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Predictive and dynamic resource application for enterprise applications
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Al-Ghamdi, M., Chester, Adam P. and Jarvis, Stephen A. (2010) Predictive and dynamic resource application for enterprise applications. In: 10th IEEE International Conference on Scalable Computing and Communications (SCALCOM10), Bradford, UK, 29 June - 1 July 2010. Published in: 2010 IEEE 10th International Conference on Computer and Information Technology (CIT) pp. 2776-2783. ISBN 9781424475476.
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Official URL: http://dx.doi.org/10.1109/CIT.2010.463
Abstract
Dynamic resource allocation has the potential to provide significant increases in total revenue in enterprise systems through the reallocation of available resources as the demands on hosted applications change over time. This paper investigates the combination of workload prediction algorithms and switching policies: the former aim to forecast the workload associated with Internet services, the latter switch resources between applications according to certain system criteria. An evaluation of two well known switching policies – the proportional switching policy (PSP) and the bottleneck aware switching policy (BSP) – is conducted in the context of seven workload prediction algorithms. This study uses real-world workload traces consisting of approximately 3.5M requests, and models a multi-tiered, cluster-based, multi-server solution. The results show that a combination of the bottleneck aware switching policy and workload predictions based on an autoregressive, integrated, moving-average model can improve system revenue by as much as 43%.
| Item Type: | Conference Item (Paper) | ||||
|---|---|---|---|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
| Journal or Publication Title: | 2010 IEEE 10th International Conference on Computer and Information Technology (CIT) | ||||
| Publisher: | IEEE | ||||
| ISBN: | 9781424475476 | ||||
| Official Date: | June 2010 | ||||
| Dates: |
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| Page Range: | pp. 2776-2783 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Conference Paper Type: | Paper | ||||
| Title of Event: | 10th IEEE International Conference on Scalable Computing and Communications (SCALCOM10) | ||||
| Type of Event: | Conference | ||||
| Location of Event: | Bradford, UK | ||||
| Date(s) of Event: | 29 June - 1 July 2010 |
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