| Paper Abstract and Keywords |
| Presentation |
2024-01-25 13:25
[Short Paper]
A Performance Evaluation on Deep Reinforcement Learning based Transmit Power Control for Uplink NOMA Kaito Sawada, Xiaoyan Wang, Zhou Hang (Ibaraki Univ.), Masahiro Umehira (Nanzan Univ.) SR2023-73 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Non-Orthogonal Multiple Access (NOMA) technology has attracted much attention in order to improve frequency utilization efficiency. In this paper, with the purpose of maximizing the throughput in uplink NOMA , we investigate a transmission power control method based on deep reinforcement learning technique in a scenario with multiple user equipment and a signal base station. We evaluate the performance by comparing with ideal results and random power control methods in wireless environments with both known and unknown channel information. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Non-Orthogonal Multiple Access / uplink / deep reinforcement learning / transmit power control / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 369, SR2023-73, pp. 25-27, Jan. 2024. |
| Paper # |
SR2023-73 |
| Date of Issue |
2024-01-18 (SR) |
| 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 |
SR2023-73 |
| Conference Information |
| Committee |
SR |
| Conference Date |
2024-01-25 - 2024-01-26 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Nagano-ken JA building |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Cognitive Radio, Dynamic Spectrum Sharing, Heterogeneous Network, SDN, AI/ML application |
| Paper Information |
| Registration To |
SR |
| Conference Code |
2024-01-SR |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Performance Evaluation on Deep Reinforcement Learning based Transmit Power Control for Uplink NOMA |
| Sub Title (in English) |
|
| Keyword(1) |
Non-Orthogonal Multiple Access |
| Keyword(2) |
uplink |
| Keyword(3) |
deep reinforcement learning |
| Keyword(4) |
transmit power control |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Kaito Sawada |
| 1st Author's Affiliation |
Ibaraki University (Ibaraki Univ.) |
| 2nd Author's Name |
Xiaoyan Wang |
| 2nd Author's Affiliation |
Ibaraki University (Ibaraki Univ.) |
| 3rd Author's Name |
Zhou Hang |
| 3rd Author's Affiliation |
Ibaraki University (Ibaraki Univ.) |
| 4th Author's Name |
Masahiro Umehira |
| 4th Author's Affiliation |
Nanzan University (Nanzan Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2024-01-25 13:25:00 |
| Presentation Time |
15 minutes |
| Registration for |
SR |
| Paper # |
SR2023-73 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.369 |
| Page |
pp.25-27 |
| #Pages |
3 |
| Date of Issue |
2024-01-18 (SR) |