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Data-driven predictive control for smart HVAC system in IoT-integrated buildings with time-series forecasting and reinforcement learning

Citations

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Cited by:

  1. Alessandro Franco & Emanuele Crisostomi & Francesco Leccese & Antonio Mugnani & Stefano Suin, 2024. "Energy Savings in University Buildings: The Potential Role of Smart Monitoring and IoT Technologies," Sustainability, MDPI, vol. 17(1), pages 1-26, December.
  2. Vidal, João V. & Fonte, Tiago M.S.L. & Lopes, Luis Seabra & Bernardo, Rodrigo M.C. & Carneiro, Pedro M.R. & Pires, Diogo G. & Soares dos Santos, Marco P., 2024. "Prediction of dynamic behaviors of vibrational-powered electromagnetic generators: Synergies between analytical and artificial intelligence modelling," Applied Energy, Elsevier, vol. 376(PB).
  3. Andolfi, Laura & Lima Baima, Renan & Burcheri, Lorenzo Matthias & Pavić, Ivan & Fridgen, Gilbert, 2025. "Sociotechnical design of building energy management systems in the public sector: Five design principles," Applied Energy, Elsevier, vol. 377(PD).
  4. Cui, Can & Xue, Jing, 2024. "Energy and comfort aware operation of multi-zone HVAC system through preference-inspired deep reinforcement learning," Energy, Elsevier, vol. 292(C).
  5. Yin, Cheng & Zeng, Xiangrui & Yin, Zhouping, 2024. "An improved data-driven predictive optimal control approach for designing hybrid electric vehicle energy management strategies," Applied Energy, Elsevier, vol. 375(C).
  6. Adamantios Ntakaris & Gbenga Ibikunle, 2024. "Minimal Batch Adaptive Learning Policy Engine for Real-Time Mid-Price Forecasting in High-Frequency Trading," Papers 2412.19372, arXiv.org, revised Dec 2024.
  7. Hashim Raza Khan & Wajahat Ahmed & Wasiq Masud & Urooj Alam & Kamran Arshad & Khaled Assaleh & Saad Ahmed Qazi, 2024. "Design and Experimental Results of an AIoT-Enabled, Energy-Efficient Ceiling Fan System," Sustainability, MDPI, vol. 16(12), pages 1-18, June.
  8. Wang, Jiaming & Rezgui, Yacine & Zhao, Tianyi, 2025. "Collaborative optimization method for solving the diffusion and allocation issues in complex variable flow rate HVAC systems," Applied Energy, Elsevier, vol. 378(PA).
  9. Massimo Lauria & Maria Azzalin, 2024. "Digital Transformation in the Construction Sector: A Digital Twin for Seismic Safety in the Lifecycle of Buildings," Sustainability, MDPI, vol. 16(18), pages 1-22, September.
  10. Behzadi, Amirmohammad & Duwig, Christophe & Ploskic, Adnan & Holmberg, Sture & Sadrizadeh, Sasan, 2024. "Application to novel smart techniques for decarbonization of commercial building heating and cooling through optimal energy management," Applied Energy, Elsevier, vol. 376(PA).
  11. Homod, Raad Z. & Mohammed, Hayder Ibrahim & Abderrahmane, Aissa & Alawi, Omer A. & Khalaf, Osamah Ibrahim & Mahdi, Jasim M. & Guedri, Kamel & Dhaidan, Nabeel S. & Albahri, A.S. & Sadeq, Abdellatif M. , 2023. "Deep clustering of Lagrangian trajectory for multi-task learning to energy saving in intelligent buildings using cooperative multi-agent," Applied Energy, Elsevier, vol. 351(C).
  12. Bian, Jianxiao & Wang, Jiarui & Yece, Qian, 2024. "A novel study on power consumption of an HVAC system using CatBoost and AdaBoost algorithms combined with the metaheuristic algorithms," Energy, Elsevier, vol. 302(C).
