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...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
Society of Digital Information and Wireless Communications (SDIWC)
2015
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| Online Access: | http://psasir.upm.edu.my/id/eprint/59033/ http://psasir.upm.edu.my/id/eprint/59033/1/38-1.pdf |
| _version_ | 1848853809584930816 |
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| author | Hussin, Masnida Raja Mahmood, Raja Azlina Husin, Nor Azura Mohd Norowi, Noris |
| author_facet | Hussin, Masnida Raja Mahmood, Raja Azlina Husin, Nor Azura Mohd Norowi, Noris |
| author_sort | Hussin, Masnida |
| building | UPM Institutional Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-15T10:59:52Z |
| format | Conference or Workshop Item |
| id | upm-59033 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T10:59:52Z |
| publishDate | 2015 |
| publisher | Society of Digital Information and Wireless Communications (SDIWC) |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-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). |
| spellingShingle | Hussin, Masnida Raja Mahmood, Raja Azlina Husin, Nor Azura Mohd Norowi, Noris A performance modeling framework for energy-based scheduling in cloud |
| title | 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_short | A performance modeling framework for energy-based scheduling in cloud |
| title_sort | performance modeling framework for energy-based scheduling in cloud |
| url | http://psasir.upm.edu.my/id/eprint/59033/ http://psasir.upm.edu.my/id/eprint/59033/1/38-1.pdf |