July 23-25, 2016site.ieee.org/sb-poornima/files/2015/01/Biomedical_Workshop_report.pdf · WORKSHOP...

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WORKSHOP REPORT July 23-25, 2016 In association with The Institution of Engineers (INDIA) Jointly Organized By IEEE Student Branch (STB1014) ASRC Poornima University & Poornima Group of Institutions Indian Society for Technical Education Indian Society of Lighting Engineers

Transcript of July 23-25, 2016site.ieee.org/sb-poornima/files/2015/01/Biomedical_Workshop_report.pdf · WORKSHOP...

Page 1: July 23-25, 2016site.ieee.org/sb-poornima/files/2015/01/Biomedical_Workshop_report.pdf · WORKSHOP REPORT Detailed Schedule A Three Days National Workshop on Biomedical Signal Processing

WORKSHOP REPORT

July 23-25, 2016

In association with

The Institution ofEngineers (INDIA)

Jointly Organized By

IEEE Student Branch (STB1014) ASRC Poornima University

&

Poornima Group of Institutions

Indian Society forTechnical Education

Indian Society of LightingEngineers

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CHIEF PATRON

Dr. S.M. Seth, Chairman, Poornima Foundation & Chairperson, Poornima University,Jaipur, Former Director NIH Roorkee, India

PATRON

Sh. Shashikant Singhi, Director General, Poornima Foundation, Jaipur, India

Dr. K. K. S. Bhatia, President, Poornima University, Jaipur, India

PROGRAM CHAIR

Dr. Manoj Gupta, Provost, Poornima University, Jaipur, IndiaProf. Mahesh M. Bundele Dean (R & D), Poornima University, Jaipur, India

CONVENERS

Mm Mr. Devendra Somwanshi, IEEE Student Branch Chair

Mr. Bhanwarveer Singh, Associate Professor & Head, ECE,PGI

m444mMrM

/CO-CONVENER

Mr. Aditya Sharma, Member, IEEE Student Branch

ORGANIZING COMMITTEE

Dr. Arun Dev Dhar Branch Counselor, PUDr. Ajay Maurya Prof., PGIMs. Shikha Gautam PhD Scholar, PUDr. Nidhi Mishra ASRC, PUMs. Garima Mathur M. Tech. + PhD Scholar, PUMr. Paras Jain B. Tech. CSE Student, PUMr. Sumit Kumar Assist. Prof., PGIMs. Mahima Asthana PhD Scholar, PUMt. Ashish Raj PhD Scholar, PUMs. Mauli Ranjan B. Tech. CSE Student, PUMr. Ashmit Kothari B. Tech. ECE Student, PUMr. Rahul Vishwakarma B. Tech. CSE Student, PUMr. Rahul Nayan B. Tech. CSE Student, PUMr. Anmol Chaturvedi M. Tech. Scholar, PU

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WORKSHOP REPORT

About the Workshop

Increasing health issues and short fall of expertise available is demanding need for auto and remote health

monitoring of critically ill and elderly people. With the advancements of biomedical sensors and

technologies, research in processing sensory signals and an early prediction of life critical disease has

bridged the gap between medical expertise and disease cure to a larger extent. Quantitative and objective

analysis facilitated by computational intelligence in Biomedical Signal Processing leads to a more

reliable, accurate and early diagnostic decision. The workshop will include the distinguished speakers

having expertise in the biomedical and signal processing from different parts of India, where in they will

share the research techniques in this field and the probable issues to be addressed in upcoming times. This

will also include illustration of research works in health related issues using different biomedical signals

and images.

Speakers of the Workshop:

1) Dr. Arvind Shaligram, Professor, Pune University.

2) Dr. Nadir Charniya, VESIT Chembur, Mumbai.

3) Dr. Abhay Gaikawad, Professor, BNCOE, Pusad.

4) Dr. Rajesh B. Ghongade, Professor, Pune University

5) Dr. Prashant Bansod, SGSITS, Indore

6) Mr. Sunil M. Agrawal, Associate Professor, BNCOE, Pusad.

Objectives of the Workshop

The objectives of the workshop are to expose the participants to;

The fundamentals of Bio-signals, Medical Imaging and their acquisition

Time and frequency domain analysis of Bio-medical signals and images

Implementing different algorithms for enhancement, compression, segmentation, of

various medical images

Microwave Imaging & its Biomedical Applications.

Hands-on experience for implementation of concepts related to health care

applications

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All the Speakers having rich knowledge and experience have been identified to share their thoughts and

experience with the participants in the various technical sessions of the Workshop.

Participants: Participation was invited from all over the country by sending invitation to the Heads of the

Institutes/Departments of Computer Engineering, Electrical Engineering & Electronics & Communication

Engineering of various Institutes/Universities and Research Organizations and also announcing the

workshop at the website of Poornima University http://www.poornima.edu.in/. Total participants who

attended the workshop were 47.

Programme: The programme comprised of technical sessions in Biomedical Signal processing & its

application in Health care. The detailed Program Schedule is given below.

.

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Detailed Schedule

A Three Days National Workshop onBiomedical Signal Processing & Health Care Applications

July 23-25, 2016Jointly Organized by

IEEE Student Branch, ASRC, Poornima University, Jaipur & Poornima Group of Institutions, Jaipur

8:00 to 9:00am

9:00 to 10:00am

10:00 to10:15

am10:15 to 11:45 am 11:45 to 1:15 pm 1:15 to

2:00 pm 2:00 to 3:30 pm 3:30 to3:45 pm 3:45 to 5:30 pm

Day I Saturday (23 July, 2016)

RegistrationInaugural

SessionTea

Break

Biomedical Images, theirAcquisition and Processing

Dr. Prashant BansodSGSITS, Indore

Demonstration & Tutorialon Biomedical Image

ProcessingDr. Prashant Bansod

SGSITS, Indore

LunchBreak

Biomedical Signal, theirAcquisition and Processing

Dr. Nadir CharniyaVESIT, Chembur

Tea Break

Demonstration & Tutorial onBiomedical Signal

ProcessingDr. Nadir Charniya

VESIT, Chembur

Day II Sunday (24 July, 2016)

