A performance modeling framework for energy-based scheduling in cloud

Cloud computing becomes a powerful trend in the development of ICT services. Cloud providers typically try to provide high performance to their users while minimizing energy consumption in their operation. However, there is lack of performance metric that analyzing trade-off between performance and...

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Main Authors: Hussin, Masnida, Raja Mahmood, Raja Azlina, Husin, Nor Azura, Mohd Norowi, Noris
Format: Conference or Workshop Item
Language:English
Published: Society of Digital Information and Wireless Communications (SDIWC) 2015
Online Access:http://psasir.upm.edu.my/id/eprint/59033/1/38-1.pdf
http://psasir.upm.edu.my/id/eprint/59033/
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spelling my.upm.eprints.590332018-02-21T02:44:04Z http://psasir.upm.edu.my/id/eprint/59033/ A performance modeling framework for energy-based scheduling in cloud Hussin, Masnida Raja Mahmood, Raja Azlina Husin, Nor Azura Mohd Norowi, Noris Cloud computing becomes a powerful trend in the development of ICT services. Cloud providers typically try to provide high performance to their users while minimizing energy consumption in their operation. However, there is lack of performance metric that analyzing trade-off between performance and energy consumption. Considering high volume of mixed users’ requirements and diversity of services offered; an appropriate performance model for achieving better balance between Cloud performance and energy consumption is needed. One of resource management strategies for better performance is through effective scheduling approach. In this paper we investigate a relationship between performance metrics that chosen in existing scheduling approaches with energy consumption for energy efficiency. Through such relationship, we develop an energy-based performance modeling framework that provides a clear picture on parameter selection strategy for effective energy management. Our framework provides adaptive guideline for designing performance model explicitly for energy efficient scheduling. We believed that better understanding on how to model the scheduling performance will lead to green Cloud computing. Society of Digital Information and Wireless Communications (SDIWC) 2015 Conference or Workshop Item PeerReviewed text en http://psasir.upm.edu.my/id/eprint/59033/1/38-1.pdf Hussin, Masnida and Raja Mahmood, Raja Azlina and Husin, Nor Azura and Mohd Norowi, Noris (2015) A performance modeling framework for energy-based scheduling in cloud. In: Third International Conference on Green Computing, Technology and Innovation (ICGCTI2015), 8-10 Dec. 2015, Universiti Putra Malaysia. (pp. 1-6).
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
description Cloud computing becomes a powerful trend in the development of ICT services. Cloud providers typically try to provide high performance to their users while minimizing energy consumption in their operation. However, there is lack of performance metric that analyzing trade-off between performance and energy consumption. Considering high volume of mixed users’ requirements and diversity of services offered; an appropriate performance model for achieving better balance between Cloud performance and energy consumption is needed. One of resource management strategies for better performance is through effective scheduling approach. In this paper we investigate a relationship between performance metrics that chosen in existing scheduling approaches with energy consumption for energy efficiency. Through such relationship, we develop an energy-based performance modeling framework that provides a clear picture on parameter selection strategy for effective energy management. Our framework provides adaptive guideline for designing performance model explicitly for energy efficient scheduling. We believed that better understanding on how to model the scheduling performance will lead to green Cloud computing.
format Conference or Workshop Item
author Hussin, Masnida
Raja Mahmood, Raja Azlina
Husin, Nor Azura
Mohd Norowi, Noris
spellingShingle Hussin, Masnida
Raja Mahmood, Raja Azlina
Husin, Nor Azura
Mohd Norowi, Noris
A performance modeling framework for energy-based scheduling in cloud
author_facet Hussin, Masnida
Raja Mahmood, Raja Azlina
Husin, Nor Azura
Mohd Norowi, Noris
author_sort Hussin, Masnida
title A performance modeling framework for energy-based scheduling in cloud
title_short A performance modeling framework for energy-based scheduling in cloud
title_full A performance modeling framework for energy-based scheduling in cloud
title_fullStr A performance modeling framework for energy-based scheduling in cloud
title_full_unstemmed A performance modeling framework for energy-based scheduling in cloud
title_sort performance modeling framework for energy-based scheduling in cloud
publisher Society of Digital Information and Wireless Communications (SDIWC)
publishDate 2015
url http://psasir.upm.edu.my/id/eprint/59033/1/38-1.pdf
http://psasir.upm.edu.my/id/eprint/59033/
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score 13.209306