Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and...
-
Upload
vuongthien -
Category
Documents
-
view
224 -
download
4
Transcript of Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and...
![Page 1: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/1.jpg)
Information SystemsIntroduction to concepts, requirements, approaches, and best-practices for designing Information systems in hybrid data infrastructure
Pasquale Pagano
![Page 2: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/2.jpg)
Pasquale Pagano
12
/12
/16
Info
rma
tion S
yste
ms
2
• Education• Master Degree in Computer Science
• Ph.D in Information Engineering on Distributed Systems
• Organization• CNR – ISTI, InfraScience Group
• Experience• D4Science Hybrid Data Infrastructure, Technical Director• gCube Open-Source Framework, Technical Director• BlueBRIDGE EU Project, Technical Director• SoBigData EU Project, Infrastructure Manager• Parthenos EU Project, Infrastructure Operation Manager
• Bio and contact• it.linkedin.com/in/pasqualepagano/• [email protected]
![Page 3: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/3.jpg)
Outline
Information System
• What it is and how to define it
Context
• Hybrid cloud-based infrastructure
Resource Registry
• Hybrid cloud-based infrastructure information system
Conclusions
12
/12
/16
Info
rma
tion S
yste
ms
3
![Page 4: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/4.jpg)
Information Systems
An information system (IS) is
• any organized system for the collection, organization, storage and communication of information
• an integrated set of components for collecting, storing, and processing data and for providing information, knowledge, and digital products [Encyclopaedia Britannica]
Information consists of data that is
1. accurate and timely,
2. specific and organized for a purpose,
3. presented within a context that gives it meaning and relevance,
4. can increase understanding and decrease uncertainty
12
/12
/16
Info
rma
tion S
yste
ms
4Introduction
![Page 5: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/5.jpg)
Information Systems
An information system (IS) is
• a combination of hardware, software, infrastructure and trained personnel organized to facilitate planning, control, coordination, and decision making in an organization [businessdictionary]
Trained personnel consists of human resources and :
1. procedures for using, operating, and maintaining the information system
2. set of basic principles and associated guidelines, a.k.a policies, formulated and enforced to direct and limit actions in pursuit of long-term goals
12
/12
/16
Info
rma
tion S
yste
ms
5Introduction
![Page 6: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/6.jpg)
Information Systems
An information system (IS) is
• a software system to capture, transmit, store, retrieve, and manipulate data produced by software systems to provide access to information, thereby supporting people, organizations, or other software systems [MIT Press]
Software systems become producer and consumer of the Information System making it at the core of their business activities
12
/12
/16
Info
rma
tion S
yste
ms
6Introduction
![Page 7: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/7.jpg)
Information Systems Definition
A software system
• to capture, transmit, store, retrieve, and manipulate data produced by software systems
• to provide access to information, organized for a purpose and within a contextual domain• used, accessed, and maintained according to well-known procedures
operated under the limit of the (evolving) organization policies
• to support people within an organization and other software systems
12
/12
/16
Info
rma
tion S
yste
ms
7Introduction
![Page 8: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/8.jpg)
CONTEXT
Hybrid cloud-based infrastructure
12
/12
/16
Info
rma
tion S
yste
ms
8
![Page 9: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/9.jpg)
e-Infrastructures
e-Infrastructures enable researchers in different locations across the world to collaborate in the context of their home institutions or in national or multinational scientific initiatives.
They can work together by having shared access to unique or distributed scientific facilities (including data, instruments, computing and communications)
12
/12
/16
Info
rma
tion S
yste
ms
9Context
![Page 10: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/10.jpg)
e-Infrastructures 12
/12
/16
Info
rma
tion S
yste
ms
10Context
![Page 11: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/11.jpg)
e-Infrastructures
Data e-Infrastructure: an e-Infrastructure promoting data
sharing and consumption. Addresses the needs of the
research activity performed by a certain community.
