Concepedia

Nanzhe Wang

NW

18

Publications

1K

Citations

17

H-Index

2020

Active since

Affiliations

Southern University of Science and Technology(Current)

Peking University

Peng Cheng Laboratory

Chinese Academy of Medical Sciences & Peking Union Medical College

Eastern Institute of Technology, Ningbo

Nanzhe Wang is an author at Southern University of Science and Technology specializing in engineering, deep learning, and machine learning.

Top concepts

EngineeringDeep LearningMachine LearningData ScienceInverse ProblemsReservoir SimulationDeconvolutionComputer ScienceNumerical SimulationEarth Science

Publications per year

2020–2024

18

Publications

18

Deep learning of subsurface flow via theory-guided neural network

Nanzhe Wang, Dongxiao Zhang, Haibin Chang et al. · Journal of Hydrology · 2020 · 299 citations · Full text

Geometric Learning, Engineering, Machine Learning +1

Theory-guided hard constraint projection (HCP): A knowledge-based data-driven scientific machine learning method

Yuntian Chen, Dou Huang, Dongxiao Zhang et al. · Journal of Computational Physics · 2021 · 133 citations · Full text

Efficient uncertainty quantification for dynamic subsurface flow with surrogate by Theory-guided Neural Network

Nanzhe Wang, Haibin Chang, Dongxiao Zhang · Computer Methods in Applied Mechanics and Engineering · 2020 · 73 citations · Full text

Numerical Analysis, Engineering, Neural Network +19

Theory-guided Auto-Encoder for surrogate construction and inverse modeling

Nanzhe Wang, Haibin Chang, Dongxiao Zhang · Computer Methods in Applied Mechanics and Engineering · 2021 · 68 citations · Full text

Weak form theory-guided neural network (TgNN-wf) for deep learning of subsurface single- and two-phase flow

Rui Xu, Dongxiao Zhang, Rong Miao et al. · Journal of Computational Physics · 2021 · 60 citations · Full text

Engineering, Machine Learning, Physic Aware Machine Learning +2

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