| Physics-constrained vulnerability assessment of deep reinforcement learning-based SCOPF L Zeng, M Sun, X Wan, Z Zhang, R Deng, Y Xu IEEE Transactions on Power Systems 38 (3), 2690-2704, 2022 | 24 | 2022 |
| AdapSafe: Adaptive and Safe-Certified Deep Reinforcement Learning-Based Frequency Control for Carbon-neutral Power Systems X Wan, M Sun, B Chen, Z Chu, F Teng Thirty-Seventh AAAI Conference on Artificial Intelligence, Washington, US, 2023 | 7 | 2023 |
| Exploring the Vulnerability of Deep Reinforcement Learning-based Emergency Control for Low Carbon Power Systems X Wan, L Zeng, M Sun the 31st International Joint Conference on Artificial Intelligence (IJCAI 22), 2022 | 7 | 2022 |
| Highly Transferable Adversarial Attack Against Deep-Reinforcement-Learning-Based Frequency Control Z Li, Y Liu, P Qiu, H Yin, X Wan, M Sun Energy Convers. Econ 2023 (4), 202–212, 2023 | 1 | 2023 |
| SAMG: State-Action-Aware Offline-to-Online Reinforcement Learning with Offline Model Guidance L Zhang, H Wu, X Wan, Q Kong, R Deng, M Sun arXiv preprint arXiv:2410.18626, 2024 | | 2024 |
| AdapSafe2: Prior-Free Safe-Certified Reinforcement Learning for Multi-Area Frequency Control X Wan, M Sun IEEE Transactions on Power Systems, 2024 | | 2024 |