Info
rma
tion S
yste
ms
12
/12
/16
11Context
![Page 12: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/12.jpg)
e-Infrastructures
Computational e-Infrastructure: an e-Infrastructures
offering computational resources distributed in a network
environment. Uses Cloud computing to execute calculations
with a large number of connected computers. Offers
collaboration facilities for scientists to share experimental
results
Info
rma
tion S
yste
ms
12
/12
/16
12Context
![Page 13: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/13.jpg)
Requirements for e-Infrastructures
• Support collaborative research and experimentation
• Implement Reproducibility-Repeatability-Reusability
• Allow sharing of data, methods, workflows, and findings
• Grant open access to produced scientific knowledge and data
• Tackle simplified access to existing computing and storage resources
• Ensure low operational and maintenance costs
• Manage heterogeneous data and service access policies
13
12
/12
/16
Info
rma
tion S
yste
ms
Context
![Page 14: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/14.jpg)
Virtual Research Environment 12
/12
/16
Info
rma
tion S
yste
ms
14
An operational environment
• Where set of resources (data,
services, computational, and
storage resources)
• are assigned to group of users
via interfaces
• for a limited timeframe
L. Candela, D. Castelli, P. Pagano (2013) Virtual Research Environments: An Overview and a Research Agenda. Data Science Journal, Vol. 12
Created on demand
Regulated by tailored policies
No cost for the resource providers
Open to host and operate custom software
Context
![Page 15: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/15.jpg)
D4ScienceEuropean e-Infrastructure
D4Science is both a Data and a Computational e-
Infrastructure that federates other e-Infrastructures across
administration domains - Hybrid Data Infrastructure
Moreover, it
• Implements the notion of e-
Infrastructure/platform/software as-a-Service
• it offers on demand access to data management services and
computational facilities;
• is policies-driven through the true implementation of Virtual
Research Environments
12
/12
/16
Info
rma
tion S
yste
ms
15Context
![Page 16: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/16.jpg)
Infrastructure as a Service
Infrastructure as a service (IaaS) is a standardized, highly automated offering, where compute resources, complemented by storage and networking capabilities are owned and hosted by a service provider and offered to customers on-demand.
• IaaS also hosts users' applications and handles tasks including system maintenance, backup, and recovery planning.
• Customers are able to self-provision this infrastructure, using a Web-based graphical user interface that serves as an IT operations management console for the overall environment.
• API access to the infrastructure may also be offered as an option.
12
/12
/16
Info
rma
tion S
yste
ms
16Context
![Page 17: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/17.jpg)
Cloud Computing
• IaaS is one of three main categories of cloud computing services, complemented by
• Software as a Service (SaaS)
• software distribution model in which applications are made available to customers over the Internet.
• removes the need to install and run applications on owned data center.
• eliminates the expense of hardware acquisition, provisioning and maintenance, as well as software licensing, installation and support.
• Platform as a Service (PaaS)
• cloud computing model that delivers application development frameworks to its users as a service.
12
/12
/16
Info
rma
tion S
yste
ms
17Context
![Page 18: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/18.jpg)
Cloud Computing Characteristics
• On-demand• Provision of computing resources, such as server, service, and
storage, as needed without requiring human interaction
• Broad network access• Resources are available over a network
• Resource pooling• Resources pooled to serve multiple users using a multi-tenant model,
with physical and virtual resources dynamically assigned and reassigned according to consumer demand
• Rapid elasticity• Resources elastically provisioned and released, automatically, to
horizontally scale rapidly outward and inward as needed
• Measured service• Resources usage is monitored, controlled, and reported
12
/12
/16
Info
rma
tion S
yste
ms
18Context
![Page 19: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/19.jpg)
D4Science is an hybrid cloud-based infrastructuretechnologies integrated to provide
elastic access and usage of data and data-management capabilities
12
/12
/16
Info
rma
tion S
yste
ms
Humanities and Cultural Heritage
Social Mining
Environmental Studies
Biological and Ecological Studies
Context 19
