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Dynamic active window management : a method for improving revenue generation in dynamic enterprise systems
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Al-Ghamdi, M., Chester, Adam P., He, Ligang, Jarvis, Stephen A. and Xue , J. W. J. (2011) Dynamic active window management : a method for improving revenue generation in dynamic enterprise systems. In: Proceedings of the 11th IEEE International Conference on Scalable Computing and Communications (SCALCOM'11), Pafos, Cyprus, 31st August - 2nd September, 2011. Published in: Computer and Information Technology (CIT), 2011 IEEE 11th International Conference on p. 23. doi:10.1109/CIT.2011.91
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Official URL: http://dx.doi.org/10.1109/CIT.2011.91
Abstract
In dynamic resource allocation systems, servers are moved between pools when overloading is detected. In this work, we investigate the impact to such systems of combining three adaptive monitoring techniques. First we employ two well known switching policies the Proportional Switching Policy (PSP) and the Bottleneck Aware Switching Policy (BSP) to move servers between server pools as appropriate. Second we use a meta-forecasting technique to predict the movement in future system workload. Third, we use a Dynamic Active Window Model (DAWM), which defines the period over which workload data is analysed. We have previously shown that request servicing capability can be improved by as much as 40% when the right combination of dynamic server switching and workload forecasting are used. This extended model shows that a further 51.5% improvement can be achieved when the switching server policy, meta-forecasting and dynamic active window management are employed together over a real-world workload based on Internet traces.
Item Type: | Conference Item (Paper) | ||||
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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: | Computer and Information Technology (CIT), 2011 IEEE 11th International Conference on | ||||
Publisher: | Institute of Electrical and Electronics Engineers | ||||
Official Date: | 10 October 2011 | ||||
Dates: |
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Page Range: | p. 23 | ||||
DOI: | 10.1109/CIT.2011.91 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Date of first compliant deposit: | 21 December 2015 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | Proceedings of the 11th IEEE International Conference on Scalable Computing and Communications (SCALCOM'11) | ||||
Type of Event: | Conference | ||||
Location of Event: | Pafos, Cyprus | ||||
Date(s) of Event: | 31st August - 2nd September, 2011 | ||||
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