Paper Abstract and Keywords |
Presentation |
2023-09-12 14:55
Event-Driven Reinforcement Learning with Semi Markov Models for Stable Air-Conditioning Control Hayato Chujo, Arai Sachiyo (Chiba Univ) AI2023-16 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This study deals with air conditioning control that optimizes room temperature by switching heaters on/off. The control to achieve both room comfort and energy conservation is complex and has been conducted using reinforcement learning. Existing studies include event-driven control using semi-Markov decision processes (SMDP). However, in SMDP, the initial settings harmed the performance in the early stages of learning. In this study, we propose a combined method that employs Markov decision processes (MDP) in the early stages of learning and switches to SMDP at the advanced exploration stage. This method improves the performance compared to using MDP and SMDP independently. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Semi-Markov decision process / Event-triggered reinforcement learning / Event-triggered control / HVAC control / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 123, no. 190, AI2023-16, pp. 83-86, Sept. 2023. |
Paper # |
AI2023-16 |
Date of Issue |
2023-09-05 (AI) |
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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AI2023-16 |
Conference Information |
Committee |
AI |
Conference Date |
2023-09-12 - 2023-09-13 |
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(See Japanese page) |
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Registration To |
AI |
Conference Code |
2023-09-AI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Event-Driven Reinforcement Learning with Semi Markov Models for Stable Air-Conditioning Control |
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Semi-Markov decision process |
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Event-triggered reinforcement learning |
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Event-triggered control |
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HVAC control |
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1st Author's Name |
Hayato Chujo |
1st Author's Affiliation |
Chiba University (Chiba Univ) |
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Arai Sachiyo |
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Chiba University (Chiba Univ) |
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Speaker |
Author-1 |
Date Time |
2023-09-12 14:55:00 |
Presentation Time |
20 minutes |
Registration for |
AI |
Paper # |
AI2023-16 |
Volume (vol) |
vol.123 |
Number (no) |
no.190 |
Page |
pp.83-86 |
#Pages |
4 |
Date of Issue |
2023-09-05 (AI) |
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