| Paper Abstract and Keywords |
| Presentation |
2024-03-11 09:15
Design Method for Load-Independent WPT Systems Using Machine Learning Naoki Fukuda, Yutaro Komiyama, Wenqi Zhu, Yinchen Xie, Ayano Komanaka, Akihiro Konishi, Kien Nguyen, Hiroo Sekiya (Chiba Univ.) EE2023-58 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a design method for load-independent wireless power transfer (WPT) systems using machine learning.
In the proposed design, machine learning is employed to determine the component values in the circuit model considering the parasitic components.
This paper also presents an evaluation function for designing the WPT system with the class-EF inverter to achieve load-independent operation.
Optimization results reveal that, solutions achieving higher precision output voltage regulation and efficiency compared to analytical load-independent designs are found.
The load-independent WPT system designed using the proposed method demonstrates a close correlation between experimental waveforms and those derived from numerical computations, thereby confirming the validity of the design approach. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Class-EF inverter / particle swarm optimization / machine learning, load independence / load-independent / wireless power transfer / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 420, EE2023-58, pp. 6-11, March 2024. |
| Paper # |
EE2023-58 |
| Date of Issue |
2024-03-04 (EE) |
| 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 |
EE2023-58 |
| Conference Information |
| Committee |
EE |
| Conference Date |
2024-03-11 - 2024-03-11 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
EE |
| Conference Code |
2024-03-EE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Design Method for Load-Independent WPT Systems Using Machine Learning |
| Sub Title (in English) |
|
| Keyword(1) |
Class-EF inverter |
| Keyword(2) |
particle swarm optimization |
| Keyword(3) |
machine learning, load independence |
| Keyword(4) |
load-independent |
| Keyword(5) |
wireless power transfer |
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Naoki Fukuda |
| 1st Author's Affiliation |
Chiba University (Chiba Univ.) |
| 2nd Author's Name |
Yutaro Komiyama |
| 2nd Author's Affiliation |
Chiba University (Chiba Univ.) |
| 3rd Author's Name |
Wenqi Zhu |
| 3rd Author's Affiliation |
Chiba University (Chiba Univ.) |
| 4th Author's Name |
Yinchen Xie |
| 4th Author's Affiliation |
Chiba University (Chiba Univ.) |
| 5th Author's Name |
Ayano Komanaka |
| 5th Author's Affiliation |
Chiba University (Chiba Univ.) |
| 6th Author's Name |
Akihiro Konishi |
| 6th Author's Affiliation |
Chiba University (Chiba Univ.) |
| 7th Author's Name |
Kien Nguyen |
| 7th Author's Affiliation |
Chiba University (Chiba Univ.) |
| 8th Author's Name |
Hiroo Sekiya |
| 8th Author's Affiliation |
Chiba University (Chiba Univ.) |
| 9th Author's Name |
|
| 9th Author's Affiliation |
() |
| 10th Author's Name |
|
| 10th Author's Affiliation |
() |
| 11th Author's Name |
|
| 11th Author's Affiliation |
() |
| 12th Author's Name |
|
| 12th Author's Affiliation |
() |
| 13th Author's Name |
|
| 13th Author's Affiliation |
() |
| 14th Author's Name |
|
| 14th Author's Affiliation |
() |
| 15th Author's Name |
|
| 15th Author's Affiliation |
() |
| 16th Author's Name |
|
| 16th Author's Affiliation |
() |
| 17th Author's Name |
|
| 17th Author's Affiliation |
() |
| 18th Author's Name |
|
| 18th Author's Affiliation |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-1 |
| Date Time |
2024-03-11 09:15:00 |
| Presentation Time |
25 minutes |
| Registration for |
EE |
| Paper # |
EE2023-58 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.420 |
| Page |
pp.6-11 |
| #Pages |
6 |
| Date of Issue |
2024-03-04 (EE) |