photos please share them with us. Joe Qin: Thank you for your time. I think the best attitude is to not boast about myself, my intention is not to boast about my achievements, but to share these events and my thoughts as I get older, with the younger generation of engineers and students. We have a responsibility to help young people by sharing our experiences with them. I look at it this way, and this is why I came forward to do this interview. In the past I would just do my work, and didn’t say much to verbally share it with other people. Now my thinking has changed, and I realized it is good to share with young people, both what (I think) is right and what is not right to do. Q: Thank you for everything. Did you want to tell us anything else; was there some question that we missed? Joe Qin: On a final note, I wish to mention the numerous mentors I was fortunate enough to have. Tom McAvoy was my Ph. D. advisor, and a professor who was always enthusiastic about helping young people. Tom was the editor of JPC for 18 years, and is now retired. Another person is Prof. Harmon Ray, who is also very well-known in both process control and the polymer field. He visited Tsinghua in 1988 and gave me the critical, life-changing advice of doing a Ph. D. at Maryland. My colleagues at Texas and Wisconsin, Tom Edgar and James Rawlings were also my mentors and friends in many ways. John MacGregor and Lennart Ljung are two marvelous scholars whose pioneering work in their respective fields, friendship, and the numerous discussions we had in their beautiful houses were both inspiring and memorable. Finally, Tom Marlin, Sirish Shah, Biao Huang are also people I have had many productive conversations with.
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