| Paper Abstract and Keywords |
| Presentation |
2026-06-17 18:10
Evaluation of AI/ML-Based TRP Selection Method to Maximize System Throughput Using a 6G System-Level Simulator Yuta Hayashi, Hiromasa Terashi, Dan Morhi, Satoshi Suyama, Yuyuan Chang, Huiling Jiang (NTT DOCOMO) RCS2026-48 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
The sixth-generation mobile communication system (6G) sets forth a wide range of requirements, including extreme-high-speed and high-capacity communications. To realize 6G, the advancement of wireless communication technologies and the exploration of new network topologies are essential. Furthermore, as a newly added element in 6G, the use of artificial intelligence (AI) and machine learning (ML) is being investigated to control and operate wireless communication systems more intelligently. Therefore, the authors have been developing a 6G system-level simulator (6G simulator) to evaluate and visualize 6G-oriented technologies. Our previous works include the implementation and evaluation of new candidate frequency bands such as the sub-terahertz and centimeter-wave bands, the integration of advanced distributed network technologies like reconfigurable intelligent surfaces (RIS), and the deployment of AI/ML-driven predictive control techniques for communication quality. In this report, we further advance the AI/ML scenarios implemented in the 6G simulator by introducing a transmission and reception point (TRP) selection scenario aimed at maximizing system throughput. We conduct visualization and performance evaluation, compare the performance using different learning methods, and clarify an effective TRP selection approach to maximize system throughput. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
6G / System level simulator / AI / Machine learning / TRP selection / System throughput maximization / / |
| Reference Info. |
IEICE Tech. Rep., vol. 126, no. 72, RCS2026-48, pp. 129-134, June 2026. |
| Paper # |
RCS2026-48 |
| Date of Issue |
2026-06-10 (RCS) |
| 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 |
RCS2026-48 |
| Conference Information |
| Committee |
RCS |
| Conference Date |
2026-06-17 - 2026-06-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
The Ohama Nobumoto Memorial Hall |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
First Presentation in IEICE Technical Committee, Resource Control, Scheduling, Wireless Communications, etc. |
| Paper Information |
| Registration To |
RCS |
| Conference Code |
2026-06-RCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Evaluation of AI/ML-Based TRP Selection Method to Maximize System Throughput Using a 6G System-Level Simulator |
| Sub Title (in English) |
|
| Keyword(1) |
6G |
| Keyword(2) |
System level simulator |
| Keyword(3) |
AI |
| Keyword(4) |
Machine learning |
| Keyword(5) |
TRP selection |
| Keyword(6) |
System throughput maximization |
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Yuta Hayashi |
| 1st Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 2nd Author's Name |
Hiromasa Terashi |
| 2nd Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 3rd Author's Name |
Dan Morhi |
| 3rd Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 4th Author's Name |
Satoshi Suyama |
| 4th Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 5th Author's Name |
Yuyuan Chang |
| 5th Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 6th Author's Name |
Huiling Jiang |
| 6th Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
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| Speaker |
Author-1 |
| Date Time |
2026-06-17 18:10:00 |
| Presentation Time |
20 minutes |
| Registration for |
RCS |
| Paper # |
RCS2026-48 |
| Volume (vol) |
vol.126 |
| Number (no) |
no.72 |
| Page |
pp.129-134 |
| #Pages |
6 |
| Date of Issue |
2026-06-10 (RCS) |