Towards Automated Data-Driven Model Creation for Cloud Computing Simulation

Sergej Svorobej; James Byrne; Paul Liston; P. J.  Byrne; Christian Stier; Henning Groenda; Zafeirios Papazachos; Dimitrios S. Nikolopoulos

Towards Automated Data-Driven Model Creation for Cloud Computing Simulation

Sergej Svorobej, James Byrne, Paul Liston, P. J. Byrne, Christian Stier, Henning Groenda, Zafeirios Papazachos, Dimitrios S. Nikolopoulos

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

5 Citations (Scopus)

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Abstract

The increasing complexity and scale of cloud computing environments due to widespread data centre heterogeneity makes measurement-based evaluations highly difficult to achieve. Therefore the use of simulation tools to support decision making in cloud computing environments to cope with this problem is an increasing trend. However the data required in order to model cloud computing environments with an appropriate degree of accuracy is typically large, very difficult to collect without some form of automation, often not available in a suitable format and a time consuming process if done manually. In this research, an automated method for cloud computing topology definition, data collection and model creation activities is presented, within the context of a suite of tools that have been developed and integrated to support these activities.

Original language	English
Title of host publication	Proceedings of the 8th International Conference on Simulation Tools and Techniques
Publisher	Association for Computing Machinery
Pages	248-255
Number of pages	8
ISBN (Print)	978-1-63190-079-2
Publication status	Published - 2015
Event	Eighth EAI International Conference on Simulation Tools and Techniques - Athens, Greece Duration: 24 Aug 2015 → 26 Aug 2015

Conference

Conference	Eighth EAI International Conference on Simulation Tools and Techniques
Country/Territory	Greece
City	Athens
Period	24/08/2015 → 26/08/2015

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Towards Automated Data-Driven Model Creation for Cloud Computing Simulation
© 2015 ACM This is the author's version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in Proceedings of the 8th International Conference on Simulation Tools and Techniques, http://dl.acm.org/citation.cfm?id=2832214
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Svorobej, S., Byrne, J., Liston, P., Byrne, P. J., Stier, C., Groenda, H., Papazachos, Z., & Nikolopoulos, D. S. (2015). Towards Automated Data-Driven Model Creation for Cloud Computing Simulation. In Proceedings of the 8th International Conference on Simulation Tools and Techniques (pp. 248-255). Association for Computing Machinery. http://dl.acm.org/citation.cfm?id=2832214

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title = "Towards Automated Data-Driven Model Creation for Cloud Computing Simulation",

abstract = "The increasing complexity and scale of cloud computing environments due to widespread data centre heterogeneity makes measurement-based evaluations highly difficult to achieve. Therefore the use of simulation tools to support decision making in cloud computing environments to cope with this problem is an increasing trend. However the data required in order to model cloud computing environments with an appropriate degree of accuracy is typically large, very difficult to collect without some form of automation, often not available in a suitable format and a time consuming process if done manually. In this research, an automated method for cloud computing topology definition, data collection and model creation activities is presented, within the context of a suite of tools that have been developed and integrated to support these activities. ",

author = "Sergej Svorobej and James Byrne and Paul Liston and Byrne, {P. J.} and Christian Stier and Henning Groenda and Zafeirios Papazachos and Nikolopoulos, {Dimitrios S.}",

year = "2015",

language = "English",

isbn = " 978-1-63190-079-2",

pages = "248--255",

booktitle = "Proceedings of the 8th International Conference on Simulation Tools and Techniques",

publisher = "Association for Computing Machinery",

address = "United States",

note = "Eighth EAI International Conference on Simulation Tools and Techniques ; Conference date: 24-08-2015 Through 26-08-2015",

}

Svorobej, S, Byrne, J, Liston, P, Byrne, PJ, Stier, C, Groenda, H, Papazachos, Z & Nikolopoulos, DS 2015, Towards Automated Data-Driven Model Creation for Cloud Computing Simulation. in Proceedings of the 8th International Conference on Simulation Tools and Techniques. Association for Computing Machinery, pp. 248-255, Eighth EAI International Conference on Simulation Tools and Techniques, Athens, Greece, 24/08/2015. <http://dl.acm.org/citation.cfm?id=2832214>

TY - GEN

T1 - Towards Automated Data-Driven Model Creation for Cloud Computing Simulation

AU - Svorobej, Sergej

AU - Byrne, James

AU - Liston, Paul

AU - Byrne, P. J.

AU - Stier, Christian

AU - Groenda, Henning

AU - Papazachos, Zafeirios

AU - Nikolopoulos, Dimitrios S.

PY - 2015

Y1 - 2015

N2 - The increasing complexity and scale of cloud computing environments due to widespread data centre heterogeneity makes measurement-based evaluations highly difficult to achieve. Therefore the use of simulation tools to support decision making in cloud computing environments to cope with this problem is an increasing trend. However the data required in order to model cloud computing environments with an appropriate degree of accuracy is typically large, very difficult to collect without some form of automation, often not available in a suitable format and a time consuming process if done manually. In this research, an automated method for cloud computing topology definition, data collection and model creation activities is presented, within the context of a suite of tools that have been developed and integrated to support these activities.

AB - The increasing complexity and scale of cloud computing environments due to widespread data centre heterogeneity makes measurement-based evaluations highly difficult to achieve. Therefore the use of simulation tools to support decision making in cloud computing environments to cope with this problem is an increasing trend. However the data required in order to model cloud computing environments with an appropriate degree of accuracy is typically large, very difficult to collect without some form of automation, often not available in a suitable format and a time consuming process if done manually. In this research, an automated method for cloud computing topology definition, data collection and model creation activities is presented, within the context of a suite of tools that have been developed and integrated to support these activities.

M3 - Conference contribution

SN - 978-1-63190-079-2

SP - 248

EP - 255

BT - Proceedings of the 8th International Conference on Simulation Tools and Techniques

PB - Association for Computing Machinery

T2 - Eighth EAI International Conference on Simulation Tools and Techniques

Y2 - 24 August 2015 through 26 August 2015

ER -

Towards Automated Data-Driven Model Creation for Cloud Computing Simulation

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