Optimal operation of power systems, time-series prediction, artificial intelligence, hybrid-augmented intelligence
J. Chen, T. Yu, Z. Pan*, et al. Stochastic Dynamic Power Dispatch With Human Knowledge Transfer Using Graph-GAN Assisted Inverse Reinforcement Learning. IEEE Transactions on Smart Grid, vol. 15, no. 3, pp. 3303–3315, May 2024. (CAS Zone 1 TOP, JCR Q1)
J. Chen, T. Yu, Z. Pan*, M. Zhang, B. Deng. A scalable graph reinforcement learning algorithm based stochastic dynamic dispatch of power system under high penetration of renewable energy. International Journal of Electrical Power and Energy Systems, vol. 152, 109212, Oct. 2023. (CAS Zone 2 TOP, JCR Q1)
J. Chen, T. Yu*, L. Yin, et al. A Unified Time Scale Intelligent Control Algorithm for Microgrid Based on Extreme Dynamic Programming. CSEE Journal of Power and Energy Systems, vol. 6, no. 3, pp. 583–590, Sep. 2020. (CAS Zone 2, JCR Q1)
Z. Pan, T. Yu*, J. Li, Y. Wu, J. Chen, et al. Multi-Agent Learning-Based Nearly Non-Iterative Stochastic Dynamic Transactive Energy Control of Networked Microgrids. IEEE Transactions on Smart Grid, vol. 13, no. 1, pp. 688–701, Jan. 2022. (CAS Zone 1 TOP, JCR Q1)
Z. Pan, T. Yu*, W. Huang, Y. Wu, J. Chen, et al. Real-time dispatch of integrated electricity and thermal system incorporating storages via a stochastic dynamic programming with imitation learning. International Journal of Electrical Power and Energy Systems, vol. 153, 109286, Nov. 2023. (CAS Zone 2 TOP, JCR Q1)
Chen J, Yu T*, Yin L, et al. Integrated microgrid dispatch and control based on extreme dynamic programming algorithm. Control Theory & Applications, 2019, 36(10): 1698–1706. (EI)
Chen J, Yu T, Pan ZN*. Graph reinforcement learning method for real-time optimal dispatch of active distribution networks. Control Theory & Applications, 2024, 41(06): 999–1008. (EI)
Deng BR, Chen JB*, Ding QY, et al. Multi-task deep reinforcement learning optimal dispatch integrated with power grid operation scenario clustering. Power System Technology, 2023, 47(03): 978–990. (EI)
Wang ZY, Chen JB, Lin D, et al. Medium-voltage distribution network double-Q planning model based on elite ant colony Q algorithm. Electric Power Automation Equipment, 2020, 40(11): 32–42. (EI)
Chen Junbin, Yu Tao. Distribution Transformer Area Load Forecasting Method, System, Apparatus and Medium. Patent No.: CN202110752204.0, Granted Jun. 14, 2022.
Chen Junbin, Deng Borong, Yu Tao. Auxiliary Decision-Making Method, System, Apparatus and Storage Medium for Power System Dispatching. Patent No.: CN202111044795.2, Granted Dec. 16, 2022.
Chen Junbin, Pan Zhenning, Yu Tao, et al. Power System Economic Dispatch Decision Method, System, Apparatus and Medium. Patent No.: CN202111535326.0, Granted Jul. 19, 2024.
Deng Borong, Chen Junbin, Yu Tao, et al. Power System Operation and Dispatching Method, System and Apparatus. Patent No.: CN202111354260.5, Granted Jul. 19, 2024.