Associate Professor
Supervisor of Master's Candidates
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Xia Yan, Jingqi Lin, Yafeng Ju, Qi Zhang, Zhao Zhang, Liming Zhang, Jun Yao, Kai Zhang. A Finite-Volume Based Physics-Informed Fourier Neural Operator Network for Parametric Learning of Subsurface Flow. Advances in Water Resources, 105087, 2025.
Ying Liu , Zhao Zhang and Dongxiao Yu, Piyang Liu, Xia Yan, Kai Zhang. Conditional diffusion inversion for Darcy flows in heterogeneous porous media with random parameters. Physics of Fluids, 37, 086623, 2025.
Xia Yan, Jingqi Lin, Sheng Wang, Zhao Zhang, Piyang Liu, Shuyu Sun, Jun Yao and Kai Zhang. Physics-Informed Neural Network Simulation of Two-Phase Flow in Heterogeneous and Fractured Porous Media. Advances in Water Resources, 104731, 2024.
Zhao Zhang , Piyang Liu , Ying Liu , Tianyu Zeng and Menghan Li. Ensemble Variational Bayesian Approximation for the Inversion and Uncertainty Quantification of Darcy Flows in Heterogeneous Porous Media with Random Parameters. Journal of Computational Physics, 510, 113052, 2024.
Zhao Zhang , Xia Yan , Piyang Liu , Kai Zhang , Renmin Han and Sheng Wang. A physics-informed convolutional neural network for the simulation and prediction of two-phase Darcy flows in heterogeneous porous media. Journal of Computational Physics, 477, 111919, 2023.
Zhao Zhang. A physics-informed deep convolutional neural network for simulating and predicting transient Darcy flows in heterogeneous reservoirs without labeled data. Journal of Petroleum Science and Engineering, 211, 2022.
Current position:
Working-Papers