| Paper Abstract and Keywords |
| Presentation |
2013-11-29 15:25
Current Wave Pattern Analysis for Anomaly Detection of Electrical Devices Yuto Tamura, Takeshi Takai, Takekazu Kato, Takashi Matsuyama (Kyoto Univ.) ASN2013-115 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a novel method to detect and evaluate anomaly of an electric appliance from variations of current waveform patterns that are measured under ordinary usage. Since the electrical appliance is regarded as a large electrical circuit, a specific pattern of the current waveform can be observed from one appliance and another. This indicates that anomaly or degradation can be detected by observing a variation of the current waveform patterns from those of the normal condition. The appliance, however, autonomously controls itself depending on its internal states and an external environment, and then the waveform changes its pattern every moment. Thus, variations caused by those controls or anomaly should be distinguished from each other. In this paper, we propose a method to detect anomaly or degradation by analyzing variations of the current waveform obtained from each control state, which is identified from power consumption patterns of the appliance. The experimental results using a fan and a refrigerator show that we can detect variations of the current waveform patterns caused by anomaly or degradation and evaluate them both qualitatively and quantitatively. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Anomaly detection / Degration detection / Current waveform pattern analysis / Power data segmentation / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 113, no. 328, ASN2013-115, pp. 135-140, Nov. 2013. |
| Paper # |
ASN2013-115 |
| 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 |
ASN2013-115 |
| 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) |
Current Wave Pattern Analysis for Anomaly Detection of Electrical Devices |
| Sub Title (in English) |
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| Keyword(1) |
Anomaly detection |
| Keyword(2) |
Degration detection |
| Keyword(3) |
Current waveform pattern analysis |
| Keyword(4) |
Power data segmentation |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Yuto Tamura |
| 1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
| 2nd Author's Name |
Takeshi Takai |
| 2nd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
| 3rd Author's Name |
Takekazu Kato |
| 3rd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
| 4th Author's Name |
Takashi Matsuyama |
| 4th Author's Affiliation |
Kyoto University (Kyoto Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2013-11-29 15:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
ASN |
| Paper # |
ASN2013-115 |
| Volume (vol) |
vol.113 |
| Number (no) |
no.328 |
| Page |
pp.135-140 |
| #Pages |
6 |
| Date of Issue |
2013-11-21 (ASN) |