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| Presentation | 2012-12-14 08:55 Stationarity Analysis and Prediction Model Construction of TCP Throughput by using Application-Level Mechanism Hiroshi Yoshida, Kozo Satoda (NEC Corp.)  IN2012-128 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The end-to-end TCP throughput on best-effort networks, e.g., the Internet and mobile networks, fluctuates widely depending on cross traffic and radio field strength. The throughput fluctuation spoils the quality of public cloud services. However, if the throughput variation is predictable with an application-level mechanism, the service providers can be proactive to deal with the problem of the quality deterioration. The authors have found that the TCP throughput fluctuation possesses two statuses, which are stationary status and non-stationary one, and then developed a method for characterizing them. This paper constructs a prediction model of TCP throughput that is a mixture of a stationary process model and a non-stationary one on the basis of the stationary characterization, and validates an accuracy of the model. Our experiment showed that the next 200 seconds of TCP throughput fluctuation through the networks from the Internet to three types of access networks (HSDPA/LTE/FTTH+Wi-Fi) was predicted with an average accuracy of 91.6 %. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | TCP Throughput / Unit Root Test / Stationary Analysis / Mixed Model / Prediction / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 112, no. 352, IN2012-128, pp. 39-44, Dec. 2012. | |
| Paper # | IN2012-128 | |
| Date of Issue | 2012-12-06 (IN) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | IN2012-128 |
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| Conference Information | |
| Committee | IN IA |
| Conference Date | 2012-12-13 - 2012-12-14 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hiroshima City Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Internet and Intranet Reliability, Quality Controls, Measurement, Monitoring, Security, Traffic Theory, etc. |
| Paper Information | |
| Registration To | IN |
| Conference Code | 2012-12-IN-IA |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Stationarity Analysis and Prediction Model Construction of TCP Throughput by using Application-Level Mechanism |
| Sub Title (in English) | |
| Keyword(1) | TCP Throughput |
| Keyword(2) | Unit Root Test |
| Keyword(3) | Stationary Analysis |
| Keyword(4) | Mixed Model |
| Keyword(5) | Prediction |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Hiroshi Yoshida |
| 1st Author's Affiliation | NEC Corporation (NEC Corp.) |
| 2nd Author's Name | Kozo Satoda |
| 2nd Author's Affiliation | NEC Corporation (NEC Corp.) |
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| Speaker | Author-1 |
| Date Time | 2012-12-14 08:55:00 |
| Presentation Time | 25 minutes |
| Registration for | IN |
| Paper # | IN2012-128 |
| Volume (vol) | vol.112 |
| Number (no) | no.352 |
| Page | pp.39-44 |
| #Pages | 6 |
| Date of Issue | 2012-12-06 (IN) |
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