Paper Abstract and Keywords |
Presentation |
2019-04-19 10:25
Introduction of Q-Learning to Fixed Assignment based Window Access Scheme with Capture(FAWAC) Yuki Uehara, Megumi Saito, Shigeru Shimamoto (Waseda Univ.) CS2019-10 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents the effects of applying Q-learning to fixed assignment based window access scheme with capture, such as offering nodes to transmit packets with less collisions. FAWA (Fixed Assignment based Window Access) is a multiple access scheme taking a middle position of slotted Aloha and TDMA schemes. FAWAC is an extension of the FAWA scheme. It allows for priorities of transmissions in assigned slots with the effect of capture using power control. By applying Q-learning to these schemes, the previous transmission can be considered, therefore enabling the schemes to have performance improvement. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Reinforcement Learning / Q-Learning / FAWA / FAWAC / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 6, CS2019-10, pp. 51-54, April 2019. |
Paper # |
CS2019-10 |
Date of Issue |
2019-04-11 (CS) |
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) |
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CS2019-10 |
Conference Information |
Committee |
CS CQ |
Conference Date |
2019-04-18 - 2019-04-19 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Osaka Univ. Library |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Optical/Wireless Access and Their Integration, QoS and QoE, Assessment / Measurement / Control / Optimization of Communication Quality, Network Services, etc |
Paper Information |
Registration To |
CS |
Conference Code |
2019-04-CS-CQ |
Language |
English |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Introduction of Q-Learning to Fixed Assignment based Window Access Scheme with Capture(FAWAC) |
Sub Title (in English) |
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Keyword(1) |
Reinforcement Learning |
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Q-Learning |
Keyword(3) |
FAWA |
Keyword(4) |
FAWAC |
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1st Author's Name |
Yuki Uehara |
1st Author's Affiliation |
Waseda University (Waseda Univ.) |
2nd Author's Name |
Megumi Saito |
2nd Author's Affiliation |
Waseda University (Waseda Univ.) |
3rd Author's Name |
Shigeru Shimamoto |
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Waseda University (Waseda Univ.) |
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Speaker |
Author-1 |
Date Time |
2019-04-19 10:25:00 |
Presentation Time |
25 minutes |
Registration for |
CS |
Paper # |
CS2019-10 |
Volume (vol) |
vol.119 |
Number (no) |
no.6 |
Page |
pp.51-54 |
#Pages |
4 |
Date of Issue |
2019-04-11 (CS) |
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