Time and Frequency DomainAnalysis of Biomedical Signals

and ImagesDr. A. D. ShaligramPune University, Pune

TeaBreak

IoTs for Health CareApplications- Case Study

Dr. Nadir CharniyaVESIT, Chembur

Pattern Classification ofElectrocardiogram Signals

Dr. R. B. Ghongade,VIIT, Pune

LunchBreak

Demonstration / Tutorialson Time and Frequency

Domain Analysis ofBiomedical Signals and

Images.Dr. A. D. ShaligramPune University, Pune

Tea Break

Demonstration / Tutorials onPattern Classification of

Electrocardiogram SignalsDr. R. B. Ghongade

VIIT, Pune

Day III Monday (25 July, 2016)

Microwave Sensing andImaging for Bio-medical

ApplicationsDr. Abhay Gaikwad

BNCOE, Pusad

TeaBreak

Brain CT-Scan Images forIschemic Stroke & RBC-WBC Analysis of Blood

CellsMr. Sunil Agrawal

BNCOE, Pusad

Demonstration & Tutorialson Microwave Image

AnalysisDr. Abhay Gaikwad

BNCOE, Pusad

LunchBreak

Demonstration andTutorials on Brain Images

Mr. Sunil AgrawalBNCOE, Pusad

Tea Break Valedictory Session

STUDENT BRANCH (STB1014)

Technical Sponsors

WORKSHOP REPORT

Detailed Schedule

A Three Days National Workshop onBiomedical Signal Processing & Health Care Applications

July 23-25, 2016Jointly Organized by

IEEE Student Branch, ASRC, Poornima University, Jaipur & Poornima Group of Institutions, Jaipur

8:00 to 9:00am

9:00 to 10:00am

10:00 to10:15

am10:15 to 11:45 am 11:45 to 1:15 pm 1:15 to

2:00 pm 2:00 to 3:30 pm 3:30 to3:45 pm 3:45 to 5:30 pm

Day I Saturday (23 July, 2016)

RegistrationInaugural

SessionTea

Break

Biomedical Images, theirAcquisition and Processing

Dr. Prashant BansodSGSITS, Indore

Demonstration & Tutorialon Biomedical Image

ProcessingDr. Prashant Bansod

SGSITS, Indore

LunchBreak

Biomedical Signal, theirAcquisition and Processing

Dr. Nadir CharniyaVESIT, Chembur

Tea Break

Demonstration & Tutorial onBiomedical Signal

ProcessingDr. Nadir Charniya

VESIT, Chembur

Day II Sunday (24 July, 2016)

Time and Frequency DomainAnalysis of Biomedical Signals

and ImagesDr. A. D. ShaligramPune University, Pune

TeaBreak

IoTs for Health CareApplications- Case Study

Dr. Nadir CharniyaVESIT, Chembur

Pattern Classification ofElectrocardiogram Signals

Dr. R. B. Ghongade,VIIT, Pune

LunchBreak

Demonstration / Tutorialson Time and Frequency

Domain Analysis ofBiomedical Signals and

Images.Dr. A. D. ShaligramPune University, Pune

Tea Break

Demonstration / Tutorials onPattern Classification of

Electrocardiogram SignalsDr. R. B. Ghongade

VIIT, Pune

Day III Monday (25 July, 2016)

Microwave Sensing andImaging for Bio-medical

ApplicationsDr. Abhay Gaikwad

BNCOE, Pusad

TeaBreak

Brain CT-Scan Images forIschemic Stroke & RBC-WBC Analysis of Blood

CellsMr. Sunil Agrawal

BNCOE, Pusad

Demonstration & Tutorialson Microwave Image

AnalysisDr. Abhay Gaikwad

BNCOE, Pusad

LunchBreak

Demonstration andTutorials on Brain Images

Mr. Sunil AgrawalBNCOE, Pusad

Tea Break Valedictory Session

STUDENT BRANCH (STB1014)

Technical Sponsors

WORKSHOP REPORT

Detailed Schedule

A Three Days National Workshop onBiomedical Signal Processing & Health Care Applications

July 23-25, 2016Jointly Organized by

IEEE Student Branch, ASRC, Poornima University, Jaipur & Poornima Group of Institutions, Jaipur

8:00 to 9:00am

9:00 to 10:00am

10:00 to10:15

am10:15 to 11:45 am 11:45 to 1:15 pm 1:15 to

2:00 pm 2:00 to 3:30 pm 3:30 to3:45 pm 3:45 to 5:30 pm

Day I Saturday (23 July, 2016)

RegistrationInaugural

SessionTea

Break

Biomedical Images, theirAcquisition and Processing

Dr. Prashant BansodSGSITS, Indore

Demonstration & Tutorialon Biomedical Image

ProcessingDr. Prashant Bansod

SGSITS, Indore

LunchBreak

Biomedical Signal, theirAcquisition and Processing

Dr. Nadir CharniyaVESIT, Chembur

Tea Break

Demonstration & Tutorial onBiomedical Signal

ProcessingDr. Nadir Charniya

VESIT, Chembur

Day II Sunday (24 July, 2016)

Time and Frequency DomainAnalysis of Biomedical Signals

and ImagesDr. A. D. ShaligramPune University, Pune

TeaBreak

IoTs for Health CareApplications- Case Study

Dr. Nadir CharniyaVESIT, Chembur

Pattern Classification ofElectrocardiogram Signals

Dr. R. B. Ghongade,VIIT, Pune

LunchBreak

Demonstration / Tutorialson Time and Frequency

Domain Analysis ofBiomedical Signals and

Images.Dr. A. D. ShaligramPune University, Pune

Tea Break

Demonstration / Tutorials onPattern Classification of

Electrocardiogram SignalsDr. R. B. Ghongade

VIIT, Pune

Day III Monday (25 July, 2016)

Microwave Sensing andImaging for Bio-medical

ApplicationsDr. Abhay Gaikwad

BNCOE, Pusad

TeaBreak

Brain CT-Scan Images forIschemic Stroke & RBC-WBC Analysis of Blood

CellsMr. Sunil Agrawal

BNCOE, Pusad

Demonstration & Tutorialson Microwave Image

AnalysisDr. Abhay Gaikwad

BNCOE, Pusad

LunchBreak

Demonstration andTutorials on Brain Images

Mr. Sunil AgrawalBNCOE, Pusad

Tea Break Valedictory Session

STUDENT BRANCH (STB1014)

Technical Sponsors

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Inaugural SessionOf

National Workshop on Biomedical Signal Processing & Health CareApplications

Day & Date:-Saturday, 23 July, 2016Time: - 9:00 AM to 10:05 AM

Venue: - Seminar Hall (Ground Floor-G-02)

Program to be presided over byDr. K. K. S. Bhatia, President, PU

Chief Guest – Dr. P. GhoshExecutive Director, Birla Institute of Scientific Research, Jaipur

