Paper Abstract and Keywords |
Presentation |
2021-07-15 13:00
Acquisition of Automatic Design Techniques for Microstrip BPF with Transmission Zeros through Deep Reinforcement Learning Kohei Takano, Masataka Ohira, Zhewang Ma (Saitama Univ.) EMT2021-11 MW2021-16 OPE2021-5 EST2021-12 MWP2021-13 Link to ES Tech. Rep. Archives: EMT2021-11 MW2021-16 OPE2021-5 EST2021-12 MWP2021-13 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper investigates the acquisition of an automatic design technique for a microstrip bandpass filter (BPF) having transmission zeros through deep reinforcement learning. In filter design, in general, the designer sets initial values of structural parameters and then adjusts them to meet design specifications using a commercially available electromagnetic simulators combined with optimization methods. However, this process is still largely dependent on the designer's expertise and intuition. In this paper, it is demonstrated through an example of BPF design that the structural parameters can be automatically designed through a deep Q-network constructed by reinforcement learning, thereby verifying the filter design technique can be acquired by a computing machine. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Microwave filters / deep reinforcement learning / automatic design / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 107, MW2021-16, pp. 22-27, July 2021. |
Paper # |
MW2021-16 |
Date of Issue |
2021-07-08 (EMT, MW, OPE, EST, MWP) |
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 |
EMT2021-11 MW2021-16 OPE2021-5 EST2021-12 MWP2021-13 Link to ES Tech. Rep. Archives: EMT2021-11 MW2021-16 OPE2021-5 EST2021-12 MWP2021-13 |
Conference Information |
Committee |
OPE MW IEE-EMT MWP EST EMT THz |
Conference Date |
2021-07-15 - 2021-07-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
MW |
Conference Code |
2021-07-OPE-MW-EMT-MWP-EST-EMT-THz |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Acquisition of Automatic Design Techniques for Microstrip BPF with Transmission Zeros through Deep Reinforcement Learning |
Sub Title (in English) |
|
Keyword(1) |
Microwave filters |
Keyword(2) |
deep reinforcement learning |
Keyword(3) |
automatic design |
Keyword(4) |
|
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Kohei Takano |
1st Author's Affiliation |
Saitama University (Saitama Univ.) |
2nd Author's Name |
Masataka Ohira |
2nd Author's Affiliation |
Saitama University (Saitama Univ.) |
3rd Author's Name |
Zhewang Ma |
3rd Author's Affiliation |
Saitama University (Saitama Univ.) |
4th Author's Name |
|
4th Author's Affiliation |
() |
5th Author's Name |
|
5th Author's Affiliation |
() |
6th Author's Name |
|
6th Author's Affiliation |
() |
7th Author's Name |
|
7th Author's Affiliation |
() |
8th Author's Name |
|
8th Author's Affiliation |
() |
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 |
() |
Speaker |
Author-2 |
Date Time |
2021-07-15 13:00:00 |
Presentation Time |
25 minutes |
Registration for |
MW |
Paper # |
EMT2021-11, MW2021-16, OPE2021-5, EST2021-12, MWP2021-13 |
Volume (vol) |
vol.121 |
Number (no) |
no.106(EMT), no.107(MW), no.108(OPE), no.109(EST), no.110(MWP) |
Page |
pp.22-27 |
#Pages |
6 |
Date of Issue |
2021-07-08 (EMT, MW, OPE, EST, MWP) |
|