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| Presentation | 2020-03-05 11:20 Resource Allocation Based on Multi-Armed Bandits for Dynamic Spectrum Access System Amr Amrallah (Tokyo Tech), Ehab Mahmoud Mohamed (Aswan Univ.), Gia Khanh Tran, Kei Sakaguchi (Tokyo Tech)  SR2019-127 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | The Dynamic Spectrum Access (DSA) system is considered an effective solution for the spectrum scarcity problem since it gives an opportunity for Secondary Users (SUs) to share Primary Users (PUs) spectrum resources. Therefore, in order to build an effective DSA system, there are two main constraints: firstly, SUs should not cause any harmful interference to the PUs. Secondly, the DSA system should make interference coordination among SUs. In this paper, a Multi-Armed Bandits (MABs) learning algorithm is used to optimize the DSA system to enhance the whole system performance. Using simulation, results show that the MABs algorithm could learn the environment and achieved the maximum allowed average data rate while keeping an eye on the interference threshold with PUs and other SUs. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Dynamic Spectrum Access / Multi-armed Bandits / interference / data rate / optimization / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 119, no. 449, SR2019-127, pp. 87-92, March 2020. | |
| Paper # | SR2019-127 | |
| Date of Issue | 2020-02-26 (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 | SR2019-127 |
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| Conference Information | |
| Committee | RCS SR SRW |
| Conference Date | 2020-03-04 - 2020-03-06 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tokyo Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mobile Communication Workshop |
| Paper Information | |
| Registration To | SR |
| Conference Code | 2020-03-RCS-SR-SRW |
| Language | English |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Resource Allocation Based on Multi-Armed Bandits for Dynamic Spectrum Access System |
| Sub Title (in English) | |
| Keyword(1) | Dynamic Spectrum Access |
| Keyword(2) | Multi-armed Bandits |
| Keyword(3) | interference |
| Keyword(4) | data rate |
| Keyword(5) | optimization |
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| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Amr Amrallah |
| 1st Author's Affiliation | Tokyo Institute of Technology (Tokyo Tech) |
| 2nd Author's Name | Ehab Mahmoud Mohamed |
| 2nd Author's Affiliation | Aswan University (Aswan Univ.) |
| 3rd Author's Name | Gia Khanh Tran |
| 3rd Author's Affiliation | Tokyo Institute of Technology (Tokyo Tech) |
| 4th Author's Name | Kei Sakaguchi |
| 4th Author's Affiliation | Tokyo Institute of Technology (Tokyo Tech) |
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| Speaker | Author-1 |
| Date Time | 2020-03-05 11:20:00 |
| Presentation Time | 25 minutes |
| Registration for | SR |
| Paper # | SR2019-127 |
| Volume (vol) | vol.119 |
| Number (no) | no.449 |
| Page | pp.87-92 |
| #Pages | 6 |
| Date of Issue | 2020-02-26 (SR) |
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