S. No. Activities Time Faculty/Dignitaries

1. Seating of Faculties & Delegates 8:50-9:00 ___

2. Arrival of Dignitaries 9:00 ___

3. Welcome of Dignitaries 9.00-9:02 ___

4. Lighting of Lamp by Dignitaries 9:02-9:05

5. Felicitation of Dignitaries 9.05-9.10

Chief Guest Dr. P. Ghosh, Executive Director, Birla Institute ofScientific Research, Jaipur by Dr. K. K. S. Bhatia, President

Chairman of the Program Dr. K. K. S. Bhatia, President by Dr.Manoj Gupta. Provost

Dr. Rakesh Duggal, Director, PGI by Dr. A. D. D. Dwivedi Dr. Nadir Chaniya (Guest Speaker) by Mr. Devendra Somwanshi Dr. Prashant Bansod (Guest Speaker) by Mr. Aditya Sharma

6. Introduction of IEEE Student Branch byBranch Counselor 9.10-9.15 Prof. Arun Dev Dhar Dwivedi, Branch Counselor, IEEEE student

Branch, Poornima University

7. Introduction of the Workshop by Dean,R & D 9.15-9.20 Prof. Mahesh Bundele

8. Introduction & Address by Provost 9.20 -9.25 Dr. Manoj Gupta

9. Introduction & Address by GuestSpeaker 9.25-9.30 Dr. Nadir Charniya, Professor, VESIT, Chembur

10. Introduction & Address by Dr. RakeshDuggal 9.30-9.35 Director, Poornima Group of Institutions

11. Introduction & Address by Chairman ofthe Program 9:35 -10.45 Dr. K. K. S. Bhatia, President

12. Introduction & Address by Chief Guest 9:45 -10:00 Dr. P. Ghosh, Executive Director, Birla Institute of ScientificResearch, Jaipur

13. Vote of Thanks by Convener 10:00-10:02 Mr. Devendra Somwanshi, IEEE Branch Student Chair

14. Poornima Gaan 10:02-10:05 By Students

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Arrival & Welcome of Dignitaries

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Program DetailDAY 1 Saturday-23rd July 2016

Inaugural Session (9:00AM – 10:05AM)

The inaugural ceremony commenced with the lightning of the lamp by the dignitaries- Dr. K.K.S Bhatia,

President, PU, (Chairman of the Program), Dr. P. Ghosh, Executive Director, Birla Institute of

Scientific Research, Jaipur (Chief guest), Dr. Nadir Chaniya, (Guest Speaker) Professor, VESIT,

Chembur, Dr. Prashant Bansod, (Guest Speaker) Professor, SGSITS, Indore, Dr. Manoj Gupta Provost

and Prof.(Dr) Mahesh .M. Bundele , Dean ( R&D) (Program Chair), Dr. Rakesh Duggal, Director PGI

and Dr. Arun Dev Dhar Dwivedi, Professor, Branch Counselor, IEEEE student Branch who graced the

occasion with their valuable presence.

Inaugural Session of the National Workshop on Biomedical Signal Processing & Health Care Applications

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Lamp Lightening by Dignitaries

LLLLLLLLLlamp

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Lamp

Felicitation of Dignitaries

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Dr. Arun Dev Dhar Dwivedi

Introduction of IEEE Student Branch by Branch Counselor

Dr. Arun Dev Dhar Dwivedi, Professor, Branch Counselor, IEEEE student Branch did welcome of to all

the dignitaries on the dais, guests, participants and motivated them for active participation in the

workshop. He briefly introduced the IEEE Student Branch Poornima University that University a petition

has been filed in the month of March 2016 and it has been approved by IEEE head quarter and by Mr

Ramakrishna Kappagantu, IEEE Region 10 director and Dr Rajesh Ingle, IEEE region 10 students activity

chair during the last week of June 2016. He also told that first meeting of the IEEE students branch was

held on 8th July 2016. In this meeting interim executive body of the IEEE student branch has been

constituted. Further in the meeting of executive body of IEEE student branch which was held on 9th July

2016 it has been decided to file a petition for the formation of four IEEE student branch Society chapters

namely IEEE computer society, IEEE electron device society, IEEE power and energy society and IEEE

Robotics and automation society under the IEEE student Branch Poornima University. He said that a

petition has been already filed for formation these IEEE society chapters and approval is under process.

Currently more than 80 members are there in the IEEE students Branch Poornima University which

includes bachelors, masters, doctoral students and faculty members. The Event calendar of the student

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branch upto 31st October is under preparation and Student branch website is under development. He also

told that the University is subscribing Full IEEE access every year since its inception for making valid

knowledge resources available to the researchers.

Prof. (Dr) Mahesh .M. Bundele

Welcome & Introductory Address by Dean ( R & D)

Prof. (Dr) Mahesh .M. Bundele, Dean ( R&D) formally gave welcome address to all the dignitaries on

the dais, all the head of departments, faculty members and participants. He gave a brief account on the

objectives and goal of the workshop and underlined the areas that needed further research. He also

explained about the concept & necessity of Biomedical Signal processing. He told the heights of success

of Poornima University has achieved in the field of research in last four years and encouraged everyone to

participate in such events so as to have best out of it. He also said that the workshop will include the

distinguished speakers from higher academic Institutions through a blend of lectures including

demonstrations and tutorials on various health care applications using biomedical signals and

images. He requested everyone to utilize his/her valuable time by attending all the sessions during the

workshop. He also gave the brief information about the inaugural function of Poornima University IEEE

Student Branch on 2nd August 2016. Lastly, he expressed his special thanks to ……………………. and

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Dr. Manoj Gupta for providing technical support from ISTE New Delhi, IEI Rajasthan section & ISLE

Rajasthan State center respectively.

Dr. Manoj Gupta

Address by Provost Poornima University

Dr. Manoj Gupta, Provost, Poornima University, presented the welcome address and motivated the

Bachelors, Masters, Doctoral Students, & Faculty members to show interest & attend the three days

workshop. He said that Biomedical & Signal Processing is an emerging area in the field of research. He

made realization that how important such events are. This was followed by a brief encouraging note by

him. The participants were suggested to utilize this opportunity to enhance their knowledge and make best

use of it for their future career. Lastly he expressed his best wishes for success of the workshop.

