Paper Abstract and Keywords |
Presentation |
2013-05-16 16:40
[Poster Presentation]
A Stochastic State Transition Model for Estimating Appliance Power Consumption Yuhei Kurose, Hiroaki Kawashima, Takekazu Kato, Takashi Matsuyama (Kyoto Univ.) ASN2013-32 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper describes a modeling, learning, and prediction method for fluctuation of power consumption of home appliances. Generally, home appliances generate complex power consumption patterns because they often switch their internal functional modes according to user's operations and environment changes. Therefore, it is difficult to predict the power consumption by using simple model such as unimodal gaussian, Kalman-filters and so forth. To solve this problem, we propose a hybrid power consumption pattern representation by hidden semi-Markov model. We also propose a learning method for the model parameters and a prediction method for future power consumption from measured power consumption data at the real-time. In experiment we show results that we applied our method to fluctuation of home appliances. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Hidden semi-Markov Models / modeling home appliance power consumption / prediction of home appliance power consumption / energy management / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 113, no. 38, ASN2013-32, pp. 159-162, May 2013. |
Paper # |
ASN2013-32 |
Date of Issue |
2013-05-09 (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) |
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ASN2013-32 |
Conference Information |
Committee |
ASN IPSJ-UBI |
Conference Date |
2013-05-16 - 2013-05-17 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kumamoto University |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Freshman Session, etc. |
Paper Information |
Registration To |
ASN |
Conference Code |
2013-05-ASN-UBI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Stochastic State Transition Model for Estimating Appliance Power Consumption |
Sub Title (in English) |
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Keyword(1) |
Hidden semi-Markov Models |
Keyword(2) |
modeling home appliance power consumption |
Keyword(3) |
prediction of home appliance power consumption |
Keyword(4) |
energy management |
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1st Author's Name |
Yuhei Kurose |
1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
2nd Author's Name |
Hiroaki Kawashima |
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 |
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Kyoto University (Kyoto Univ.) |
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Speaker |
Author-1 |
Date Time |
2013-05-16 16:40:00 |
Presentation Time |
100 minutes |
Registration for |
ASN |
Paper # |
ASN2013-32 |
Volume (vol) |
vol.113 |
Number (no) |
no.38 |
Page |
pp.159-162 |
#Pages |
4 |
Date of Issue |
2013-05-09 (ASN) |
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