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| Presentation | 2011-06-23 16:10 Proposal of A Telemetry Data Monitoring Method Using Dimensionality Reduction Techniques Takehisa Yairi, Takaaki Tagawa (Univ. of Tokyo), Noboru Takata (JAXA), Yukihito Yamaguchi, Yuuzou Tomabechi, Teppei Matsubara, Yuuji Bessho, Takahiro Tanaka, Youko Nishimoto (TIS)  SANE2011-27 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Authors are developing an advanced health monitoring / anomaly detection method for spacecraft systems using machine learning and data mining techniques. In this paper, we propose a telemetry monitoring framework based on dimensionality reduction and clustering, and present results of applying the framework to past satellites' data including anomalous events. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | anomaly detection / health monitoring / machine learning / dimensionality reduction / clustering / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 90, SANE2011-27, pp. 59-64, June 2011. | |
| Paper # | SANE2011-27 | |
| Date of Issue | 2011-06-16 (SANE) | |
| 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 | SANE2011-27 |
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| Conference Information | |
| Committee | SANE |
| Conference Date | 2011-06-23 - 2011-06-24 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tsukuba Space Center (JAXA) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Space applications symposium |
| Paper Information | |
| Registration To | SANE |
| Conference Code | 2011-06-SANE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Proposal of A Telemetry Data Monitoring Method Using Dimensionality Reduction Techniques |
| Sub Title (in English) | |
| Keyword(1) | anomaly detection |
| Keyword(2) | health monitoring |
| Keyword(3) | machine learning |
| Keyword(4) | dimensionality reduction |
| Keyword(5) | clustering |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Takehisa Yairi |
| 1st Author's Affiliation | University of Tokyo (Univ. of Tokyo) |
| 2nd Author's Name | Takaaki Tagawa |
| 2nd Author's Affiliation | University of Tokyo (Univ. of Tokyo) |
| 3rd Author's Name | Noboru Takata |
| 3rd Author's Affiliation | Japan Aerospace eXploration Agency (JAXA) |
| 4th Author's Name | Yukihito Yamaguchi |
| 4th Author's Affiliation | TIS Inc. (TIS) |
| 5th Author's Name | Yuuzou Tomabechi |
| 5th Author's Affiliation | TIS Inc. (TIS) |
| 6th Author's Name | Teppei Matsubara |
| 6th Author's Affiliation | TIS Inc. (TIS) |
| 7th Author's Name | Yuuji Bessho |
| 7th Author's Affiliation | TIS Inc. (TIS) |
| 8th Author's Name | Takahiro Tanaka |
| 8th Author's Affiliation | TIS Inc. (TIS) |
| 9th Author's Name | Youko Nishimoto |
| 9th Author's Affiliation | TIS Inc. (TIS) |
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| Speaker | Author-1 |
| Date Time | 2011-06-23 16:10:00 |
| Presentation Time | 20 minutes |
| Registration for | SANE |
| Paper # | SANE2011-27 |
| Volume (vol) | vol.111 |
| Number (no) | no.90 |
| Page | pp.59-64 |
| #Pages | 6 |
| Date of Issue | 2011-06-16 (SANE) |
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