  13. Nik, Vahid M. & Hosseini, Mohammad, 2023. "CIRLEM: a synergic integration of Collective Intelligence and Reinforcement learning in Energy Management for enhanced climate resilience and lightweight computation," Applied Energy, Elsevier, vol. 350(C).
  14. 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).
  15. Guo, Yuxiang & Qu, Shengli & Wang, Chuang & Xing, Ziwen & Duan, Kaiwen, 2024. "Optimal dynamic thermal management for data center via soft actor-critic algorithm with dynamic control interval and combined-value state space," Applied Energy, Elsevier, vol. 373(C).
  16. Loprete, Jason & Trojanowski, Rebecca & Butcher, Thomas & Longtin, Jon & Assanis, Dimitris, 2024. "Enabling residential heating decarbonization through hydronic low-temperature thermal distribution using forced-air assistive devices," Applied Energy, Elsevier, vol. 353(PA).
  17. Rosa Francesca De Masi & Nicoletta Del Regno & Antonio Gigante & Silvia Ruggiero & Alessandro Russo & Francesco Tariello & Giuseppe Peter Vanoli, 2023. "The Importance of Investing in the Energy Refurbishment of Hospitals: Results of a Case Study in a Mediterranean Climate," Sustainability, MDPI, vol. 15(14), pages 1-20, July.
  18. Luo, Jielin & Shen, Yongting & Yang, Hongxing, 2024. "Investigations on an integrated air-conditioning system using technologies of desiccant dehumidification, indirect evaporative cooling and CO2 capture," Applied Energy, Elsevier, vol. 369(C).
  19. Haoyue Dai & Saba Imani & Joon-Ho Choi, 2025. "Correlating Indoor Environmental Quality Parameters with Human Physiological Responses for Adaptive Comfort Control in Commercial Buildings," Energies, MDPI, vol. 18(9), pages 1-32, April.
  20. Troy Malatesta & Qilin Li & Jessica K. Breadsell & Christine Eon, 2023. "Distinguishing Household Groupings within a Precinct Based on Energy Usage Patterns Using Machine Learning Analysis," Energies, MDPI, vol. 16(10), pages 1-25, May.
  21. Zhou, Xinlei & Du, Han & Xue, Shan & Ma, Zhenjun, 2024. "Recent advances in data mining and machine learning for enhanced building energy management," Energy, Elsevier, vol. 307(C).
  22. Sheng Hu & Gongjin Yuan & Kaifeng Hu & Cong Liu & Minghu Wu, 2023. "Non-Intrusive Load Identification Method Based on KPCA-IGWO-RF," Energies, MDPI, vol. 16(12), pages 1-14, June.
  23. Aristeidis Mystakidis & Paraskevas Koukaras & Nikolaos Tsalikidis & Dimosthenis Ioannidis & Christos Tjortjis, 2024. "Energy Forecasting: A Comprehensive Review of Techniques and Technologies," Energies, MDPI, vol. 17(7), pages 1-33, March.
  24. Amjad Almusaed & Ibrahim Yitmen & Asaad Almssad, 2023. "Reviewing and Integrating AEC Practices into Industry 6.0: Strategies for Smart and Sustainable Future-Built Environments," Sustainability, MDPI, vol. 15(18), pages 1-27, September.
  25. Lu, Ruyuan & Li, Xin & Chen, Ronghao & Lei, Aimin & Ma, Xiaoming, 2024. "An Alternative Reinforcement Learning (ARL) control strategy for data center air-cooled HVAC systems," Energy, Elsevier, vol. 308(C).
  26. Paraskevas Koukaras & Akeem Mustapha & Aristeidis Mystakidis & Christos Tjortjis, 2024. "Optimizing Building Short-Term Load Forecasting: A Comparative Analysis of Machine Learning Models," Energies, MDPI, vol. 17(6), pages 1-26, March.
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