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| Presentation | 2012-03-09 15:40 Short Term PV Prediction Using Committee Kernel Adaptive Filters Yuichiro Yoneda, Toshihisa Tanaka (TUAT)  CAS2011-162 SIP2011-182 CS2011-154 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | We study short term power prediction of photovoltaic (PV) using data acquired from the PV panels. PV power outputs are usually unstable and nonlinear time series data. Besides PV outputs greatly vary depending on the weather.Therefore, PV power prediction should be made adaptivly and should consider the change of weather. To this end, we propose a system that committee of adaptive filters which have different properties respectively to consider charactristics of PV outputs. Since the proposed method has linear and nonlinear properties, it is expected that the proposed method tracks PV outputs adequately. By numerical experiments, we compare prediction performance of a sole adaptive filter to that of the proposed committee. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | photovoltaic system power forecasting / photovoltaic power generation / adaptive filter / kernel methods / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 466, SIP2011-182, pp. 309-314, March 2012. | |
| Paper # | SIP2011-182 | |
| Date of Issue | 2012-03-01 (CAS, SIP, CS) | |
| 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 | CAS2011-162 SIP2011-182 CS2011-154 |
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| Conference Information | |
| Committee | CAS CS SIP |
| Conference Date | 2012-03-08 - 2012-03-09 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | The University of Niigata |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Network Processor, Signal Processing for communication, and Wireless LAN/PAN, etc. |
| Paper Information | |
| Registration To | SIP |
| Conference Code | 2012-03-CAS-CS-SIP |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Short Term PV Prediction Using Committee Kernel Adaptive Filters |
| Sub Title (in English) | |
| Keyword(1) | photovoltaic system power forecasting |
| Keyword(2) | photovoltaic power generation |
| Keyword(3) | adaptive filter |
| Keyword(4) | kernel methods |
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| Keyword(8) | |
| 1st Author's Name | Yuichiro Yoneda |
| 1st Author's Affiliation | Tokyo University of Agriculture and Technology (TUAT) |
| 2nd Author's Name | Toshihisa Tanaka |
| 2nd Author's Affiliation | Tokyo University of Agriculture and Technology (TUAT) |
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| Speaker | Author-1 |
| Date Time | 2012-03-09 15:40:00 |
| Presentation Time | 25 minutes |
| Registration for | SIP |
| Paper # | CAS2011-162, SIP2011-182, CS2011-154 |
| Volume (vol) | vol.111 |
| Number (no) | no.465(CAS), no.466(SIP), no.467(CS) |
| Page | pp.309-314 |
| #Pages | 6 |
| Date of Issue | 2012-03-01 (CAS, SIP, CS) |
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