OPERATIONAL CONTROL FOR EARTH-TO-AIR HEAT EXCHANGER BY REINFORCEMENT LEARNING (PART 1): APPLICABILITY VERIFICATION OF ALGORITHM CONSIDERING COUNTERFACTUAL REWARD-Reference-Cited by-同舟云学术

OPERATIONAL CONTROL FOR EARTH-TO-AIR HEAT EXCHANGER BY REINFORCEMENT LEARNING (PART 1): APPLICABILITY VERIFICATION OF ALGORITHM CONSIDERING COUNTERFACTUAL REWARD

Published:2021-07-30 Issue:785 Volume:86 Page:708-718
ISSN:1348-0685
Container-title:Journal of Environmental Engineering (Transactions of AIJ)
language:en
Short-container-title:Nihon Kenchiku Gakkai Kankyokei Ronbunshu

Author:

TOMODA Kento¹,SHIRAISHI Yasuyuki²

Affiliation:

1. Graduate School of Environmental Engineering, The Univ. of Kitakyushu

2. Faculty of Environmental Engineering, The Univ. of Kitakyushu

Publisher

Architectural Institute of Japan

Subject

Environmental Engineering

Link

https://www.jstage.jst.go.jp/article/aije/86/785/86_708/_pdf

Reference21 articles.

1. 1) Ashitani, T., Shiraishi, Y., Yasunaga, R. and Ryu, Y.: Evaluation method of cooling and heating effect of an earth-to-air heat exchanger (Part 1): Dynamic Evaluation of Heat Transfer Characteristics ㏌ Underground Pit in Summer and Winter Based on CFD Analysis, Journal of Environmental Engineering (Transactions of AIJ), Vol. 77, No. 677, pp. 575-582, 2012.7 (in Japanese)　芦谷友美, 白石靖幸, 安永龍一, 龍有二：土壌熱交換システムの冷却･加熱効果の予測手法に関する研究（その 1） CFD 解析による夏季及び冬季の地下ピット内伝熱性状の動的評価, 日本建築学会環境系論文集, Vol. 77, No. 677, pp. 575-582, 2012.7

2. 2) Tomoda, K. and Shiraishi, Y.: Evaluation method of cooling and heating effect of an earth-to-air heat exchanger (Part 2): Annual Prediction Method for The Thermal Performance of Earth-to-Air Heat Exchanger by CFD Analysis where Calculation Loads were Reduced, Journal of Environmental Engineering (Transactions of AIJ), Vol. 81, No. 722, pp. 393-401, 2016.4 (in Japanese)　塘田研仁, 白石靖幸：流れ場の計算負荷を低減した CFD 解析による土壌熱交換システムの年間性能予測－土壌熱交換システムの冷却･加熱効果の予測手法に関する研究（その 2）－, 日本建築学会環境系論文集, Vol. 81, No. 722, pp. 393-401, 2016.4

3. 3) Tomoda, K., Muta, A. and Shiraishi, Y.: Evaluation method of cooling and heating effect of an earth-to-air heat exchanger (Part 3): Prediction of Dew Condensation and Effectiveness Study of Countermeasure of Dew Condensation by Annual Simulation, Journal of Environmental Engineering (Transactions of AIJ), Vol. 82, No. 736, pp. 579-587, 2017.6 (in Japanese)　塘田研仁, 牟田彬俊, 白石靖幸：土壌熱交換システムの冷却・加熱効果の予測手法に関する研究（その 3）年間シミュレーションによる結露予測及び結露抑制策の有効性の検討, 日本建築学会環境系論文集, Vol. 82, No. 736, pp. 579-587, 2017.6

4. 4) Yoshioka, S., Tanaka, H., Okumiya, M. and Yoon, G.: Estimation of the techniques for reducing fresh air load: Part 2 Earth-to-air heat exchanger and air-to-air heat exchanger, Summaries of Technical Papers of Annual Meeting, Architectural Institute of Japan, Environmental Engineering II, pp. 1275-1276, 2011.7 (in Japanese)　吉岡沙野, 田中宏明, 奥宮正哉, 尹奎英：CO2 濃度制御･クールヒートトレンチ･全熱交換器を組み合わせた外気負荷削減システムの効果検証第 2 報クール／ヒートトレンチと全熱交換器の導入効果, 日本建築学会大会学術講演梗概集, 環境工学 II, pp. 1275-1276, 2011.7

5. 5) Wang, Z. and Hong, T.: Reinforcement learning for building controls: The opportunities and challenges, Applied Energy, Vol. 269, 2020.7

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1. PRE-COOLING / PRE-HEATING CHARACTERISTICS OF THE EARTH-TO-AIR HEAT EXCHANGER SYSTEM IN LONG-TERM OPERATION (PART 2): INVESTIGATION OF ACTUAL CONDITION OF AIR ENVIRONMENT IN UNDERGROUND AIR TUNNEL THROUGH FIELD MEASUREMENT AND CFD ANALYSIS IN SUMMER;Journal of Environmental Engineering (Transactions of AIJ);2022-02-01