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Privacy-Preserving Regulation Capacity Evaluation for HVAC Systems in Heterogeneous Buildings based on Federated Learning and Transfer Learning Journal article
Zhenyi Wang, Peipei Yu, Hongcai Zhang. Privacy-Preserving Regulation Capacity Evaluation for HVAC Systems in Heterogeneous Buildings based on Federated Learning and Transfer Learning[J]. IEEE Transactions on Smart Grid, 2023, 14(5), 3535 - 3549.
Authors:  Zhenyi Wang;  Peipei Yu;  Hongcai Zhang
Favorite | TC[WOS]:7 TC[Scopus]:8  IF:8.6/9.6 | Submit date:2023/07/12
Demand Response  Federated Learning  Hvac System  Privacy-preserving  Regulation Capacity  Transfer Learning  
Frequency Regulation Capacity Offering of District Cooling System Based on Reinforcement Learning Conference paper
Peipei Yu, Hongxun Hui, Hongcai Zhang, Chao Huang, Yonghua Song. Frequency Regulation Capacity Offering of District Cooling System Based on Reinforcement Learning[C], 2022.
Authors:  Peipei Yu;  Hongxun Hui;  Hongcai Zhang;  Chao Huang;  Yonghua Song
Favorite | TC[Scopus]:0 | Submit date:2023/01/30
Regulation Capacity Offering  Demand Response  District Cooling System  Deep Reinforcement Learning  
Chance-constrained regulation capacity offering for HVAC systems under non-Gaussian uncertainties with mixture-model-based convexification Journal article
Chen, Ge, Zhang, Hongcai, Hui, Hongxun, Song, Yonghua. Chance-constrained regulation capacity offering for HVAC systems under non-Gaussian uncertainties with mixture-model-based convexification[J]. IEEE Transactions on Smart Grid, 2022, 13(6), 4379-4391.
Authors:  Chen, Ge;  Zhang, Hongcai;  Hui, Hongxun;  Song, Yonghua
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:8.6/9.6 | Submit date:2022/08/05
Hvac Systems  Demand-side Flexibility  Regulation Capacity  Chance-constrained Programming  Gaussian Mixture Model  Convexification  
Regulation capacity evaluation of large-scale residential air conditioners for improving flexibility of urban power systems Journal article
Hui, Hongxun, Yu, Peipei, Zhang, Hongcai, Dai, Ningyi, Jiang, Wei, Song, Yonghua. Regulation capacity evaluation of large-scale residential air conditioners for improving flexibility of urban power systems[J]. International Journal of Electrical Power and Energy Systems, 2022, 142, 108269.
Authors:  Hui, Hongxun;  Yu, Peipei;  Zhang, Hongcai;  Dai, Ningyi;  Jiang, Wei; et al.
Favorite | TC[WOS]:6 TC[Scopus]:6  IF:5.0/4.6 | Submit date:2022/05/31
Demand Response  Gmm  Regulation Capacity  Residential Air Conditioner  
Regulation Capacity Evaluation of Large-scale Heterogeneous Residential Air Conditioning Loads Conference paper
Hui, Hongxun, Yu, Peipei, Zhang, Hongcai, Dai, Ningyi, Jiang, Wei, Song, Yonghua. Regulation Capacity Evaluation of Large-scale Heterogeneous Residential Air Conditioning Loads[C], 2021, 2505-2510.
Authors:  Hui, Hongxun;  Yu, Peipei;  Zhang, Hongcai;  Dai, Ningyi;  Jiang, Wei; et al.
Favorite | TC[Scopus]:0 | Submit date:2022/05/13
Demand Response  Gaussian Mixture Model  Regulation Capacity Evaluation  Residential Air Conditioning  
Scheduling thermostatically controlled loads to provide regulation capacity based on a learning-based optimal power flow model Journal article
Chen, Ge, Zhang, Hongcai, Hui, Hongxun, Dai, Ningyi, Song, Yonghua. Scheduling thermostatically controlled loads to provide regulation capacity based on a learning-based optimal power flow model[J]. IEEE Transactions on Sustainable Energy, 2021, 12(4), 2459-2470.
Authors:  Chen, Ge;  Zhang, Hongcai;  Hui, Hongxun;  Dai, Ningyi;  Song, Yonghua
Favorite | TC[WOS]:41 TC[Scopus]:48  IF:8.6/8.6 | Submit date:2021/09/09
Optimal Power Flow  Demand-side Feasibility  Regulation Capacity  Neural Network  Security Constraint