![Page 20: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/20.jpg)
D4Science Service Provision
12
/12
/16
Info
rma
tion S
yste
ms
20
Empowered Hardware
Package
Repository HW
gHN
Failure Recovery
HWgHN
HWgHN
Service provision continuity
HWgHN
HW gHN
Balancing utilization with head room
Dynamic Load Balancing
WS
State
WS
State
CPU Usage
30%
CPU Usage
90%
Rapid deployment
Production
HW
gHNPackage
Repository
WS
Dynamic deployment
…WS
State
WS
State WS
State
WS
State
…WSWS
Context
![Page 21: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/21.jpg)
12
/12
/16
Info
rma
tion S
yste
ms
D4Science is an hybrid cloud-based infrastructure
• 63 VREs hosted
• +3100 users
• in 44 countries
• from +80 Institutions
• + 430 millions service calls a year
• + 1600 distinct caller hosts
• +25,000 derivative data/month
• +50 data providers
• over a billion quality records
• +20,000 temporal datasets
• +50,000 spatial datasets
• 99.8% service availability
Context 21
![Page 22: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/22.jpg)
Hybrid cloud-based infrastructurechallenges
Hundred software systems opportunistically deployed on demand
• The software systems to manage are not known at design time
• The location of any service is known only at runtime
• Any software system has to discover the location of the targeted service before to use it
• All software systems have to be monitored, controlled, and reported
• Status, load, exploitation usage, and accounting data have to be constantly updated to enable elasticity and pooling of resources
All these data are managed by the infrastructure Resource Registry
12
/12
/16
Info
rma
tion S
yste
ms
22Resource Registry
![Page 23: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/23.jpg)
RESOURCE REGISTRY
Hybrid cloud-based infrastructure information system
12
/12
/16
Info
rma
tion S
yste
ms
23
![Page 24: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/24.jpg)
Resource Registry
The infrastructure Resource Registry is an Information System designed to support the operation of an hybrid cloud-based infrastructure
• To capture, transmit, store, retrieve and manipulate data from any software system enabled on the infrastructure• Location and properties• Status, load, exploitation usage, and accounting data
• To provide access to information, organized to enable• Monitoring, validation, and reporting• Elasticity and pooling of resources
• To support any software system to• Discover services and infrastructure
resources
12
/12
/16
Info
rma
tion S
yste
ms
24Resource Registry
![Page 25: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/25.jpg)
Resource Registry abstract system view
The Resource Registry - core of a SOA within the complexities of an hybrid cloud-based infrastructure – must enable
• a set of resource management functions
• enabling functions• publication, discovery
• monitoring, deployment
• contextualization, security, execution
• data management functions• access, store
• index, search
• transfer, transform
• plus a set of applications
• built against those functions
12
/12
/16
Info
rma
tion S
yste
ms
25Resource Registry
![Page 26: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/26.jpg)
Resource Registryabstract system view
• Resource types: abstract view over functions
• defined by specifications
• multiple implementations, over time / concurrently
• different implementations, different information
• system cannot globally define them
• implementations produce/consume different facets, independently
• resource semantics dynamic
• no longer predefined in class hierarchies
• implicitly captured by current facets
• changes over time / across “similar” resources
12
/12
/16
Info
rma
tion S
yste
ms
26Resource Registry
![Page 27: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/27.jpg)
Resource Registry 12
/12
/16
Info
rma
tion S
yste
ms
27
resource
registry
Resource Registry
![Page 28: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/28.jpg)
Resource Registryresource model
• defines a framework for collecting facets
• some common properties
• a loose binding to XML/Json
• all resources have:
• A unique identifier
• optional name and description
• one or more policies
• zero or more facets
• uniquely identified
• arbitrary otherwise
12
/12
/16
Info
rma
tion S
yste
ms
28Resource Registry
![Page 29: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/29.jpg)
Resource Registryresource model
12
/12
/16
Info
rma
tion S
yste
ms
29Resource Registry
![Page 30: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/30.jpg)
Resource ModelEntities and Relations
12
/12
/16
Info
rma
tion S
yste
ms
30
ResourceInstance
Resource Schema
FacetInstance
FacetSchema
consistsOf
1..n
consistsOf
1..n
conformsTo
1..n
Application Domain
defines
1..ndefines
1..n
Context
contains
1..n
belongsTo
1..n