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Dr. Nadir Charniya

Address by Guest Speaker

On this great occasion, Dr. Nadir Charniya, Professor, VESIT, Chembur said about the Biomedical

Signal Processing aims to provide a cross-disciplinary international forum for the interchange of

information on research in the measurement and analysis of signals and images in clinical medicine and

the biological sciences. He also motivated the young researchers as how to proceed for a quality

research work. Lastly, he also told about some new concepts of Internet of Things (IoT) for Health care

Applications.

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Dr. P. Ghosh, (Chief Guest)

Address by Chief Guest

Dr. P. Ghosh, (Chief Guest), Executive Director, Birla Institute of Scientific Research, Jaipur, delivered

the key note address and in his speech he discussed about the biomedical engineering. He said that the

workshop is a collaborative effort to help the participants in getting acquainted with the emerging

concepts in Biomedical & signal Processing. He also told about the various types of Biomedical Signals

such as ECG, EEG, ENG, etc. He has covered various utilities to real life applications related to

Biomedical signals. He addressed the gathering and wished that the department should conduct many

more such workshops/ seminars to encourage the student community.

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Dr. Rakesh Duggal

Address by Director PGI

Dr. Rakesh Duggal, Director, Poornima Group of Institutions said that the knowledge of Biomedical

engineering in research plays a vital role in getting recognition to the research contributions. He also told

some basic concepts of Bio-signals & Bioelectrical signals. He made realization that how important such

events are. Lastly he expressed his best wishes for success of the workshop.

Dr. K.K.S Bhatia

Address by Chairman of the Program

Then President, Dr. K.K.S Bhatia did welcome of all the guests and participants and motivated them for

active participation in the workshop. He has illustrated the importance of Biomedical signal processing

through real life situations. He has given few examples of research relating importance of Biomedical &

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Signal Processing. He appreciated the efforts of faculty and staff members of ASRC Department for

organizing the workshop.

Mr. Devendra Somwanshi

Vote of thanks

Mr. Devendra Somwanshi of Poornima University offered a vote of thanks to the Chief Guest Dr. P.

Ghosh, Guest of Speakers Dr. Nadir Charniya & Dr. Prashant Bansod, Dr. K.K.S Bhatia, President

Poornima University, & Dr. Rakesh Duggal, Director, Poornima group of Institutions for his Cooperation

in conduction the workshop. He also thanked Dr. Manoj Gupta Provost of Poornima University for

inspiring to conduct the workshop successfully. He further thanked Prof. (Dr) Mahesh .M. Bundele,

Dean(R&D) of Poornima University for providing all kinds of facilities to conduct such workshops in the

centre. He thanked IEEE Student Branch Poornima University Executive Committee Members for the

support in conduction of program. Lastly, he expressed his sincere thanks to all organizing committee

members who have actively played their role in planning and organizing this event.

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Group Photograph

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DAY 1 Saturday-23rd July 2016Venue: Lab G-59

Workshop Session

Time-10:15AM-11:45AM

Topic: Biomedical Images, their Acquisition and Processing

Name of the expert: Dr. Prashant Bansod

Speaker’s Biography

Dr. Prashant Bansod is presently working as Professor & Head, Department of Biomedical Engineering

at SGSITS, Indore. He did his doctoral degree in Biosciences & Bioengineering, from IIT Bombay,

Master’s in Electronics from VRCE, Nagpur and Bachelor’s degree in Electronics & Instrumentation

from DAVV Indore. He has total experience of more than 26 years as teacher, researcher and

administrator. His areas of research are Medical signal and image processing, sensors & Instrumentation.

Talk Delivered-

Dr. Prashant Bansod

Dr. Prashant Bansod, started the session of the first day with the basic concepts of Image processing. He

explained the some application areas of image processing such as Document Handling, Signature

Verification, Biometrics, Object recognition, Traffic Monitoring, Morphing, and Medical Applications

etc. He gave an insight about the types of images like Binary image, gray level image, color image, false

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color image, optical, infrared, ultraviolet, x-ray, Radar, MRI (RF), ultrasound, microwave, satellite

(geography), microscope, X-ray film, MRI machine. He also explained about image formation model &

basic concepts of Digital image. He also explained about the types of Medical image systems, some

problems related to medical images. He discussed about Medical image processing & its analysis,

categories or level of image processing. Lastly, he also discussed about typical image processing system

for medical imaging by given some examples.

Practical Session

Time-11:45AM-1:15PM

Topic: Demonstration & Tutorial on Biomedical Image Processing

Name of the expert: Dr. Prashant Bansod

Practical Session

In practical session participants were given hands on exercises on many programs related to

basic Image processing functions like imshow(), imread(), contrast enhancement, brightness

management, histogram equalization & nose insertion using MATLAB.

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Workshop Session

Time-2:00PM-3:30PM

Topic: Biomedical Signal, their Acquisition and Processing

Name of the expert: Dr. Nadir Charniya

Speaker’s Biography

Dr. Nadir Charniya is currently working as a Professor Department of Electronics and

Telecommunications Engineering, Vivekanand Education Society’s Institute of Technology,

Chembur, Mumbai. He received the M.E. (Electronics) from Victoria Jubilee Technical Institute,

Mumbai, and the Ph.D. in Design of Intelligent Sensors using a Neural Network approach. He has about

26 years of teaching experience. His Ph.D. work on Intelligent Sensors received the First Prize the

Maharashtra State Research Project Competition “AVISHKAR—2008.” His UG project on robotics

received First Prize and the “Maharashtra State Engineering Design Award” from the ISTE, India.

Talk Delivered-

Dr. Nadir Charniya

Post lunch, the next session of the day was continued by the Dr. Nadir Charniya with the introduction of

bioelectric signal like ECG, EEG & EMG. He covered the basic concepts of Electrocardiogram (ECG),

typical ECG, basic abnormalities in ECGs & types of blocks. Then he explained about the

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Electroencephalogram (EEG), EEG classifications, Artifacts in EEG. He also discussed about

Electromyography (EMG), its applications and EMG artifacts. Then he explained the working of

KUBIOUS HRV software for ECG analysis. He discussed the Biomedical Data Acquisition and

processing, Biomedical electrodes and its types. Lastly, he discussed about ECG Acquisition, ECG

Filtering, noise sources in ECG & EMG & EEG electrodes through some examples.

Practical Session

Time-3:45PM-5:30PM

Topic: Demonstration & Tutorial on Biomedical Signal Processing

Name of the expert: Dr. Nadir Charniya

Practical Session

Participants were given hands on exercises on ECG Programs like ECG smoothing, ECG DC

Shift, ECG normalization & ECG remove base line shift using MATLAB and were executed in

tutorial made by Dr. Nadir Charniya. The session ended with a discussion where the participants

shared their views.

The session and the first day ended with participants eager to learn even more on the second day of the

workshop.

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DAY 2 Sunday- 24rth July 2016

Venue: Lab G-59

Workshop Session

Time-8:00AM-10:00AM

Topic: Time and Frequency Domain Analysis of Biomedical Signals and Images

Name of the expert: Dr. A. D. Shaligram

Speaker’s Biography

Dr. Arvind Shaligram is presently Professor and Head, Department of Electronic Science at University

of Pune. He has a professional experience of more than 35 years. His areas of research interest are

embedded systems and VLSI design, Nanoelectronics, Optoelectronic sensors and systems, LED Lighting

systems performance and reliability and Wireless Sensor Networks. He has on his credit 29 books,

laboratory manuals, 492 research papers with 406 Citations, 41 Invited talks. He has guided 30 students

for Ph.D. and 18 students for M. Phil. He has completed 22 research projects funded by various

Government funding agencies in India, including DOE, UGC, DIT, DAE, CSIR, DST, DRDO and ISRO

as Principal or co-investigator.

Talk Delivered-Dr. Arvind Shaligram started the session of the second day with the introduction of Biomedical Signals,

characteristics of bio-signals and its examples. He discussed the basic components of bioelectrical signals,

action potential depolarization & repolarization. He also discussed about the Electroneurogram (ENG),

Electromyogram (EMG), Electrocardiogram (ECG), Myocardial ischemia, Electroencephalogram (EEG),

Electrogastrogram (EGG), Vibromyogram (VMG), and Vibroarthogram (VAG). Discuss the comparison

of Biomedical signals through some examples. He explained Time Domain & Frequency domain

analysis for biomedical signals & Images. He also discussed Time- Frequency Analysis, Short time

Fourier analysis, Wavelet analysis & Wavelet transform. He concluded his session by explaining the

Factors affecting EEG Signals interpretation, Characteristic of EOG Signal & Artifacts removal methods

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Workshop Session

Time-10:15AM-11:45AM

Topic: IoTs for Health Care Applications- Case Study

Name of the expert: Dr. Nadir Charniya

Dr. Nadir Charniya

Talk Delivered-The next session of the day was started by Dr. Nadir Charniya on importance of Internet of Things (IoT)

for Health care applications. He discussed the basic concept of IoT. He also explained the Internet of

Things(IoT) revolution. Then he explained the applications of IoT by given some examples. The

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concepts of Internet of Medical Things (IoMT) & architectures of IoT for healthcare were also discussed

by him. After that he explained State of the Art of IoT, challenges of IoT. He concluded his session by

discussing a small project “Remote Patient Health Monitoring System using Raspberry Pi and Arduino”.

Workshop Session

Time-11:45AM-1:15AM

Topic: Pattern Classification of Electrocardiogram Signals

Name of the expert: Dr. R. B. Ghongade

Speaker’s Biography

Dr. Rajesh B. Ghongade is presently working as Professor in Department of Electronics and

Telecommunication from Pune University, Pune. He did his Bachelore’s, Master’s and Doctoral degrees

in Electronics & Telecommunication from Pune University, Pune. His areas of interest are Artificial

Neural network, Pattern Classification, Biomedical Signal Processing, Electronic Circuit Design, PCB

Artwork Design. He has more than 21 years of experience in teaching and research.

Talk Delivered-The next session was continued by Dr. Rajesh B. Ghongade. Prof. Ghongade explained the basic

concepts of Neural Network i.e. neurons, weights, activation function, linear classifier and non linear

classifier. He also explained the applications of artificial neural network in medical domain. Then he

discussed the Anatomy of Heart, ECG signal & need of an intelligent ECG Classifier. He also discussed

the classifier performance metrics for ECG, different types of ANN model Lastly, he discussed the

concepts of ten class classifier of heartbeats, feature extraction scheme & search for the best feature

extraction using MLP classifier.

Practical Session

Time-2:00PM-3:30PM

Topic: Demonstration / Tutorials on Time and Frequency Domain Analysis of Biomedical Signals and

Images

Name of the expert: Dr. A. D. Shaligram

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Post lunch, the practical session of the day was continued by the Dr. A. D. Shaligram.

Participants were given hands on exercises on implementation of the Radon Transform, Fourier

transform of f(x,y), space domain & frequency domain using MATLAB.

Practical Session

Time-3:45PM-5:30PM

Topic Demonstration / Tutorials on Pattern Classification of Electrocardiogram Signals

Name of the expert: Dr. R. B. Ghongade

Practical Session

The next session was continued by Dr. R. B. Ghongade by giving hands on exercises on the

Pattern Classification of Electrocardiogram Signals using MATLAB. The session ended with a

discussion where the participants shared their views

The session and the second day ended with participants eager to learn even more on the third day of the

workshop.

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DAY 3 Monday- 25th July 2016

Venue: Lab G-59

Workshop Session

Time-8:00AM-10:00AM

Topic: Microwave Sensing and Imaging for Bio-medical Applications

Name of the expert: Dr. Abhay Gaikwad

Speaker’s Biography

Dr. Abhay Gaikawad is presently working as Professor in Electronics Engineering at Babasaheb Naik

College of Engineering Pusad, Yavatmal District in Maharashtra. He did his doctoral degree from IIT

Roorkee in 2012. He has more than 21 years of experience in teaching and research. His areas of interest

are microwave imaging and its applications. He has received Young Scientist award in Second Rashtriya

Yuva Vaigyanik Sammelan -2010, Uttarakhand, India.

Talk Delivered-

Dr. Abhay Gaikawad

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Dr. Abhay Gaikawad started the session of the third day with the introduction of the imaging modality

like CT-scan MRI etc. Then he discussed about some concepts of CT-Scan, its advantages & drawbacks.

He also discussed about microwave signals transmitters & receivers. Then he explained the electrical

properties of tissues, different imaging methods used for MSI, receiving & sending of biomedical images

& signals from remote areas to the doctors for the consultation. Finally, he concluded the session by given

some remarks on the expected development of microwave imaging techniques for biomedical

applications.

