"Shintaro Ikeda,Tatsuo Nagai","A novel optimization method combining metaheuristics and machine learning for daily optimal operations in building energy and storage systems",,"Applied Energy","Elsevier","Volume 289",,,2021,May
"Mingzhe Liu,Toshiyuki Hino,Ryozo Ooka,Ke Wen,Wonjun Choi,Lee Doyun,Shintaro Ikeda","Development of distributed multiple‐source and multiple‐use heat pump system using renewable energy: Outline of test building and experimental evaluation of cooling and heating performance",,"Japan Architectural Review","Wiley","Volume 4","Issue 1","Page 241-252",2021,Jan.
"Lee Doyun,Ryozo Ooka,Shintaro Ikeda,Wonjun Choi,Younghoon Kwak","Model predictive control of building energy systems with thermal energy storage in response to occupancy variations and time-variant electricity prices",,"Energy and Buildings","Elsevier","Volume 225",,,2020,Oct.
"Sorana Ozaki,Tatsuo Nagai,Shintaro Ikeda","ニューラルネットワークを用いたオフィスビルにおける冷房負荷予測手法に関する研究","空気調和・衛生工学会大会",,,,,,2020,Sept.
"中塚 一喜,Shintaro Ikeda,Ryotaro Ishibashi,hiroyuki hatada,Hideki Tanaka,Ryozo Ooka","人工知能による大規模展示場のリアルタイム熱源最適運用支援プログラムに関する研究  （第1報）建物概要と最適制御を実現するためのハードウェアの構築","空気調和・衛生工学会大会",,,,,,2020,Sept.
"Saeko Machida,Tatsuo Nagai,Shintaro Ikeda","建物間熱融通における熱源容量と建物熱負荷が省エネルギー効果に及ぼす影響に関する検討","空気調和・衛生工学会",,,,,,2020,Sept.
"Fuyumi Iijima,Shintaro Ikeda,Tatsuo Nagai","エネルギーシステムの統合的最適設計に関する自動化アルゴリズムの開発（第2報）知的最適化による設計最適化と多様な機器構成の提案",,,,,,,2020,Sept.
"Nobumasa Kurasawa,Shintaro Ikeda,Tatsuo Nagai","蓄熱槽を含むエネルギーシステムの最適化における探索手法および制約法の評価・比較",,,,,,,2020,Sept.
"Lee Doyun,Shintaro Ikeda,Ryozo Ooka,Yuki Matsuda,Wonjun Choi","空調熱源システムにおける人工知能を用いたモデル予測制御に関する研究 （その3）モデル予測制御の実システムへの適用に関する先行実験","空気調和・衛生工学会大会",,,,,,2020,Sept.
"Shintaro Ikeda,中塚一喜,Ryotaro Ishibashi,hiroyuki hatada,Hideki Tanaka,Ryozo Ooka","人工知能による大規模展示場のリアルタイム熱源最適運用支援プログラムに関する研究  （第2報）最適化プログラムの詳細と最適化効果検証","空気調和・衛生工学会大会",,,,,,2020,Sept.
"Shintaro Ikeda,Ryozo Ooka","Application of differential evolution-based constrained optimization methods to district energy optimization and comparison with dynamic programming",,"Applied Energy","Elsevier","Volume 254",,,2019,Nov.
"Mingzhe Liu,Ryozo Ooka,Wonjun Choi,Shintaro Ikeda","Experimental and numerical investigation of energy saving potential of centralized and decentralized pumping systems",,"Applied Energy","Elsevier","Volume 251",,,2019,Oct.
"Saeko Machida,Tatsuo Nagai,Shintaro Ikeda","サーマルグリッド方式を用いた建物間熱融通による省エネルギー効果の検討","空気調和・衛生工学会大会",,,,,,2019,Sept.
"Fuyumi Iijima,Shintaro Ikeda,Tatsuo Nagai","エネルギーシステムの統合的最適設計に関する自動化アルゴリズムの開発（第1報）知的最適化と動的計画法によるCHP と蓄熱槽を含むシステムの設計最適化","空気調和・衛生工学会大会",,,,,,2019,Sept.
"Lee Doyun,Ryozo Ooka,Shintaro Ikeda,Wonjun Choi","Artificial neural network prediction models of stratified thermal energy storage system and borehole heat exchanger for model predictive control",,"Science and Technology for the Built Environment","Taylor & Francis","Volume 25","Issue 5","Page 534-548",2019,May
"Lee Doyun,Ryozo Ooka,Shintaro Ikeda,Wonjun Choi","ANN及びメタヒューリスティクスを用いたモデル予測制御手法の開発（第4報）蓄熱槽を含むオフィス空調設備の在室者変動を考慮した冷房運転への適用","空気調和・衛生工学会大会",,,,,,2018,Sept.
