History matching of naturally fractured reservoirs using a deep sparse autoencoder K Zhang, J Zhang, X Ma, C Yao, L Zhang, Y Yang, J Wang, J Yao, H Zhao Spe Journal 26 (04), 1700-1721, 2021 | 123 | 2021 |
Data-driven niching differential evolution with adaptive parameters control for history matching and uncertainty quantification X Ma, K Zhang, L Zhang, C Yao, J Yao, H Wang, W Jian, Y Yan Spe Journal 26 (02), 993-1010, 2021 | 105 | 2021 |
Parameter prediction of hydraulic fracture for tight reservoir based on micro-seismic and history matching K Zhang, X Ma, Y Li, H Wu, C Cui, X Zhang, H Zhang, J Yao Fractals 26 (02), 1840009, 2018 | 65 | 2018 |
A fractal discrete fracture network model for history matching of naturally fractured reservoirs L Zhang, C Cui, X Ma, Z Sun, F Liu, K Zhang Fractals 27 (01), 1940008, 2019 | 48 | 2019 |
Fourier neural operator for solving subsurface oil/water two-phase flow partial differential equation K Zhang, Y Zuo, H Zhao, X Ma, J Gu, J Wang, Y Yang, C Yao, J Yao SPE Journal 27 (03), 1815-1830, 2022 | 41 | 2022 |
Multiscale-network structure inversion of fractured media based on a hierarchical-parameterization and data-driven evolutionary-optimization method X Ma, K Zhang, C Yao, L Zhang, J Wang, Y Yang, J Yao SPE Journal 25 (05), 2729-2748, 2020 | 29 | 2020 |
An efficient spatial-temporal convolution recurrent neural network surrogate model for history matching X Ma, K Zhang, J Wang, C Yao, Y Yang, H Sun, J Yao SPE Journal 27 (02), 1160-1175, 2022 | 27 | 2022 |
Prediction of field saturations using a fully convolutional network surrogate K Zhang, Y Wang, G Li, X Ma, S Cui, Q Luo, J Wang, Y Yang, J Yao SPE Journal 26 (04), 1824-1836, 2021 | 27 | 2021 |
A novel hybrid recurrent convolutional network for surrogate modeling of history matching and uncertainty quantification X Ma, K Zhang, J Zhang, Y Wang, L Zhang, P Liu, Y Yang, J Wang Journal of Petroleum Science and Engineering 210, 110109, 2022 | 25 | 2022 |
The prediction of reservoir production based proxy model considering spatial data and vector data K Zhang, X Wang, X Ma, J Wang, Y Yang, L Zhang, J Yao Journal of Petroleum Science and Engineering 208, 109694, 2022 | 18 | 2022 |
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 |
Dynamic production optimization based on transfer learning algorithms JK Desbordes, K Zhang, X Xue, X Ma, Q Luo, Z Huang, S Hai, Y Jun Journal of Petroleum Science and Engineering 208, 109278, 2022 | 16 | 2022 |
Multi-source information fused generative adversarial network model and data assimilation based history matching for reservoir with complex geologies K Zhang, HQ Yu, XP Ma, JD Zhang, J Wang, CJ Yao, YF Yang, H Sun, ... Petroleum Science 19 (2), 707-719, 2022 | 15 | 2022 |
A vector-to-sequence based multilayer recurrent network surrogate model for history matching of large-scale reservoir X Ma, K Zhang, H Zhao, L Zhang, J Wang, H Zhang, P Liu, X Yan, Y Yang Journal of Petroleum Science and Engineering 214, 110548, 2022 | 14 | 2022 |
An efficient infill well placement optimization approach for extra-low permeability reservoir Q Dai, L Zhang, K Zhang, G Chen, X Ma, J Wang, H Zhang, X Yan, P Liu, ... Journal of Energy Resources Technology 145 (3), 033001, 2023 | 13 | 2023 |
An interpretable interflow simulated graph neural network for reservoir connectivity analysis H Wang, J Han, K Zhang, C Yao, X Ma, L Zhang, Y Yang, H Zhang, J Yao SPE Journal 26 (04), 1636-1651, 2021 | 10 | 2021 |
A distributed surrogate system assisted differential evolutionary algorithm for computationally expensive history matching problems X Ma, K Zhang, L Zhang, Y Wang, H Wang, J Wang, J Yao Journal of Petroleum Science and Engineering 210, 110029, 2022 | 8 | 2022 |
A physics-guided autoregressive model for saturation sequence prediction Y Wang, K Zhang, X Ma, P Liu, H Wang, X Guo, C Liu, L Zhang, J Yao Geoenergy Science and Engineering 221, 211373, 2023 | 3 | 2023 |
Deep Conditional Generative Adversarial Network Combined with Data‐Space Inversion for Estimation of High‐dimensional Uncertain Geological Parameters W Fu, K Zhang, X Ma, P Liu, L Zhang, X Yan, Y Yang, H Sun, J Yao Water Resources Research 59 (3), e2022WR032553, 2023 | 3 | 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 | 3 | 2022 |