Reinforcement learning and its applications in modern power and energy systems: A review D Cao, W Hu, J Zhao, G Zhang, B Zhang, Z Liu, Z Chen, F Blaabjerg Journal of modern power systems and clean energy 8 (6), 1029-1042, 2020 | 290 | 2020 |
Data-driven optimal energy management for a wind-solar-diesel-battery-reverse osmosis hybrid energy system using a deep reinforcement learning approach G Zhang, W Hu, D Cao, W Liu, R Huang, Q Huang, Z Chen, F Blaabjerg Energy conversion and management 227, 113608, 2021 | 97 | 2021 |
Deep reinforcement learning-based approach for proportional resonance power system stabilizer to prevent ultra-low-frequency oscillations G Zhang, W Hu, D Cao, Q Huang, J Yi, Z Chen, F Blaabjerg IEEE Transactions on Smart Grid 11 (6), 5260-5272, 2020 | 90 | 2020 |
A data-driven approach for designing STATCOM additional damping controller for wind farms G Zhang, W Hu, D Cao, J Yi, Q Huang, Z Liu, Z Chen, F Blaabjerg International Journal of Electrical Power & Energy Systems 117, 105620, 2020 | 59 | 2020 |
A multi-agent deep reinforcement learning approach enabled distributed energy management schedule for the coordinate control of multi-energy hub with gas, electricity, and … G Zhang, W Hu, D Cao, Z Zhang, Q Huang, Z Chen, F Blaabjerg Energy Conversion and Management 255, 115340, 2022 | 49 | 2022 |
An extended Kalman filter based SOC estimation method for Li-ion battery Z Cui, W Hu, G Zhang, Z Zhang, Z Chen Energy Reports 8, 81-87, 2022 | 44 | 2022 |
A novel deep reinforcement learning enabled sparsity promoting adaptive control method to improve the stability of power systems with wind energy penetration G Zhang, W Hu, D Cao, Q Huang, Z Chen, F Blaabjerg Renewable Energy 178, 363-376, 2021 | 31 | 2021 |
A novel deep reinforcement learning enabled multi-band pss for multi-mode oscillation control G Zhang, W Hu, J Zhao, D Cao, Z Chen, F Blaabjerg IEEE Transactions on Power Systems 36 (4), 3794-3797, 2021 | 27 | 2021 |
Mechanism analysis and real-time control of energy storage based grid power oscillation damping: A soft actor-critic approach T Li, W Hu, B Zhang, G Zhang, J Li, Z Chen, F Blaabjerg IEEE Transactions on Sustainable Energy 12 (4), 1915-1926, 2021 | 20 | 2021 |
Meta-learning based voltage control for renewable energy integrated active distribution network against topology change Y Zhao, G Zhang, W Hu, Q Huang, Z Chen, F Blaabjerg IEEE Transactions on Power Systems, 2023 | 14 | 2023 |
Artificial intelligence based approach to improve the frequency control in hybrid power system H Wang, G Zhang, W Hu, D Cao, J Li, S Xu, D Xu, Z Chen Energy Reports 6, 174-181, 2020 | 13 | 2020 |
Deep reinforcement learning based parameter self-tuning control strategy for VSG K Xiong, W Hu, G Zhang, Z Zhang, Z Chen Energy Reports 8, 219-226, 2022 | 12 | 2022 |
Meta-learning based voltage control strategy for emergency faults of active distribution networks Y Zhao, G Zhang, W Hu, Q Huang, Z Chen, F Blaabjerg Applied Energy 349, 121399, 2023 | 11 | 2023 |
A novel deep reinforcement learning enabled agent for pumped storage hydro‐wind‐solar systems voltage control Q Huang, W Hu, G Zhang, D Cao, Z Liu, Q Huang, Z Chen IET Renewable Power Generation 15 (16), 3941-3956, 2021 | 10 | 2021 |
Coordinated volt/VAR control for photovoltaic inverters: a soft actor-critic enhanced droop control approach K Xiong, D Cao, G Zhang, Z Chen, W Hu International Journal of Electrical Power & Energy Systems 149, 109019, 2023 | 8 | 2023 |
Deep reinforcement learning based optimization strategy for hydro-governor PID parameters to suppress ULFO G Zhang, W Hu, D Cao, S Jing, Q Huang, Z Chen 2020 5th International Conference on Power and Renewable Energy (ICPRE), 446-450, 2020 | 8 | 2020 |
A novel data-driven self-tuning SVC additional fractional-order sliding mode controller for transient voltage stability with wind generations G Zhang, J Zhao, W Hu, D Cao, B Tan, Q Huang, Z Chen IEEE Transactions on Power Systems 38 (6), 5755-5767, 2023 | 7 | 2023 |
基于深度强化学习的多能互补发电系统负荷频率控制策略 梁煜东, 陈峦, 张国洲, 任曼曼, 胡维昊 电工技术学报 37 (7), 1768-1779, 2022 | 7 | 2022 |
Small-signal modeling of wind farm with direct-drive PMSG using the component connection method J Yu, J Li, W Hu, G Zhang, H Wang, Q Huang, Z Chen Energy Reports 7, 334-342, 2021 | 7 | 2021 |
Novel adaptive stability enhancement strategy for power systems based on deep reinforcement learning Y Zhao, W Hu, G Zhang, Q Huang, Z Chen, F Blaabjerg International Journal of Electrical Power & Energy Systems 152, 109215, 2023 | 6 | 2023 |