Presentation | 2004/2/27 A Parameter Estimation of MMPP Based on Covariance Structure for Internet Traffic : Performance Prediction for a Single-Server Queueing System akayuki ARAI, Shoji KASAHARA, Kenji SUGIMOTO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | It is well known that the Internet traffic exhibits a long-range correlation and that it is difficult to model the Internet traffic with a Markovian arrival process such as a Poisson one. In this paper, we propose a parameter estimation of two-state Markov-modulated Poisson process (MMPP), in which the parameters of the two-state MMPP are determined so as to match the covariance of the number of arriving packets in some interval. In numerical examples, we compare estimated MMPPs with original ones in terms of the covariance of the number of arriving pachets arid the mean delay of a single-server queueing system with MMPP input. It is shown that our estimation is useful when the correlation of an original MMPP is moderate. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | MMPP / correlation / covariance / traffic modeling |
Paper # | NS2003-352,IN2003-307 |
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Committee | NS |
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Conference Date | 2004/2/27(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Network Systems(NS) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Parameter Estimation of MMPP Based on Covariance Structure for Internet Traffic : Performance Prediction for a Single-Server Queueing System |
Sub Title (in English) | |
Keyword(1) | MMPP |
Keyword(2) | correlation |
Keyword(3) | covariance |
Keyword(4) | traffic modeling |
1st Author's Name | akayuki ARAI |
1st Author's Affiliation | Granduate School of Information Science Nara Institue of Science and Technology() |
2nd Author's Name | Shoji KASAHARA |
2nd Author's Affiliation | Granduate School of Information Science Nara Institue of Science and Technology |
3rd Author's Name | Kenji SUGIMOTO |
3rd Author's Affiliation | Granduate School of Information Science Nara Institue of Science and Technology |
Date | 2004/2/27 |
Paper # | NS2003-352,IN2003-307 |
Volume (vol) | vol.103 |
Number (no) | 690 |
Page | pp.pp.- |
#Pages | 4 |
Date of Issue |