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Voltage control of distribution grid with district cooling systems based on scenario-classified reinforcement learning Journal article
Peipei Yu, Hongcai Zhang, Zechun Hu, Yonghua Song. Voltage control of distribution grid with district cooling systems based on scenario-classified reinforcement learning[J]. Applied Energy, 2025, 377(Part B), 124415.
Authors:  Peipei Yu;  Hongcai Zhang;  Zechun Hu;  Yonghua Song
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:10.1/10.4 | Submit date：2024/10/17
Adaptive Tie-line Power Smoothing with Renewable Generation Based on Risk-aware Reinforcement Learning Journal article
Peipei Yu, Hongcai Zhang, Yonghua Song. Adaptive Tie-line Power Smoothing with Renewable Generation Based on Risk-aware Reinforcement Learning[J]. IEEE Transactions on Power Systems, 2024, 39(6), 6819-6832.
Authors:  Peipei Yu;  Hongcai Zhang;  Yonghua Song
Favorite | TC[WOS]:2 TC[Scopus]:4  IF:6.5/7.4 | Submit date：2024/04/24
Tie-line Power Smoothing  Demand Response  Renewable Generation  Risk-aware Reinforcement Learning  
Improved divergence-based distributionally robust chance-constrained scheduling for geo-distributed Internet data centers Journal article
Bin Zou, Ge Chen, Hongcai Zhang, Yonghua Song. Improved divergence-based distributionally robust chance-constrained scheduling for geo-distributed Internet data centers[J]. CSEE Journal of Power and Energy Systems, 2024.
Authors:  Bin Zou;  Ge Chen;  Hongcai Zhang;  Yonghua Song
Favorite |   IF:6.9/6.9 | Submit date：2024/08/07
District Cooling System Control for Providing Operating Reserve Based on Safe Deep Reinforcement Learning Journal article
Peipei Yu, Hongcai Zhang, Yonghua Song, Hongxun Hui, Ge Chen. District Cooling System Control for Providing Operating Reserve Based on Safe Deep Reinforcement Learning[J]. IEEE Transactions on Power Systems, 2024, 39(1), 40 - 52.
Authors:  Peipei Yu;  Hongcai Zhang;  Yonghua Song;  Hongxun Hui;  Ge Chen
Favorite | TC[WOS]:13 TC[Scopus]:17  IF:6.5/7.4 | Submit date：2023/07/12
District Cooling System  Operating Reserve  Model-free Control  Safe Deep Reinforcement Learning  
Efficient constraint learning for data-driven active distribution network operation Journal article
Ge Chen, Hongcai Zhang, Yonghua Song. Efficient constraint learning for data-driven active distribution network operation[J]. IEEE Transactions on Power Systems, 2024, 39(1), 1472-1484.
Authors:  Ge Chen;  Hongcai Zhang;  Yonghua Song
Favorite | TC[WOS]:5 TC[Scopus]:5  IF:6.5/7.4 | Submit date：2023/07/12
Active Distribution Networks  Deep Learning  Renewable Generation  Optimal Power Flow  Flexible Sources  
Constraint learning-based optimal power dispatch for active distribution networks with extremely imbalanced data Journal article
Yonghua Song, Ge Chen, Hongcai Zhang. Constraint learning-based optimal power dispatch for active distribution networks with extremely imbalanced data[J]. CSEE Journal of Power and Energy Systems, 2024, 10(1), 51-65.
Authors:  Yonghua Song;  Ge Chen;  Hongcai Zhang
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:6.9/6.9 | Submit date：2024/04/24
Deep Learning  Demand Response  Distribution Networks  Imbalanced Data  Optimal Power Flow  
District cooling system control for providing regulation services based on safe reinforcement learning with barrier functions Journal article
Peipei Yu, Hongcai Zhang, Yonghua Song. District cooling system control for providing regulation services based on safe reinforcement learning with barrier functions[J]. Applied Energy, 2023, 347, 121396.
Authors:  Peipei Yu;  Hongcai Zhang;  Yonghua Song
Favorite | TC[WOS]:5 TC[Scopus]:7  IF:10.1/10.4 | Submit date：2023/07/12
Safe Deep Reinforcement Learning  District Cooling System  Frequency Regulation Service  Control Barrier Function  
Probabilistic integrated flexible regions of multi-energy industrial parks: Conceptualization and characterization Journal article
Hengyu Hui, Minglei Bao, Yi Ding, Jinyue Yan, Yonghua Song. Probabilistic integrated flexible regions of multi-energy industrial parks: Conceptualization and characterization[J]. Applied Energy, 2023, 349, 121521.
Authors:  Hengyu Hui;  Minglei Bao;  Yi Ding;  Jinyue Yan;  Yonghua Song
Favorite | TC[WOS]:8 TC[Scopus]:8  IF:10.1/10.4 | Submit date：2023/09/21
Distributed Renewable Energy  Industrial Load  Multi-energy Industrial Park  Probabilistic Integrated Flexible Region  Uncertainty  
Equivalent System Model of District Cooling System in Frequency Domain to Provide Primary Frequency Regulation Journal article
Peipei Yu, Hongcai Zhang, Yonghua Song. Equivalent System Model of District Cooling System in Frequency Domain to Provide Primary Frequency Regulation[J]. CSEE Journal of Power and Energy Systems, 2023.
Authors:  Peipei Yu;  Hongcai Zhang;  Yonghua Song
Favorite |   IF:6.9/6.9 | Submit date：2023/07/22
Smoothing Tie-line Power for Microgrids by Controlling District Cooling System Based on Soft Actor-Critic Reinforcement Learning Conference paper
Peipei Yu, Hongcai Zhang, Yonghua Song. Smoothing Tie-line Power for Microgrids by Controlling District Cooling System Based on Soft Actor-Critic Reinforcement Learning[C], 2023.
Authors:  Peipei Yu;  Hongcai Zhang;  Yonghua Song
Favorite | TC[Scopus]:1 | Submit date：2023/07/12