Workshop Session

Time-10:15AM-11:45AM

Topic: Brain CT-Scan Images for Ischemic Stroke & RBC-WBC Analysis

of Blood Cells

Name of the expert: Mr. Sunil Agrawal

Speaker’s Biography

Mr. Sunil M. Agrawal is presently working as Associate Professor and Head of Electrical Engineering

department at Babasaheb Naik College of Engineering Pusad, Yavatmal, MS. He has more than 28 years

experience in teaching & research. His areas of research are Digital Signal Processing, Digital Image

Processing, Control System, Soft Computing. He has published 19 research papers in National/

International Journals and Conference.

Talk Delivered-

Mr. Sunil Agrawal

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The next session was continued by Mr. Sunil M. Agrawal with the introduction of Ischemic stroke. He

also discussed the Brain CT-Scan Images for Ischemic stroke. After that he explained about the concepts

of composition of Blood, normal ranges of blood attributes. He also explained the concepts of blood test,

purpose of blood test & existing methods for blood test. He discussed the causes of variations in blood

cell attributes. He explained the algorithm for RGB to HSV conversion method for blood sample. In the

second half of presentation he discussed the HOUGH transform method, its working & Graphical user

interface for this model. He concluded the session by comparing the result obtained by RGB to HSV

conversion method & HOUGH transform method for detection of red blood cell and white blood cells in

blood samples.

Practical Session

Time-11:45AM-1:15AM

Topic: Demonstration & Tutorials on Microwave Image Analysis

Name of the expert: Dr. Abhay Gaikwad

Practical Session

The Practical session of the day was continued by Dr. Abhay Gaikwad. In this session, hands

on exercises on the microwave sensing programs and tutorials are given on To Plot Return loss,

Convert Frequency domain to Time domain & Effect of Windowing using MATLAB.

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Practical Session

Time-2:00PM-3:30PM

Topic: Demonstration and Tutorials on Brain Images

Name of the expert: Mr. Sunil Agrawal

The afternoon practical session was taken by Mr. Sunil Agrawal by giving hands on exercises

on WBC & RBC analysis of blood samples using image processing and tutorials on brain images

on MATLAB. The session ended with a discussion where the participants shared their views.

Mr. Sunil Agrawal

Finally, the workshop concluded with participants sharing their experience & could utilize the

opportunity to practically learn various topics in Biomedical Signal Processing and its

applications that will be useful for pursuing their own research work. Every speaker was really

resourceful and all were open to the questions.

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Valedictory Session

Of

National Workshop on Biomedical Signal Processing & Health CareApplications

Day & Date:- Monday, 25 July, 2016Time: - 4:00 PM to 4:55PM AM

Venue: - Seminar Hall (Ground Floor-G-02)

S. No. Activities Time Faculty/Dignitaries

1. Seating of Faculties & Delegates 03:45-03:50

2. Arrival of Dignitaries 03:50-04:00

3. Welcome of Dignitaries 04:00-04:05 Dr. Manoj Gupta, Provost, Poornima University, Dean SET, PoornimaUniversityDr. Abhay Gaikwad, BNCOE, PusadMr. Sunil Agarwal, BNCOE, PusadDr. Mahesh Bundele, Dean , R &D, Poornima UniversityProf. Arun Dev Dha r Dwivedi, Branch Counselor, IEEE Student Branch,Poornima UniversityMr. Devendra Somwanshi, Convener & IEEE Branch Chair, PoornimaUniversityMr. Aditya Sharma, Co-ConvenerMs. Shikha Gautam, IEEE Branch Vice Chair, PUMs. Garima Mathur, Secreatary, IEEE Branch ,PUMr. Ashmit Kothari , Joint Secretary, IEEE Branch ,PU

4. Felicitation of Dignitaries 04:05-04:10Dr. Abhay Gaikwad, BNCOE, Pusad by Shikha GautamMr. Sunil Agarwal, BNCOE, Pusad by Devendra Somwanshi

5.Welcome Address by BranchCounselor

04:10-04:15 Prof. Arun Dev Dhar Dwivedi, Branch Counselor, IEEE Student Branch,Poornima University

6. Workshop Report byDr. Mahesh Bundele

04:15-04:20Dean , R &D, Poornima University

7. Participant Feedback04:20-04:25 Any Participant

8. Certificate Distribution 04:25-04:35 Dr. Manoj Gupta, Provost, Poornima University, Dean SET, PoornimaUniversityDr. AbhayGaikwad, BNCOE, PusadMr. Sunil Agarwal, BNCOE, Pusad

9. Address by Mr. SunilAgarwal

04:35-04:40 BNCOE, Pusad

10. Address by Dr. Manoj Gupta04:40-04:50

Provost, Poornima University, Dean SET

11. Vote of Thanks by Ms. ShikhaGautam

04:50-04:55Secretary, IEEE Branch Vice Chair, PU

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DAY 3 Monday-25th July 2016Valedictory Session (4:00PM-4:55PM)

The program started with welcome of Dignitaries Dr. Manoj Gupta, Provost, Poornima University, Dr.

Abhay Gaikwad, BNCOE, Pusad, Mr. Sunil Agarwal, BNCOE, Pusad, Dr. Mahesh Bundele, Dean R &D,

Poornima University and Prof.Arun Dev Dhar Dwivedi, Branch Counselor, IEEE Student Branch,

Poornima University by bouquet and memento. Mr. Devendra Somwanshi IEEE student branch chair &

Convener of the workshop presented the bouquet & memento to our guest Mr. Sunil Agarwal, BNCOE,

Pusad. Ms. Shikha Gautam IEEE student branch Co-chair presented the bouquet & memento to Dr.

Abhay Gaikwad, BNCOE, Pusad.

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Prof. Arun Dev Dhar Dwivedi

Welcome Address by IEEE Branch Counselor

Prof. Arun Dev Dhar Dwivedi, Branch Counselor, IEEE Student Branch, Poornima University extend a

warm welcome to all the dignitaries on the dais, all the head of departments, faculty members, IEEE

executive members and participants on the occasion of valedictory session of the three days National

workshop on Biomedical Signal Processing and health care applications. He congratulates the organizing

committee and executive committee of the IEEE student’s branch for successfully organizing this first

event by IEEE branch. He also said that more such event will be organized by IEEE student’s branch,

Poornima University. He told that the inauguration of the IEEE student’s branch, Poornima University is

scheduled on 2nd of August 2016. Various other activities are under planning to be organized by IEEE

branch, Poornima University. He said that four IEEE society chapters namely IEEE computer society

chapter, IEEE Electron device society chapter, IEEE power and energy society chapter, IEEE robotics

and automation society chapters are under the process of approval from IEEE. More activities will be

organized by various IEEE society chapters in future. He wish that knowledge acquired by all the

participants and faculty members by attending this workshop during last 3 days will be utilized by them

in execution of various projects at Bachelor's , Master's, Doctoral level. He expressed thanks to Dr K. K.