"Shintaro Ikeda,Ryozo Ooka","地域エネルギーシステムの最適化における学習的探索手法と機械学習の複合アルゴリズムの開発 第2報−建物間熱融通システムの運用最適化における強化学習との比較",,"空気調和・衛生工学会論文集","空気調和・衛生工学会","Vol. 43","No. 254","p. 23-32",2018,May
"Tetsuya Kawamura,Ryozo Ooka,Shintaro Ikeda","Shape Optimization of a Detached House Considering Daylight Utilization Using Metaheuristics","4th International Conference On Building Energy, Environment",,,,,,2018,Feb.
"Lee Doyun,Ryozo Ooka,Shintaro Ikeda,Wonjun Choi","Case study of ANN modeling of stratified thermal energy storage and ground source heat pump systems for model predictive control","4th International Conference On Building Energy, Environment",,,,,,2018,Feb.
"Shintaro Ikeda,Wonjun Choi,Ryozo Ooka","Optimization method for multiple heat source operation including ground source heat pump considering dynamic variation in ground temperature",,"Applied Energy","Elsevier","Volume 193",,,2017,May
"Shintaro Ikeda,Ryozo Ooka","地域エネルギーシステムの最適化における学習的探索手法と機械学習の複合アルゴリズムの開発 第1報−蓄熱槽を含む地域冷暖房システムにおける最適運用計画決定手法",,"空気調和・衛生工学会論文集","空気調和・衛生工学会","Vol. 42","No. 241",,2017,Apr.
"Shintaro Ikeda,Ryozo Ooka","A New Index for Decision-making: an Optimal Operation Strategy of Batteries and Photovoltaic Systems in Buildings","IAQVEC 2016",,,,,,2016,Oct.
"Shintaro Ikeda,Ryozo Ooka","A new optimization strategy for the operating schedule of energy systems under uncertainty of renewable energy sources and demand changes",,"Energy and Buildings","Elsevier","Volume 125",,,2016,Aug.
"Shintaro Ikeda,Ryozo Ooka","Optimal Adjustment Strategy for Operating Schedule of Energy System under Uncertainty of Renewable Sources and Demand Changes","12th REHVA World Congress CLIMA 2016",,,,,,2016,May
"Bryn Pickering,Shintaro Ikeda,Ruchi Choudhary,Ryozo Ooka","Comparison of Metaheuristic and Linear Programming Models for the Purpose of Optimising Building Energy Supply Operation Schedule","12th REHVA World Congress CLIMA 2016",,,,,,2016,May
"Shintaro Ikeda,Ryozo Ooka","Optimal operation of energy systems including energy storage equipment under different connections and electricity prices",,"Sustainable Cities and Society","Elsevier","Volume 21",,"Page 1-11",2016,Feb.
"Shintaro Ikeda,Ryozo Ooka","メタヒューリスティクスを用いたCGS及び複数蓄エネルギー設備を含むエネルギーシステムの多目的非線形最適化手法の開発",,"日本建築学会環境系論文集","日本建築学会","Vol. 81","No. 791","p. 101-110",2016,Jan.
"Shintaro Ikeda,Ryozo Ooka","A review on optimization techniques for active thermal energy storage control",,"Energy and Buildings","Elsevier","Volume 106",,"Page 225-233",2015,Nov.
"Shintaro Ikeda,Ryozo Ooka","Metaheuristic optimization methods for a comprehensive operating schedule of battery, thermal energy storage, and heat source in a building energy system",,"Applied Energy","Elsevier","Volume 151",,"Page 192-205",2015,Aug.
"Shintaro Ikeda,Ryozo Ooka","Optimal operation of energy systems including thermal energy storage and battery under different connections","6th International Building Physics Conference",,,,,,2015,June
"Shintaro Ikeda,Ryozo Ooka","Optimal Operating Schedule of Shared Battery and TES in Two Different Types of Buildings under Unpredicted Demand Change",,,,,,,2015,May
"Shintaro Ikeda,Ryozo Ooka","メタヒューリスティクスを用いた蓄電池・蓄熱槽・熱源の統合的最適運用手法の開発",,"日本建築学会環境系論文集","日本建築学会","Vol. 79","No. 705",,2014,Nov.
"Shintaro Ikeda,Ryozo Ooka","Development of Optimization Method for Operating Heat Source Systems Including Thermal Energy Storage and a Storage Battery Using Cuckoo Search","Grand Renewable Energy 2014",,,,,,2014,Aug.
"Shintaro Ikeda,Tatsuo Nagai","遺伝的アルゴリズムとラグランジュの未定乗数法を用いた熱源の最適化手法と運用計画チャートの開発",,"日本建築学会環境系論文集","日本建築学会","Vol. 78","No. 691","p. 703-709",2013,Sept.