| Paper Abstract and Keywords |
| Presentation |
2013-11-29 15:00
State Adaptive Autoregressive Model for Estimation of Signal Stationarity Masatoshi Sekine, Kurato Maeno (OKI) ASN2013-114 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we propose a time-series model that is used for the evaluation of the stationarity of time series signal in real time.
It is for the state estimation, such as to detect abnormal events or change points from the sensor signals. Traditional methods for the sequential estimation of the autoregressive coefficients have the problem that there is a trade-off relationship among the convergence, stationarity, and the accuracy of the estimation. Our proposed method dynamically controls the parameters sequentially to maximize the likelihood of the model. As a result, it adapts to changes in the stationarity of the signals. Performance evaluation shows that our proposed method is able to simultaneously improve the convergence, stability, accuracy of estimation. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
sensor signal processing / time series modeling / autoregressive model / stationality / recursive processing / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 113, no. 328, ASN2013-114, pp. 129-134, Nov. 2013. |
| Paper # |
ASN2013-114 |
| Date of Issue |
2013-11-21 (ASN) |
| 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 |
ASN2013-114 |
| Conference Information |
| Committee |
ASN |
| Conference Date |
2013-11-28 - 2013-11-29 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kikai-Shinko-Kaikan Bldg. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Ambient Intelligence, Sensor Networks, Smart Structure, Smart City, Structural Health Monitoring, ZEB, etc. |
| Paper Information |
| Registration To |
ASN |
| Conference Code |
2013-11-ASN |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
State Adaptive Autoregressive Model for Estimation of Signal Stationarity |
| Sub Title (in English) |
|
| Keyword(1) |
sensor signal processing |
| Keyword(2) |
time series modeling |
| Keyword(3) |
autoregressive model |
| Keyword(4) |
stationality |
| Keyword(5) |
recursive processing |
| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Masatoshi Sekine |
| 1st Author's Affiliation |
Oki Electric Industry Co., Ltd. (OKI) |
| 2nd Author's Name |
Kurato Maeno |
| 2nd Author's Affiliation |
Oki Electric Industry Co., Ltd. (OKI) |
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| Speaker |
Author-1 |
| Date Time |
2013-11-29 15:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
ASN |
| Paper # |
ASN2013-114 |
| Volume (vol) |
vol.113 |
| Number (no) |
no.328 |
| Page |
pp.129-134 |
| #Pages |
6 |
| Date of Issue |
2013-11-21 (ASN) |