S. Bhatia , President Poornima University, Dr. Manoj Gupta , Provost Poornima University and Dr.

Mahesh Bundele, Dean R & D Poornima University for their help and guidance. He also thankful to all

who made this event successful.

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Prof. (Dr) Mahesh .M. Bundele

Workshop Report by Dean (R&D)

Prof. (Dr) Mahesh .M. Bundele, Dean (Research & Development) and presented report that total 47

participants including B.Tech, M. Tech & Ph. D. research scholars and the faculty members belonging to

Poornima and outside Poornima. He made an appeal to the participants to keep continuity in using the

knowledge of workshop and implement the concepts of Biomedical Signal Processing in their projects.

He presented that sample analysis of feedback presents that 50 % participants said excellent, 25 % said

very good, 20 % said good on an average. He expressed thanks to ISTE, IEI and ISLE for their support to

the event. He expressed gratitude and thanks to the Management of Poornima University including Dr. S.

M. Seth, Chair person of Poornima University and Mr. Shashikant Singhi Director General of Poornima

Foundation for providing all kinds of facilities to conduct such events. He extended his gratitude and

thanks to Dr. K. K. S. Bhatia and Dr. Manoj Gupta for their guidance and support to the event. Lastly

he expressed thanks to organizing team of the workshop for their support, dedication, team work and

untiring efforts. He enlightened the success of the workshop.

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Feedback from Participants

Written feedback was collected from each participant during last session. Oral feedbacks and views

shared by the participants here revealed that the workshop has successfully fulfilled the objectives of the

workshop set forth. They praised the organizers who conducted the three days national workshop for

their immense experience and valuable inputs as well as their friendly nature. The participants gave

positive response by thanking the organizers for a great hospitality and all the arrangements.

Feedback

Certificate Distribution

Prof. Mahesh Bundele Dean ( R & D), Dr. Manoj Gupta, Provost, Poornima University, Dean SET,

Poornima University, Dr. Abhay Gaikwad, BNCOE, Pusad & Mr. Sunil Agarwal, BNCOE, Pusad

distributed the certificates to the participants.

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Certificate Distribution

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Mr. Sunil Agarwal

Address by Mr. Sunil Agarwal

The Expert Mr. Sunil Agarwal, Associate Professor BNCOE Pusad briefed about the importance of the

topic. He motivated everyone to actively participate in the workshop to get benefited. He also stressed

upon the importance of research, especially the importance and need of Biomedical Signal Processing

in research. He wished that the department should conduct many more such workshops to encourage the

student community for quality research He thanked the organizers to conduct this kind of workshops.

He expressed thanks to Poornima University management for inviting them for the workshop and making

the arrangement.

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Address by Provost

Dr. Manoj Gupta

The Provost Dr. Manoj Gupta motivated the participants for implementing the concept of Biomedical

signal processing, image processing, and its applications with greater efficiency in their own research

work. He elaborated through certain examples that how they can use this concept in future.

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Vote of Thanks

Ms. Shikha Gautam

Finally vote of thanks was proposed by Ms. Shikha Gautam IEEE Student branch Co-Chair to all the

dignitaries including the experts. She expressed gratitude and thanks to the Management of Poornima

University including Dr. S. M. Seth, Chair person of Poornima University and Mr. Shashikant Singhi

Director General of Poornima Foundation for providing all kind of facilities to conduct such workshops in

the centre. She further thanked Dr. K. K. S. Bhatia, Dr. Manoj Gupta & Prof. Mahesh Bundele for

their guidance and support to the event and all others involved in the workshop for successful completion

of the workshop.

The Valedictory session of the workshop concluded with Poornima Gaan.

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List of Participants attended the workshop

CategoryTotal

Faculty PCE 2PIET 2PGI 4PU 10

Ph. D.Scholars

PU 4

M. Tech.Scholars

PU 6

B. Tech.Students

PIET 6PGI 8PU 5

Total 47

Attendance of Participants

ATTENDANCE SHEET( BMAHCA-2016, National Workshop)23-25 July 2016

Ph.D SCHOLARS

Name Batch/SemDay 1

Attendance(4)

Day 2Attendance

(4)

Day 3Attendance

(4)

Total(12)

Madhvendra Saxena 13-14 Odd Sem 4 4 1 09Ramesh chand

Meena13-14 Odd Sem 0 0 0 0

Ram swaroop Lal 13-14 Odd Sem 2 0 0 2

Mahima Asthana 15-16 Odd Sem 4 4 4 4

M.TECH SCHOLARS

Shivani Garg CE, PU 1 2 0 3

Saurabh Kumawat VLSI, PU 0 0 0 0

Sangeeta Kumari VLSI, PU 0 0 0 0

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Gyan dev Mishra IAC, PU 0 2 0 2

Pallavi Sharma CE, PU 0 0 0 0

Mukesh Sharma CE, PU 1 2 0 3

FACULTY

Shikha ShrivastavaDepartment of CSE,

PCE4 4 4 12

Dr. Santosh kumarAgrahari

Department of ECEin PCE

4 4 4 12

Manju MangtaniDepartment of CSE

in PIET4 3 3 10

Nikita GautamDepartment of ECE

in PIET4 3 4 11

Bhanwar veer SinghDepartment of ECE

in PGI4 3 4 11

Trilok chand SoniDepartment of CSE

in PGI4 0 4 08

Amitesh kumarDepartment of CSE,

PGI1 0 1 2

Dr. Ajay MauryaDepartment of CSE

in PGI4 4 0 8

Kapil ShrivastavaDepartment of EE in

PU4 3 2 9

Neha SrivastavaDepartment of CE

in PU4 2 4 10

Pankaj JadwalDepartment of CE

in PU2 2 2 6

Shikha GautamDepartment of CE

in PU4 2 1 7

Ashish RajDepartment of EE in

PU4 3 2 9

Anmol ChaturvediDepartment of EE in

PU4 4 4 12

Garima MathurDepartment of CE

in PU3 2 1 6

Dr. AnupamKeshari

Department of MEin PU

4 0 0 4

Dr. Arun Dev DharDwivedi

Department of EEEin PU

4 4 4 12

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Dr. Nidhi MishraDepartment of CE

