| Presentation | 2012-08-20 Resource Capacity Prediction Method for Service Level Management Automation Mitsuhiro OONO, Ryosuke TOGAWA, Nobuyuki TOMIZAWA, Shinjiro YAGI, Isao OKADA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We propose a resource capacity prediction method with two-stage data filter for non-stationary workloads. Accurately predicting the resource capacity with satisfying service level requirements is an important problem in business critical applications. The proposed method removes the temporal workloads based on the probability distribution, approximates the model between the workloads and the resource capacity. We have implemented a prototype and evaluated it with observed data by J2EE application benchmark. Our experimental results show that the proposed method enables to calculate accurately the expected resource usage for incoming request. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Operational Automation / Service Level Management / Model-based Management |
| Paper # | AI2012-11,SC2012-8 |
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| Conference Information | |
| Committee | AI |
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| Conference Date | 2012/8/13(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Resource Capacity Prediction Method for Service Level Management Automation |
| Sub Title (in English) | |
| Keyword(1) | Operational Automation |
| Keyword(2) | Service Level Management |
| Keyword(3) | Model-based Management |
| 1st Author's Name | Mitsuhiro OONO |
| 1st Author's Affiliation | Knowledge Discovery Research Laboratories, NEC() |
| 2nd Author's Name | Ryosuke TOGAWA |
| 2nd Author's Affiliation | Knowledge Discovery Research Laboratories, NEC |
| 3rd Author's Name | Nobuyuki TOMIZAWA |
| 3rd Author's Affiliation | Knowledge Discovery Research Laboratories, NEC |
| 4th Author's Name | Shinjiro YAGI |
| 4th Author's Affiliation | Knowledge Discovery Research Laboratories, NEC |
| 5th Author's Name | Isao OKADA |
| 5th Author's Affiliation | Knowledge Discovery Research Laboratories, NEC |
| Date | 2012-08-20 |
| Paper # | AI2012-11,SC2012-8 |
| Volume (vol) | vol.112 |
| Number (no) | 177 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |