Training effective deep reinforcement learning agents for real-time life-cycle production optimization K Zhang, Z Wang, G Chen, L Zhang, Y Yang, C Yao, J Wang, J Yao Journal of Petroleum Science and Engineering 208, 109766, 2022 | 112 | 2022 |
Evolutionary-assisted reinforcement learning for reservoir real-time production optimization under uncertainty ZZ Wang, K Zhang, GD Chen, JD Zhang, WD Wang, HC Wang, LM Zhang, ... Petroleum Science 20 (1), 261-276, 2023 | 22 | 2023 |
Deep reinforcement learning and adaptive policy transfer for generalizable well control optimization Z Wang, K Zhang, J Zhang, G Chen, X Ma, G Xin, J Kang, H Zhao, Y Yang Journal of Petroleum Science and Engineering 217, 110868, 2022 | 17 | 2022 |
Highly accurate oil production forecasting under adjustable policy by a physical approximation network H Wang, K Zhang, X Deng, S Cui, X Ma, Z Wang, J Qi, J Wang, C Yao, ... Energy Reports 8, 14396-14415, 2022 | 10 | 2022 |
Diagnosis of pumping machine working conditions based on transfer learning and ViT model L Zhang, J Wu, K Zhang, Z Wang, X Yan, P Liu, Q Wang, L Fan, J Yao, ... Geoenergy Science and Engineering 226, 211729, 2023 | 4 | 2023 |
Hierarchical optimization of reservoir development strategy based on reinforcement learning H Wang, K Zhang, N Chen, Z Wang, G Xin, CC Liu, L Zhang, W Zhou, ... Geoenergy Science and Engineering 226, 211678, 2023 | 3 | 2023 |
基于主成分分析和代理模型辅助的多目标生产优化方法 姚为英, 冯高城, 任宜伟, 尹彦君, 王中正, 李振宇 科学技术与工程 22 (23), 10042-10049, 2022 | 1 | 2022 |
Rank-Based Learning and Local Model Based Evolutionary Algorithm for High-Dimensional Expensive Multi-Objective Problems G Chen, JJ Jiao, X Xue, Z Wang arXiv preprint arXiv:2304.09444, 2023 | | 2023 |