in PU4 4 4 12

B.TECH STUDENTS

Shubham Parashar Department OF ECE,PIET 3 0 0 3

Deepak Mewara Department OF ECE,PIET 3 0 0 3

Ashish kumar Jain Department OF ECE,PIET 3 0 0 3

Sudhiksha Bishnoi Department OF CSE,PGI 1 0 0

1

Tanu Soni Department OF CSE,PGI 1 0 0

1

Md. Azher Department OF CSE,PGI 1 0 0

1

Satish kumar Saini Department OF CSE,PGI 1 1 0

2

Virendra Singh Department OF CSE,PGI 1 0 0

1

Vishal Meena Department OF CSE,PGI 4 1 0

5

Suyash Katyayan Department OF CSE,PGI 4 1 0

5

Karishma Babbar Department OF CSE,PGI 1 0 0

1

BasundhraDepartment OF ECE,

PIET 3 0 03

DeependraKumawat Department OF ECE,

PIET 3 0 03

Girish SharmaDepartment OF ECE,PIET 3 0 0 3

Himanshu Bhati Department OF CE ,PU 4 4 4

12

Nishant Kumar Department OF CE,PU 4 4 3

11

Rahul Nayan Department OF CE,PU 4 4 4

12

Mauli Ranjan Department OF CE,PU 4 4 0

8

Paras Jain Department OF CE,PU 4 4 4

12

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Feedback Form

National Workshop on Biomedical Signal Processing & Health CareApplications

(23-25 July, 2015)

** (1-Excellent, 2- Very Good, 3- Good, 4-Poor, strike off the desired number as choice)

The Workshop contents:

o Relevance 1 2 3 4

o Depth 1 2 3 4

o Interesting 1 2 3 4

o Importance 1 2 3 4

o Understanding 1 2 3 4

Experimentation Exposure

o Duration 1 2 3 4

o Confidence in subject matter Built 1 2 3 4

o Implementation Confidence Built 1 2 3 4

The facilitators:

o Knowledge 1 2 3 4

o Preparedness 1 2 3 4

o Response to participant’s questions 1 2 3 4

o Delivery 1 2 3 4

o Methodology 1 2 3 4

Overall Understanding of concepts 1 2 3 4

Duration of the Workshop 1 2 3 4

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Overall, how would you rate this Workshop? 1 2 3 4

Session you like the best

__________________________________________________________________

Session you like the least

_________________________________________________________________

Which of the biomedical signal you would like to work or guide M. Tech. /B. Tech.

Project:

ECG/EEG/EMG/None

Which of the biomedical images you would like to work or guide M. Tech./B. Tech.

projects:

CT Scan/MRI/Ultrasound/X-Ray/Retina/PET/None

Which of the diseases you would like to work / guide:

Heart Disease/Cardiac Attack/Brain Tumor/Any other (mention)

______________________________________

Would you like to work in Microwave Sensing & Imaging? Yes / No

Would you like to work on blood cells images? Yes / No

Do you need any guidance to proceed further? Yes / No

What kind of training you need that would help you in working further?

Suggestions

________________________________________________________________________

________________________________________________________________________

_____________________________________

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________________________________________________________________________

___________

Name:……………………………………………………………………

Campus:………………………………………………………………….

Department:……………………………………………………………..

Email ID: ………………………………………………………………

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Workshop Feedback Analysis

Attributes Comments No. Of Comments

The Workshopcontents

Relevance

Excellent 2Very Good 4Good 3Poor 0

Depth

Excellent 0Very Good 1Good 7Poor 1

Interesting

Excellent 2Very Good 4Good 3Poor 0

Importance

Excellent 1Very Good 5Good 2Poor 1

Understanding

Excellent 0Very Good 4Good 5Poor 0

ExperimentationExposure

Duration

Excellent 2Very Good 2Good 3Poor 2

Confidence insubject matter

Built

Excellent 1Very Good 4Good 4Poor 0

ImplementationConfidence Built

Excellent 1Very Good 4Good 4Poor 0

The facilitators Knowledge Excellent 2Very Good 6

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The facilitators

KnowledgeGood 1Poor 0

Preparedness

Excellent 2Very Good 4Good 3Poor 0

Response toparticipant’s

questions

Excellent 1Very Good 4Good 4Poor 0

Delivery

Excellent 2Very Good 3Good 3Poor 1

Methodology

Excellent 2Very Good 4Good 3Poor 0

OverallUnderstanding of

concepts

Excellent 1Very Good 5Good 3Poor 1

Duration of theWorkshop

Excellent 1Very Good 4Good 5Poor 0

Overall, how wouldyou rate thisWorkshop?

Excellent 2Very Good 4Good 3Poor 1

Which of thebiomedical signal youwould like to work or

guide M. Tech. /B.Tech. Project

ECG 9

EEG 0

EMG 1

None 1Which of the

biomedical imagesyou would like towork or guide M.

Tech./B. Tech.projects

CT scan 5MRI 0Ultrasound 2X-Ray 0Retina 4PET 0

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WORKSHOP REPORT

Which of the diseasesyou would like to

work / guide

Heart Disease 4Cardiac attack 1Brain tumor 2Other Retina, stroke

Would you like towork in MicrowaveSensing & Imaging?

Yes 5

NO 5

Would you like towork on blood cells

images?

Yes 5

NO 5

Do you need anyguidance to proceed

further

Yes 9

NO 1

Suggestions: The participant of Three Days National Workshop on Biomedical Signal Processing& Health Care Applications has given some important suggestions. The suggestions are as follows:

The sessions of Practical/ Demonstration should be more.

Should give more practical Knowledge with hands on session.

Improvements required in hospitality of guest speakers.

Strengths

The workshop theme and objectives were very good in line with the requirements

Speakers invited were also very good as required.

All the sessions were quite interactive.

Publicity was done in person by moving around in almost all the Institutions/ Universities in

Jaipur. Through mail all over India.

Participants utilized the opportunity to learn various topics in Biomedical Signal Processing

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WORKSHOP REPORT

Weaknesses

Inspite of wide publicity the response for the participation around was very poor.

Fast delivery of advanced concepts and case studies.

Lack of basic knowledge of MALAB in participants.

News Publicity

Page 50: July 23-25, 2016site.ieee.org/sb-poornima/files/2015/01/Biomedical_Workshop_report.pdf · WORKSHOP REPORT Detailed Schedule A Three Days National Workshop on Biomedical Signal Processing

WORKSHOP REPORT