| Paper Abstract and Keywords |
| Presentation |
2024-11-08 13:25
Derivation Method for Voltage Conversion Gain of LLC Converter using Machine Learning Yasumichi Omoto, Koichi Shigematsu, Jun Imaoka, Masayoshi Yamamoto (Nagoya Univ.) EE2024-14 CPM2024-59 OME2024-26 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper describes a method for predicting voltage conversion gain using combining Fundamental Harmonic Approximation (FHA) and Artificial Neural Network (ANN).
Recently, resonant type DCDC converters, such as LLC and CLLC converters are increasingly being adopted for applications like On-Board Chargers.
Generally, an input-output voltage conversion gain can be calculated quickly using FHA. However, an error against an actual gain becomes larger as the frequency deviates from a serial resonant frequency.
A proposed method using FHA and ANN can reduce an error in the same calculation time as FHA. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
DCDC converter / LLC converter / Fundamental Harmonic Approximation (FHA) / Machine learning / Artificial Neural Network (ANN) / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 124, no. 239, EE2024-14, pp. 18-23, Nov. 2024. |
| Paper # |
EE2024-14 |
| Date of Issue |
2024-11-01 (EE, CPM, OME) |
| ISSN |
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 |
EE2024-14 CPM2024-59 OME2024-26 |
| Conference Information |
| Committee |
EE CPM OME |
| Conference Date |
2024-11-08 - 2024-11-08 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
EE |
| Conference Code |
2024-11-EE-CPM-OME |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Derivation Method for Voltage Conversion Gain of LLC Converter using Machine Learning |
| Sub Title (in English) |
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| Keyword(1) |
DCDC converter |
| Keyword(2) |
LLC converter |
| Keyword(3) |
Fundamental Harmonic Approximation (FHA) |
| Keyword(4) |
Machine learning |
| Keyword(5) |
Artificial Neural Network (ANN) |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Yasumichi Omoto |
| 1st Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 2nd Author's Name |
Koichi Shigematsu |
| 2nd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 3rd Author's Name |
Jun Imaoka |
| 3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 4th Author's Name |
Masayoshi Yamamoto |
| 4th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-11-08 13:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
EE |
| Paper # |
EE2024-14, CPM2024-59, OME2024-26 |
| Volume (vol) |
vol.124 |
| Number (no) |
no.239(EE), no.240(CPM), no.241(OME) |
| Page |
pp.18-23 |
| #Pages |
6 |
| Date of Issue |
2024-11-01 (EE, CPM, OME) |