A Safe and Data-Efficient Model-Based Reinforcement Learning System for HVAC Control

Authors: Ding, X., An, Z., Rathee, A., Du, W.

Source: IEEE Internet of Things Journal IEEE Internet Things J. Internet of Things Journal, IEEE. 12(7):8014-8032 Apr, 2025

Enhanced Tube-Based Event-Triggered Stochastic Model Predictive Control with Additive Uncertainties

Authors: Gu, Chenxi, Wang, Xinli, Li, Kang, Yin, Xiaohong, Li, Shaoyuan, Wang, Lei

Source: IEEE/CAA Journal of Automatica Sinica IEEE/CAA J. Autom. Sinica Automatica Sinica, IEEE/CAA Journal of. 12(3):596-605 Mar, 2025

DuoBrain-HVAC: A Hybrid Autonomous Agent for Controlling HVAC Systems

Authors: Sayed, Khalil Al, Boodi, Abhinandana, Broujeny, Roozbeh Sadeghian, Beddiar, Karim

Source: 2024 32nd Telecommunications Forum (TELFOR) Telecommunications Forum (TELFOR), 2024 32nd. :1-4 Nov, 2024

Relation: 2024 32nd Telecommunications Forum (TELFOR)

A Deep Learning Based Digital Twin for Indoor Temperature Prediction in Smart Buildings

Authors: Islam, Md Babul, Guerrieri, Antonio, Gravina, Raffaele, Fortino, Giancarlo

Source: 2024 IEEE Conference on Pervasive and Intelligent Computing (PICom) PICOM Pervasive and Intelligent Computing (PICom), 2024 IEEE Conference on. :83-89 Nov, 2024

Relation: 2024 IEEE Conference on Pervasive and Intelligent Computing (PICom)

Multi-Zone HVAC Control With Model-Based Deep Reinforcement Learning

Authors: Ding, X., Cerpa, A., Du, W.

Source: IEEE Transactions on Automation Science and Engineering IEEE Trans. Automat. Sci. Eng. Automation Science and Engineering, IEEE Transactions on. 22:4408-4426 2025

Improving Energy Efficiency and Sustainability through Smart Energy Management

Authors: Shali, A, N, Vishal, S, Dhanush

Source: 2024 International Conference on Power, Energy, Control and Transmission Systems (ICPECTS) Power, Energy, Control and Transmission Systems (ICPECTS), 2024 International Conference on. :1-5 Oct, 2024

Relation: 2024 International Conference on Power, Energy, Control and Transmission Systems (ICPECTS)

Enhanced Strategies for Off-Policy Reinforcement Learning Algorithms in HVAC Control

Authors: Chen, Zhe, Jia, Qingshan

Source: 2024 14th Asian Control Conference (ASCC) Control Conference (ASCC), 2024 14th Asian. :1691-1696 Jul, 2024

Relation: 2024 14th Asian Control Conference (ASCC)

FUZZY AHP and TOPSIS Approach to Evaluate the Criteria of HVAC Control System

Authors: Gowda, S. Mayur, Urf Hosamani, Manjunath Madar, Kodipalli, Ashwini, R, Rohini B, Soma, Bhavani, N, Gargi

Source: 2024 IEEE International Conference on Information Technology, Electronics and Intelligent Communication Systems (ICITEICS) Information Technology, Electronics and Intelligent Communication Systems (ICITEICS), 2024 IEEE International Conference on. :1-5 Jun, 2024

Relation: 2024 IEEE International Conference on Information Technology, Electronics and Intelligent Communication Systems (ICITEICS)

Multizone Thermal Modelling and Temperature Control of Indoor Environment

Authors: Saha, Rohan, Das, Bed Prakash, Sharma, Kaushik Das, Sengupta, Anindita

Source: 2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT) Computing Communication and Networking Technologies (ICCCNT), 2024 15th International Conference on. :1-6 Jun, 2024

Relation: 2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)

Deep Reinforcement Learning Based HVAC Optimization Control Algorithm Application

Authors: Zeng, Linzhe, Cen, Jian, Liu, Xi, Wu, Yinbo, Tan, Xiaowei

Source: 2023 IEEE International Conference on Electrical, Automation and Computer Engineering (ICEACE) Electrical, Automation and Computer Engineering (ICEACE), 2023 IEEE International Conference on. :439-446 Dec, 2023

Relation: 2023 IEEE International Conference on Electrical, Automation and Computer Engineering (ICEACE)

Time-Based Scheduling Optimization for HVAC Control: A Case Study on Enhancing Energy Efficiency in Commercial Buildings

