| 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 | 128 | 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 | 30 | 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 | 18 | 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 | 12 | 2023 |
| 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 | 11 | 2022 |
| Large language models for automatic equation discovery of nonlinear dynamics M Du, Y Chen, Z Wang, L Nie, D Zhang Physics of Fluids 36 (9), 2024 | 4 | 2024 |
| A maximum entropy deep reinforcement learning method for sequential well placement optimization using multi-discrete action spaces K Zhang, Z Sun, L Zhang, G Xin, Z Wang, W Zhang, P Liu, X Yan, H Zhang, ... Geoenergy Science and Engineering, 213004, 2024 | 4 | 2024 |
| 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 | 4 | 2023 |
| LLM4ED: Large Language Models for Automatic Equation Discovery M Du, Y Chen, Z Wang, L Nie, D Zhang arXiv preprint arXiv:2405.07761, 2024 | 3 | 2024 |
| 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 | 2 | 2022 |
| Machine-learning-accelerated multi-objective design of fractured geothermal systems G Chen, JJ Jiao, Q Liu, Z Wang, Y Jin Nexus 1 (4), 2024 | 1 | 2024 |
| A latent space method with maximum entropy deep reinforcement learning for data assimilation J Zhang, K Zhang, Z Wang, W Zhou, C Liu, L Zhang, X Ma, P Liu, Z Bian, ... Geoenergy Science and Engineering 243, 213275, 2024 | 1 | 2024 |
| 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 | 1 | 2023 |
| Optimization of geological carbon storage operations with multimodal latent dynamic model and deep reinforcement learning Z Wang, Y Chen, G Chen, D Zhang Geoenergy Science and Engineering 244, 213407, 2025 | | 2025 |