Journal papers [1] Runjia Sun, Yutian Liu. Hybrid Reinforcement Learning for Power Transmission Network-Healing Considering Wind Power [J], IEEE Transactions on Neural Networks and Learning Systems, 2023, 34 (9): 6405-6415. [2] Runjia Sun, yutian liu, liang Wang. An Online Generator Start-Up Algorithm for Transmission System Self-Healing Based on MCTS and Sparse AutoEncoder [J], IEEE Transactions on Power Systems, 2019, 34 (3): 2061-2070. [3] Runjia Sun, yutian liu, Hainan zhu, et. Al. A network reciration approach for power system restoration base on preference-back multiobjective option [j], Applied Soft Computing, 2019, 83: 105656. [4] Sun Runjia, Liu Yutian. The crew based on deep learning and Monte Carlo search is restored to online decision [j], Automation of power system, 2018, 42 (14): 40-47 [5] Rizwan Ul Hassan, Runjia Sun, Yutian Liu. Online Static Security Assessment for Cascading Failure USID Stacked de-Noising Auto-Encoder [J], International Journal of Electrical Power & Energy Systems , 2022, 137: 107852. [6] RUI FAN, Runjia Sun, yutian liu, ET. Al. Adaptive Power Load Restition Flexible Control of Air Conditioners for Resiliation [J]. Internal Journal of Electr iCal Power & Energy Systems, 2023, 148: 108959. [7] RUI FAN, Runjia Sun, yutian liu, El. Al. An Online DECISION-MAKING METHOD BASED on Multi-Agent Internet for Coordinated LoadRation [J]. Frontiers in Energy Research, 2022, 10: 992996. [8] Fan Rui, Sun Runjia, Liu Yutian. Considering the load recovery reduction method of the demand for the load demand of the air conditioner [J]., 2022, 37 (11): 2869-2877. [9] Liu Tianhao, Zhu Yuanzhen, Sun Runjia, Liu Yutian. Under extreme natural disasters, the tough reinforcement strategy of the power information physics system [j],Automation of power system, 2021, 45 (03): 40-48. [10] Sun Runjia, Zhu Hainan, Liu Yutian. Reconstruction of the transmission grid based on the optimization and genetic algorithm based on the preferences [J], Journal of Shandong University (Engineering Edition), 2019, 49 (05): 17-23. [11] Liu Yutian, Sun Runjia, Wang Hongtao, Gu Xueping. Application of artificial intelligence in the recovery of power system [J], Journal of Shandong University (Engineering Edition), 2019, 49 (05): 1-8. Invention patent [1] Yutian Liu, Runjia Sun. Method and System for Online DeCision Making of Generator Start-Up [P], 2018-9-29, The United States、EU [2] Sun Runjia, Liu Yutian, Fan Rui. A self -adaptive load recovery method and system under extreme weather [P]. China: ZL 2021 11 580104.0, 2022-10-04. [3] Liu Yutian, Sun Runjia, Fan Rui. Under the natural disaster, the grid emergency repair and recovery scheduling coordinated decision -making method and system [P]. China: ZL 2022 1 0000490.x, 2022-04-08. [4] Liu Yutian, Sun Runjia. A unit restores online dynamic decision -making methods and systems [P]. China: ZL 2018 1 0271593.3, 20191018. Scientific Research Reward [1] Large -scale urban power grid security defense and intelligent recovery key technologies and applications in large cities in response to extreme weather,Shandong Electric Power Science and Technology Progress Award,5/12,2023 |