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| Presentation | 2013-01-16 11:25 Implementation of a neural network for FPGA-based digital DC-DC converters Yoshihiko Yamabe, Masashi Motomura, Kentaro Yamashita, Hidenori Maruta, Yuichiro Shibata, Kiyoshi Oguri, Fujio Kurokawa (Nagasaki Univ.)  VLD2012-112 CPSY2012-61 RECONF2012-66 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In this paper, we present implementation and evaluation of an FPGA-based neural network for controlling DC-DC converters. Experimantal results showed dynamic characteristics of a DC-DC converter are improved by 48% in convergence time using an offline-trained neural network. In addition, simulation results showed that an online-trained neural network can further improve the control accuracy. Our design occupies only 19\% of available resources of a moderate-sized FPGA, suggesting a possibility of a combined approach of newural networks and other control methods. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | FPGA / switching power supply / Neural Network / DC-DC converter / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 112, no. 377, RECONF2012-66, pp. 31-36, Jan. 2013. | |
| Paper # | RECONF2012-66 | |
| Date of Issue | 2013-01-09 (VLD, CPSY, RECONF) | |
| 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 | VLD2012-112 CPSY2012-61 RECONF2012-66 |
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| Conference Information | |
| Committee | CPSY VLD RECONF IPSJ-SLDM |
| Conference Date | 2013-01-16 - 2013-01-17 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | RECONF |
| Conference Code | 2013-01-CPSY-VLD-RECONF-SLDM |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Implementation of a neural network for FPGA-based digital DC-DC converters |
| Sub Title (in English) | |
| Keyword(1) | FPGA |
| Keyword(2) | switching power supply |
| Keyword(3) | Neural Network |
| Keyword(4) | DC-DC converter |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Yoshihiko Yamabe |
| 1st Author's Affiliation | Nagasaki University (Nagasaki Univ.) |
| 2nd Author's Name | Masashi Motomura |
| 2nd Author's Affiliation | Nagasaki University (Nagasaki Univ.) |
| 3rd Author's Name | Kentaro Yamashita |
| 3rd Author's Affiliation | Nagasaki University (Nagasaki Univ.) |
| 4th Author's Name | Hidenori Maruta |
| 4th Author's Affiliation | Nagasaki University (Nagasaki Univ.) |
| 5th Author's Name | Yuichiro Shibata |
| 5th Author's Affiliation | Nagasaki University (Nagasaki Univ.) |
| 6th Author's Name | Kiyoshi Oguri |
| 6th Author's Affiliation | Nagasaki University (Nagasaki Univ.) |
| 7th Author's Name | Fujio Kurokawa |
| 7th Author's Affiliation | Nagasaki University (Nagasaki Univ.) |
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| Speaker | Author-1 |
| Date Time | 2013-01-16 11:25:00 |
| Presentation Time | 25 minutes |
| Registration for | RECONF |
| Paper # | VLD2012-112, CPSY2012-61, RECONF2012-66 |
| Volume (vol) | vol.112 |
| Number (no) | no.375(VLD), no.376(CPSY), no.377(RECONF) |
| Page | pp.31-36 |
| #Pages | 6 |
| Date of Issue | 2013-01-09 (VLD, CPSY, RECONF) |
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