| 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 | 317 | 2020 |
| Deep reinforcement learning–based approach for optimizing energy conversion in integrated electrical and heating system with renewable energy B Zhang, W Hu, D Cao, Q Huang, Z Chen, F Blaabjerg Energy conversion and management 202, 112199, 2019 | 119 | 2019 |
| Dynamic energy conversion and management strategy for an integrated electricity and natural gas system with renewable energy: Deep reinforcement learning approach B Zhang, W Hu, J Li, D Cao, R Huang, Q Huang, Z Chen, F Blaabjerg Energy conversion and management 220, 113063, 2020 | 108 | 2020 |
| Soft actor-critic–based multi-objective optimized energy conversion and management strategy for integrated energy systems with renewable energy B Zhang, W Hu, D Cao, T Li, Z Zhang, Z Chen, F Blaabjerg Energy Conversion and Management 243, 114381, 2021 | 82 | 2021 |
| Multi-agent deep reinforcement learning based distributed control architecture for interconnected multi-energy microgrid energy management and optimization B Zhang, W Hu, AMYM Ghias, X Xu, Z Chen Energy Conversion and Management 277, 116647, 2023 | 45 | 2023 |
| An imbalance fault detection algorithm for variable-speed wind turbines: A deep learning approach J Chen, W Hu, D Cao, B Zhang, Q Huang, Z Chen, F Blaabjerg Energies 12 (14), 2764, 2019 | 42 | 2019 |
| Deep reinforcement learning-aided efficiency optimized dual active bridge converter for the distributed generation system Y Tang, W Hu, B Zhang, D Cao, N Hou, Y Li, Z Chen, F Blaabjerg IEEE Transactions on Energy Conversion 37 (2), 1251-1262, 2021 | 36 | 2021 |
| Electricity theft detection using Euclidean and graph convolutional neural networks W Liao, Z Yang, K Liu, B Zhang, X Chen, R Song IEEE Transactions on Power Systems 38 (4), 3514-3527, 2022 | 35 | 2022 |
| Economic assessment and regional adaptability analysis of CCHP system coupled with biomass-gas based on year-round performance D Zhang, B Zhang, Y Zheng, R Zhang, P Liu, Z An Sustainable Energy Technologies and Assessments 45, 101141, 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 | 22 | 2021 |
| Novel Data-Driven decentralized coordination model for electric vehicle aggregator and energy hub entities in multi-energy system using an improved multi-agent DRL approach B Zhang, W Hu, D Cao, AMYM Ghias, Z Chen Applied Energy 339, 120902, 2023 | 20 | 2023 |
| Multi-agent deep reinforcement learning-based coordination control for grid-aware multi-buildings B Zhang, W Hu, AMYM Ghias, X Xu, Z Chen Applied Energy 328, 120215, 2022 | 18 | 2022 |
| Environment dominated evaluation modeling and collocation optimization of a distributed energy system based on solar and biomass energy D Zhang, R Zhang, B Zhang, Y Zheng, Z An Renewable Energy 202, 1226-1240, 2023 | 17 | 2023 |
| Economical operation strategy of an integrated energy system with wind power and power to gas technology–a DRL‐based approach B Zhang, W Hu, D Cao, Q Huang, Z Chen, F Blaabjerg IET Renewable Power Generation 14 (17), 3292-3299, 2020 | 16 | 2020 |
| Carbon emission reduction analysis of CHP system driven by biogas based on emission factors D Zhang, R Zhang, Y Zheng, B Zhang, Y Jiang, Z An, J Bai Energy and Built Environment 4 (5), 576-588, 2023 | 14 | 2023 |
| Hybrid data-driven method for low-carbon economic energy management strategy in electricity-gas coupled energy systems based on transformer network and deep reinforcement learning B Zhang, W Hu, X Xu, Z Zhang, Z Chen Energy 273, 127183, 2023 | 13 | 2023 |
| Physical-model-free intelligent energy management for a grid-connected hybrid wind-microturbine-PV-EV energy system via deep reinforcement learning approach B Zhang, W Hu, X Xu, T Li, Z Zhang, Z Chen Renewable Energy 200, 433-448, 2022 | 13 | 2022 |
| Coordinated carbon capture systems and power-to-gas dynamic economic energy dispatch strategy for electricity–gas coupled systems considering system uncertainty: An improved … B Zhang, X Wu, AMYM Ghias, Z Chen Energy 271, 126965, 2023 | 12 | 2023 |
| Two-timescale autonomous energy management strategy based on multi-agent deep reinforcement learning approach for residential multicarrier energy system B Zhang, W Hu, AMYM Ghias, X Xu, Z Chen Applied Energy 351, 121777, 2023 | 11 | 2023 |
| SMES damping controller design and real-time parameters tuning for low-frequency oscillation T Li, W Hu, B Zhang, G Zhang, Z Zhang, Z Chen IEEE Transactions on Applied Superconductivity 31 (8), 1-4, 2021 | 7 | 2021 |
