| Paper Abstract and Keywords |
| Presentation |
2025-06-25 14:10
Indoor Experimental Trial on Deep Learning-Based Pilotless Transmission Scheme Hiroto Yamamoto (NTT), Atsuya Nakamura (NTT DOCOMO), Shuki Wai, Daisei Uchida (NTT), Satoshi Suyama, Huiling Jiang (NTT DOCOMO), Dani Korpi, Jaime j.l. Quispe (Nokia Bell Labs), Kyungpil Lee, Minsoo Na (SK Telecom) RCS2025-55 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
For the 6-th generation mobile communication systems (6G), the application of AI/ML (Artificial Intelligence/ Machine Learning) to the air interface is being widely studied. As an effective use of AI/ML for air interface, a deep learning-based pilotless transmission scheme has been proposed where AI/ML is applied to functions such as channel estimation, equalization and demodulation. Several papers have shown through simulation evaluations that the application of AI/ML to the air interface can improve spectral efficiency. However, in all AI/ML applications, it is important to verify how well it performs in real environments. In this report, a proof-of-concept for the deep learning-based pilotless transmission scheme is constructed and experimental results in real indoor environments are shown. The results of the experiments verify that the scheme improves the throughput performance in the indoor environments by 6.5~18.2%. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
6G / AI/ML / AI-Native Air Interface / deep learning / pilotless transmission / indoor experiments / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 88, RCS2025-55, pp. 143-148, June 2025. |
| Paper # |
RCS2025-55 |
| Date of Issue |
2025-06-17 (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 |
RCS2025-55 |
| Conference Information |
| Committee |
RCS |
| Conference Date |
2025-06-24 - 2025-06-26 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Asahikawa-Shimin-Bunka-Kaikan |
| 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 |
2025-06-RCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Indoor Experimental Trial on Deep Learning-Based Pilotless Transmission Scheme |
| Sub Title (in English) |
|
| Keyword(1) |
6G |
| Keyword(2) |
AI/ML |
| Keyword(3) |
AI-Native Air Interface |
| Keyword(4) |
deep learning |
| Keyword(5) |
pilotless transmission |
| Keyword(6) |
indoor experiments |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hiroto Yamamoto |
| 1st Author's Affiliation |
NTT Corporation (NTT) |
| 2nd Author's Name |
Atsuya Nakamura |
| 2nd Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 3rd Author's Name |
Shuki Wai |
| 3rd Author's Affiliation |
NTT Corporation (NTT) |
| 4th Author's Name |
Daisei Uchida |
| 4th Author's Affiliation |
NTT Corporation (NTT) |
| 5th Author's Name |
Satoshi Suyama |
| 5th Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 6th Author's Name |
Huiling Jiang |
| 6th Author's Affiliation |
NTT DOCOMO, INC. (NTT DOCOMO) |
| 7th Author's Name |
Dani Korpi |
| 7th Author's Affiliation |
Nokia Bell Labs (Nokia Bell Labs) |
| 8th Author's Name |
Jaime j.l. Quispe |
| 8th Author's Affiliation |
Nokia Bell Labs (Nokia Bell Labs) |
| 9th Author's Name |
Kyungpil Lee |
| 9th Author's Affiliation |
SK Telecom Co., Ltd. (SK Telecom) |
| 10th Author's Name |
Minsoo Na |
| 10th Author's Affiliation |
SK Telecom Co., Ltd. (SK Telecom) |
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| Speaker |
Author-1 |
| Date Time |
2025-06-25 14:10:00 |
| Presentation Time |
25 minutes |
| Registration for |
RCS |
| Paper # |
RCS2025-55 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.88 |
| Page |
pp.143-148 |
| #Pages |
6 |
| Date of Issue |
2025-06-17 (RCS) |