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Field demonstration and implementation analysis of model predictive control in an office HVAC system

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Cited by:

  1. Pergantis, Elias N. & Priyadarshan, & Theeb, Nadah Al & Dhillon, Parveen & Ore, Jonathan P. & Ziviani, Davide & Groll, Eckhard A. & Kircher, Kevin J., 2024. "Field demonstration of predictive heating control for an all-electric house in a cold climate," Applied Energy, Elsevier, vol. 360(C).
  2. Leroy Tomás & Manuel Lämmle & Jens Pfafferott, 2025. "Demonstration and Evaluation of Model Predictive Control (MPC) for a Real-World Heat Pump System in a Commercial Low-Energy Building for Cost Reduction and Enhanced Grid Support," Energies, MDPI, vol. 18(6), pages 1-25, March.
  3. Li, Chen & Cheng, Yong & Kosonen, Risto & Jokisalo, Juha & Wu, Yuxin & Yuan, Liting & Li, Xinyi & Liu, Hong & Li, Baizhan, 2025. "Demand response control of heating system in office building based on adapted neutral temperature in hot summer and cold winter climate zone of China," Energy, Elsevier, vol. 332(C).
  4. Wang, Peng & Sun, Junqing & Yoon, Sungmin & Zhao, Liang & Liang, Ruobing, 2024. "A global optimization method for data center air conditioning water systems based on predictive optimization control," Energy, Elsevier, vol. 295(C).
  5. Zhuang, Dian & Gan, Vincent J.L. & Duygu Tekler, Zeynep & Chong, Adrian & Tian, Shuai & Shi, Xing, 2023. "Data-driven predictive control for smart HVAC system in IoT-integrated buildings with time-series forecasting and reinforcement learning," Applied Energy, Elsevier, vol. 338(C).
  6. Ham, Sang woo & Paul, Lazlo & Kim, Donghun & Pritoni, Marco & Brown, Richard & Feng, Jingjuan(Dove), 2024. "Decarbonization of heat pump dual fuel systems using a practical model predictive control: Field demonstration in a small commercial building," Applied Energy, Elsevier, vol. 361(C).
  7. Yang, Shiyu & Oliver Gao, H. & You, Fengqi, 2022. "Model predictive control in phase-change-material-wallboard-enhanced building energy management considering electricity price dynamics," Applied Energy, Elsevier, vol. 326(C).
  8. Hu, Zehuan & Gao, Yuan & Sun, Luning & Mae, Masayuki & Imaizumi, Taiji, 2024. "Improved robust model predictive control for residential building air conditioning and photovoltaic power generation with battery energy storage system under weather forecast uncertainty," Applied Energy, Elsevier, vol. 371(C).
  9. Choi, Kwangwon & Lee, Donggun & Park, Semi & Joe, Jaewan, 2024. "Infrared signal-based implementation of model-based predictive control (MPC) for cost saving in a campus building," Energy, Elsevier, vol. 306(C).
  10. Guo, Rui & Shi, Dachuan & Liu, Ying & Min, Yunran & Shi, Chengnan, 2025. "A modeling framework for integrating model predictive control into building design optimization," Applied Energy, Elsevier, vol. 388(C).
  11. Wang, Xuezheng & Dong, Bing, 2024. "Long-term experimental evaluation and comparison of advanced controls for HVAC systems," Applied Energy, Elsevier, vol. 371(C).
  12. Gao, Yuan & Miyata, Shohei & Akashi, Yasunori, 2023. "Energy saving and indoor temperature control for an office building using tube-based robust model predictive control," Applied Energy, Elsevier, vol. 341(C).
  13. Guo, Chengke & Zhang, Ji & Yuan, Han & Yuan, Yonggong & Wang, Haifeng & Mei, Ning, 2024. "Informer-based model predictive control framework considering group controlled hydraulic balance model to improve the precision of client heat load control in district heating system," Applied Energy, Elsevier, vol. 373(C).
  14. Morovat, Navid & Athienitis, Andreas K. & Candanedo, José Agustín & Nouanegue, Hervé Frank, 2025. "Field implementation of model-based predictive control in an all-electric school building: Impact of occupancy on energy flexibility," Energy, Elsevier, vol. 329(C).
  15. Liu, Shuo & Liu, Xiaohua & Zhang, Tao & Wang, Chaoliang & Liu, Wei, 2024. "Joint optimization for temperature and humidity independent control system based on multi-agent reinforcement learning with cooperative mechanisms," Applied Energy, Elsevier, vol. 375(C).
  16. Zheng, Wanfu & Wang, Dan & Wang, Zhe, 2024. "Economic model predictive control for building HVAC system: A comparative analysis of model-based and data-driven approaches using the BOPTEST Framework," Applied Energy, Elsevier, vol. 374(C).
  17. Jiang, Yuliang & Zhu, Shanying & Xu, Qimin & Yang, Bo & Guan, Xinping, 2023. "Hybrid modeling-based temperature and humidity adaptive control for a multi-zone HVAC system," Applied Energy, Elsevier, vol. 334(C).
  18. Leonidas Zouloumis & Angelos Karanasos & Nikolaos Ploskas & Giorgos Panaras, 2023. "Multicriteria Design and Operation Optimization of a Solar-Assisted Geothermal Heat Pump System," Energies, MDPI, vol. 16(3), pages 1-16, January.
  19. Eser, Steffen & Storek, Thomas & Wüllhorst, Fabian & Dähling, Stefan & Gall, Jan & Stoffel, Phillip & Müller, Dirk, 2025. "A modular Python framework for rapid development of advanced control algorithms for energy systems," Applied Energy, Elsevier, vol. 385(C).
  20. Nweye, Kingsley & Sankaranarayanan, Siva & Nagy, Zoltan, 2023. "MERLIN: Multi-agent offline and transfer learning for occupant-centric operation of grid-interactive communities," Applied Energy, Elsevier, vol. 346(C).
  21. El Shamy, Ahmed R. & Al-Sumaiti, Ameena S., 2025. "Optimal cost predictive BMS considering greywater recycling, responsive HVAC, and energy storage," Applied Energy, Elsevier, vol. 377(PC).
  22. Liu, Mingzhe & Guo, Mingyue & Fu, Yangyang & O’Neill, Zheng & Gao, Yuan, 2024. "Expert-guided imitation learning for energy management: Evaluating GAIL’s performance in building control applications," Applied Energy, Elsevier, vol. 372(C).
  23. Chen, Yibo & Gao, Junxi & Yang, Jianzhong & Berardi, Umberto & Cui, Guoyou, 2023. "An hour-ahead predictive control strategy for maximizing natural ventilation in passive buildings based on weather forecasting," Applied Energy, Elsevier, vol. 333(C).
  24. Bjørnskov, Jakob & Thomsen, August & Jradi, Muhyiddine, 2025. "Large-scale field demonstration of an interoperable and ontology-based energy modeling framework for building digital twins," Applied Energy, Elsevier, vol. 387(C).
  25. Saloux, Etienne & Candanedo, José A. & Vallianos, Charalampos & Morovat, Navid & Zhang, Kun, 2025. "From theory to practice: A critical review of model predictive control field implementations in the built environment," Applied Energy, Elsevier, vol. 393(C).
  26. Walnum, Harald Taxt & Sartori, Igor & Ward, Peder & Gros, Sebastien, 2025. "Demonstration of a low-cost solution for implementing MPC in commercial buildings with legacy equipment," Applied Energy, Elsevier, vol. 380(C).
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