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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Yu-Ju Hong Jiachen Xue Thottethodi, M. |
| Copyright Year | 2012 |
| Description | Author affiliation: School of Electrical and Computer Engineering, Purdue University, West Lafayette, IN, USA (Yu-Ju Hong; Jiachen Xue; Thottethodi, M.) |
| Abstract | Cloud computing holds the exciting potential of elastically scaling computation to match time-varying demand, thus eliminating the need to provision for peak demand. However, the uncertainty of variable loads necessitate the use of margins - servers that must be held active to absorb unpredictable potential load bursts - which can be a significant fraction of overall cost. Further, naively switching to an on-demand cloud model can actually degrade true costs (server costs that would be incurred even if margin costs disappeared) because of the fundamental economic rule wherein on-demand services/goods cost more compared to reserved services/goods where the user bears some commitment. On-demand customers pay a premium in exchange for not undertaking the fixed-cost risk that committed customers undertake. This paper addresses the twin challenges of minimizing margin costs and true costs in an Infrastructure-as-a-Service (IaaS) cloud. Our paper makes the following two contributions. First, rather than use a fixed margin, we observe that the margin may be selectively used depending on load levels. Based on the above observation, we develop ShrinkWrap-opt which is a dynamic programming algorithm that achieves optimal margin cost while satisfying the desired (statistical) response time guarantees. Second, we propose commitment straddling - the selective use of some reserved machines in conjunction with on-demand machines - to achieve optimal true-cost. Simulations with real Web server load traces using the Amazon EC2 cost model reveal that our techniques save between 13% and 29% (21% on average) in cost while satisfying response-time targets. |
| Starting Page | 99 |
| Ending Page | 109 |
| File Size | 422804 |
| Page Count | 11 |
| File Format | |
| ISBN | 9781467311434 |
| e-ISBN | 9781467311465 |
| e-ISBN | 9781467311458 |
| DOI | 10.1109/ISPASS.2012.6189210 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2012-04-01 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Servers Nickel Load modeling Time factors Dynamic programming Vectors Equations |
| Content Type | Text |
| Resource Type | Article |
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