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Aug 15th, 2025

  • #Refereed Journal Publications
A hybrid multi-agent distributed optimal control strategy of multizone VAV systems for edge computing in smart buildings, Energy and Buildings Shanrui Shi, Shohei Miyata, Yasunori Akashi,
Energy and Buildings, Volume 345, 2025, 116089

https://doi.org/10.1016/j.enbuild.2025.116089

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Aug 1st, 2025

  • #Refereed Journal Publications
セマンティックデータモデルに基づく空調システム自動不具合検知・診断の自律的構築フレームワークの提案 黄 夢甜, 宮田 翔平, 谷口 景一朗, 赤司 泰義
空気調和・衛生工学会 論文集, 2025, 50巻, 341号, p.9-16,

https://doi.org/10.18948/shase.50.341_9

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Apr 4th, 2025

  • #Refereed Journal Publications
Year-round operational optimization of HVAC systems using hierarchical deep reinforcement learning for enhancing indoor air quality and reducing energ… C. Liao, S. Miyata, M. Qu, Y. Akashi
Applied Energy, 2025

https://doi.org/10.1016/j.apenergy.2024.124683

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Apr 1st, 2025

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Transfer learning with unsupervised domain adaptation for personal thermal comfort prediction C. Yang, K. Taniguchi, Y.Akashi
Energy and Buildings 2025

https://doi.org/10.1016/j.enbuild.2025.115449

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Jan 1st, 2025

  • #Refereed Journal Publications
Event-driven model-based optimal demand-controlled ventilation for multizone VAV systems: Enhancing energy efficiency and indoor environmental quality S. Shi, S. Miyata, Y. Akashi
Applied Energy 2025

https://doi.org/10.1016/j.apenergy.2024.124683

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Nov 5th, 2024

  • #Refereed Journal Publications
既存建物の機械設備図面に基づく空間・設備のセマンティックデータの自動構築 マルチパッケージ型空調の機器表を題材とするケーススタディ 加藤 俊介, 宮田 翔平, 谷口 景一朗, 赤司 泰義
空気調和・衛生工学会 論文集 2024 READ MORE
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Nov 1st, 2024

  • #Refereed Journal Publications
狭小戸建住宅におけるPV発電を用いた温水式床暖房と潜熱蓄熱建材併用による冬期の空調消費電力削減効果 野澤 文珠香, 季 思雨, 谷口 景一朗, 高瀬 幸造, 前 真之
日本建築学会環境系論文集 2024 READ MORE
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Jun 15th, 2024

  • #Refereed Journal Publications
Design–operation gap caused by parameter variance in HVAC system control sequences: A simulation-based study on energy efficiency and temperature cont… A. Nomura, S. Shi, S. Miyata, Y. Akashi, M. Momota, T. Sawachi
Journal of Building Engineering 2024 READ MORE
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May 15th, 2024

  • #Refereed Journal Publications
Model-based optimal control strategy for multizone VAV air-conditioning systems for neutralizing room pressure and minimizing fan energy consumption S. Shi, S. Miyata, Y. Akashi, M. Momota, T. Sawachi, Y. Gao
Building and Environment 2024 READ MORE
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Apr 15th, 2024

  • #Refereed Journal Publications
Exploring the spatial distribution for efficient sewage heat utilization in urban areas using the urban sewage state prediction model W. Chen, J. Lim, S. Miyata, Y. Akashi
Applied Energy 2024 READ MORE
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Mar 15th, 2024

  • #Refereed Journal Publications
Successful application of predictive information in deep reinforcement learning control: A case study based on an office building HVAC system Y. Gao, S. Shi, S. Miyata, Y. Akashi
Energy 2024 READ MORE
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Feb 20th, 2024

  • #Refereed Journal Publications
狭小敷地に建つ戸建住宅における窓の設計と窓付属物操作による温熱・光・視環境およびエネルギー性能の改善 佐竹 良太, 辻 果歩, 野澤 文珠香, 岸本 尚子, 谷口 景一朗, 前 真之
日本建築学会技術報告集 2024 READ MORE
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Dec 1st, 2023

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天井放射パネル空調性能予測手法の提案 （その2）：天井放射パネル空調の設計のための各種性能線図 伊藤 清, 赤司 泰義
日本建築学会環境系論文集 2023 READ MORE
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Nov 15th, 2023

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Interpretable deep learning for hourly solar radiation prediction: A real measured data case study in Tokyo Y. Gao, S. Miyata, Y. Akashi
Journal of Building Engineering 2023 READ MORE
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Nov 5th, 2023

  • #Refereed Journal Publications
電力の変動料金制における建築エネルギーシステムの蓄電池モデル予測制御 松浪 佑宜, 宮田 翔平, 高 原, 川上 理亮, 柴田 克彦, 赤司 泰義
空気調和・衛生工学会 論文集 2023 READ MORE
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Nov 1st, 2023

  • #Refereed Journal Publications
Automated fault detection and diagnosis of chiller water plants based on convolutional neural network and knowledge distillation Y. Gao, S. Miyata, Y. Akashi
Building and Environment 2023 READ MORE
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Oct 20th, 2023

  • #Refereed Journal Publications
環境配慮の要素技術の組合せを居住者がモード切替えする住宅の設計手法（その2）：環境配慮技術活用の建築要素に対する環境調整行動の記述方法の開発 岩橋 祐之, 小泉 雅生, 谷口 景一朗, 辻 果歩
日本建築学会技術報告集 2023 READ MORE
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Oct 15th, 2023

  • #Refereed Journal Publications
Spatio-temporal interpretable neural network for solar irradiation prediction using transformer Y. Gao, S. Miyata, Y. Matsunami, Y. Akashi
Energy and Buildings 2023 READ MORE
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Oct 15th, 2023

  • #Refereed Journal Publications
How to improve the application potential of deep learning model in HVAC fault diagnosis: Based on pruning and interpretable deep learning method Y. Gao, S. Miyata, Y. Akashi
Applied Energy 2023 READ MORE
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Oct 5th, 2023

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Brick Schemaを用いた複数熱源システムのメタデータモデルと展開可能なアプリケーション 小暮 友太, 宮田 翔平, 赤司 泰義, 谷口 景一朗
空気調和・衛生工学会 論文集 2023 READ MORE
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Sep 1st, 2023

  • #Refereed Journal Publications
New assessment method for solar radiation effects on indoor thermal comfort based on scalar irradiance - Using volume photon mapping K. Matsuda, K. Taniguchi, N. Yoshizawa, et al.
Building and Environment 2023 READ MORE
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Aug 1st, 2023

  • #Refereed Journal Publications
Data-driven key performance indicators and datasets for building energy flexibility: A review and perspectives H. Li, S. Miyata, et al.
Applied Energy 2023 READ MORE