isRelatedTo
0..n
conformsTo
1..n
Resource
isDescribedBy
1..1
isParentOf
1..n
Resource Registry
![Page 31: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/31.jpg)
Resource ModelEntities and Relations
12
/12
/16
Info
rma
tion S
yste
ms
31Resource Registry
![Page 32: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/32.jpg)
Resource Modelmilestones
• Open-ended model for describing resources
• Open-ended set of manageable resources
• Ability to evolve with the evolving needs of the infrastructure at no cost for its clients
• by supporting new types of resources at run-time
• by supporting evolution in the way a resource is described
• by supporting the same resource type described by using different models
12
/12
/16
Info
rma
tion S
yste
ms
32Resource Registry
![Page 33: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/33.jpg)
Resource Registryarchitecture O
cto
be
r 1
8th
20
16
To
wa
rds th
e n
ew
In
form
ation S
yste
m
33
Resource RegistryGraph DBGraph DB
Graph DB
IS-Model
Any Service
PEP
PDP
High Availability Proxy
Resource Registry Client Resource Registry Publisher
Resource Registry
![Page 34: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/34.jpg)
Conclusions
• Any information system has to be designed for a purpose and within a contextual domain
• A Resource Registry is an Information System designed to support the operation of an infrastructure
• Open-ended model since infrastructure resources may not known in advance
• Open-ended set of manageable resources since an infrastructure lifetime may span several decades
• Non-functional requirements - e.g. availability, reliability – are key requirements to consider in the design phase
12
/12
/16
Info
rma
tion S
yste
ms
34
![Page 35: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/35.jpg)
Further Reading• Candela, Leonardo, Donatella Castelli, and Pasquale Pagano. "Virtual research environments: an overview and a research agenda." Data
Science Journal 12.0 (2013): 65-91
• Papazoglou, Mike P., and Willem-Jan Van Den Heuvel. "Service oriented architectures: approaches, technologies and research issues." The VLDB journal 16.3 (2007): 389-415.
• Papazoglou, Mike P. "Service-oriented computing: Concepts, characteristics and directions." Web Information Systems Engineering, 2003. WISE 2003. Proceedings of the Fourth International Conference on. IEEE, 2003.
• Sivashanmugam, Kaarthik, Kunal Verma, and Amit Sheth. "Discovery of web services in a federated registry environment." Web Services, 2004. Proceedings. IEEE International Conference on. IEEE, 2004
• Khouja, Mehdi, and Carlos Juiz. "Enhanced service discovery via shared context in a distributed architecture." Web Services (ICWS), 2015 IEEE International Conference on. IEEE, 2015.
• Zhu, Fen, Matt W. Mutka, and Lionel M. Ni. "Service discovery in pervasive computing environments." IEEE Pervasive computing 4.4 (2005): 81-90.
• Chakraborty, Dipanjan, et al. "Toward distributed service discovery in pervasive computing environments." IEEE Transactions on Mobile computing5.2 (2006): 97-112.
• Zhang, Liang-Jie, and Qun Zhou. "CCOA: Cloud computing open architecture." Web Services, 2009. ICWS 2009. IEEE International Conference on. Ieee, 2009.
• Zhang, Qi, Lu Cheng, and Raouf Boutaba. "Cloud computing: state-of-the-art and research challenges." Journal of internet services and applications 1.1 (2010): 7-18.
• Wei, Yi, and M. Brian Blake. "Service-oriented computing and cloud computing: challenges and opportunities." IEEE Internet Computing14.6 (2010): 72.
• Garofalakis, John, et al. "Web service discovery mechanisms: Looking for a needle in a haystack." International Workshop on Web Engineering. Vol. 38. 2004.
• Sotomayor, Borja, et al. "Virtual infrastructure management in private and hybrid clouds." IEEE Internet computing 13.5 (2009): 14-22.
• Rodero-Merino, Luis, et al. "From infrastructure delivery to service management in clouds." Future Generation Computer Systems 26.8 (2010): 1226-1240.
• Zhang, Xuechai, Jeffrey L. Freschl, and Jennifer M. Schopf. "A performance study of monitoring and information services for distributed systems." High Performance Distributed Computing, 2003. Proceedings. 12th IEEE International Symposium on. IEEE, 2003.
12
/12
/16
Info
rma
tion S
yste
ms
35
![Page 36: Information Systems - unipi.it · Information Systems Introduction to concepts, ... Humanities and Cultural Heritage s ... "Service oriented architectures: approaches, technologies](https://reader031.fdocuments.net/reader031/viewer/2022030516/5ac14b017f8b9a1c768c9f7f/html5/thumbnails/36.jpg)
THANK YOU
Acknowledgement:Fabio Simeoni, Luca Frosini, Manuele SimiCNR – ISTI InfraScience
12
/12
/16
Info
rma
tion S
yste
ms
36
The content of this presentation is released under the
Creative-Commons CC-BY-SA license