A tutorial review of reactive transport modeling and risk assessment for geologic CO2 sequestration. - Piyang Liu; Tao Zhang 026; Shuyu Sun 001 (Comput. Geosci., 2019)

A physics-informed convolutional neural network for the simulation and prediction of two-phase Darcy flows in heterogeneous porous media. - Zhao Zhang 006; Xia Yan; Piyang Liu; Kai Zhang; Renmin Han; Sheng Wang 001 (J. Comput. Phys., 2023)

An offline data-driven dual-surrogate framework considering prediction error for history matching. - Jinding Zhang; Kai Zhang 029; Liming Zhang; Wensheng Zhou; Chen Liu; Piyang Liu; Wenhao Fu; Xu Chen; Ziwei Bian; Yongfei Yang; Jun Yao (Comput. Geosci., 2024)

Ensemble variational Bayesian approximation for the inversion and uncertainty quantification of Darcy flows in heterogeneous porous media with random parameters. - Zhao Zhang 006; Piyang Liu; Ying Liu; Tianyu Zeng; Menghan Li (J. Comput. Phys., 2024)

Use deep transfer learning for efficient time-series updating of subsurface flow surrogate model. - Wenhao Fu; Piyang Liu; Kai Zhang 029; Jinding Zhang; Xu Chen; Liming Zhang; Xia Yan (Eng. Appl. Artif. Intell., 2025)

Adaptive constraint-guided surrogate enhanced evolutionary algorithm for horizontal well placement optimization in oil reservoir. - Qinyang Dai; Liming Zhang; Peng Wang; Kai Zhang 029; Guodong Chen 002; Zhangxing Chen; Xiaoming Xue; Jian Wang 010; Chen Liu; Xia Yan; Piyang Liu; Dawei Wu; et al. (Comput. Geosci., 2025)

Global and Local Search Experience-Based Evolutionary Sequential Transfer Optimization. - Chenming Cao; Kai Zhang 029; Xiaoming Xue; Kay Chen Tan; Jian Wang 010; Liming Zhang; Piyang Liu; Xia Yan (IEEE Trans. Evol. Comput., 2025)