Authors: Thirunavukkarasu, Gokul Sidarth, Raza Kalair, Ali, Islam, Md Didarul, Seyedmahmoudian, Mehdi, Mekhilef, Saad, Stojcevski, Alex

Source: 2023 33rd Australasian Universities Power Engineering Conference (AUPEC) Power Engineering Conference (AUPEC), 2023 33rd Australasian Universities. :1-6 Sep, 2023

Relation: 2023 33rd Australasian Universities Power Engineering Conference (AUPEC)

A Comparison of Classical and Deep Reinforcement Learning Methods for HVAC Control

Authors: Wang, Marshall, Willes, John, Jiralerspong, Thomas, Moezzi, Matin

Source: 2023 IEEE Smart World Congress (SWC) Smart World Congress (SWC), 2023 IEEE. :1-7 Aug, 2023

Relation: 2023 IEEE Smart World Congress (SWC)

SHATTER: Control and Defense-Aware Attack Analytics for Activity-Driven Smart Home Systems

Authors: Haque, Nur Imtiazul, Ngouen, Maurice, Rahman, Mohammad Ashiqur, Uluagac, Selcuk, Njilla, Laurent

Source: 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN) DSN Dependable Systems and Networks (DSN), 2023 53rd Annual IEEE/IFIP International Conference on. :1-13 Jun, 2023

Relation: 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks (DSN)

OcAPO: Occupancy-Aware, PDC Control for Open-Plan, Shared Workspaces

Authors: Ravi, Anuradha, Misra, Archan

Source: 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT) DCOSS-IOT Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT), 2023 19th International Conference on. :112-119 Jun, 2023

Relation: 2023 19th International Conference on Distributed Computing in Smart Systems and the Internet of Things (DCOSS-IoT)

Predicting Thermal Comfort in Buildings With Machine Learning and Occupant Feedback

Authors: Skaloumpakas, Panagiotis, Sarmas, Elissaios, Mylona, Zoi, Cavadenti, Alessio, Santori, Francesca, Marinakis, Vangelis

Source: 2023 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv) Metrology for Living Environment (MetroLivEnv), 2023 IEEE International Workshop on. :34-39 May, 2023

Relation: 2023 IEEE International Workshop on Metrology for Living Environment (MetroLivEnv)

Decision System for Ensuring Thermal Comfort of Occupants in a Smart Building

Authors: Boicu, Mihaela - Gabriela, Stamatescu, Grigore, Fudulu, Cosmin - Florin, Dobrea, Marius - Alexandru, Vasluianu, Mihaela, Neculoiu, Giorgian

Source: 2023 24th International Conference on Control Systems and Computer Science (CSCS) CSCS Control Systems and Computer Science (CSCS), 2023 24th International Conference on. :502-507 May, 2023

Relation: 2023 24th International Conference on Control Systems and Computer Science (CSCS)

Efficient and assured reinforcement learning-based building HVAC control with heterogeneous expert-guided training

Authors: Shichao Xu, Yangyang Fu, Yixuan Wang, Zhuoran Yang, Chao Huang, Zheng O’Neill, Zhaoran Wang, Qi Zhu

Source: Scientific Reports, Vol 15, Iss 1, Pp 1-17 (2025)

Subject Terms: HVAC control, Reinforcement learning, Deep learning, Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/2045-2322

Access URL: https://doaj.org/article/41e3e9d9e02c4e49954f9cacd1e4b535

Data Center HVAC Control Harnessing Flexibility Potential via Real-Time Pricing Cost Optimization Using Reinforcement Learning

Authors: Biemann, M., Gunkel, P.A., Scheller, F., Huang, L., Liu, X.

Source: IEEE Internet of Things Journal IEEE Internet Things J. Internet of Things Journal, IEEE. 10(15):13876-13894 Aug, 2023

Development of a Bias Compensating Q-Learning Controller for a Multi-Zone HVAC Facility

Authors: Asad Rizvi, Syed Ali, Pertzborn, Amanda J., Lin, Zongli

Source: IEEE/CAA Journal of Automatica Sinica IEEE/CAA J. Autom. Sinica Automatica Sinica, IEEE/CAA Journal of. 10(8):1704-1715 Aug, 2023

Deep Reinforcement Learning based HVAC Control for Reducing Carbon Footprint of Buildings

Authors: Kurte, Kuldeep, Amasyali, Kadir, Munk, Jeffrey, Zandi, Helia

Source: 2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), 2023 IEEE. :1-5 Jan, 2023

Relation: 2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)