Concepedia

Haibin Chang

HC

Statistics

Publications

27

Citations

1.4K

H-Index

21

Active since

2010

Affiliations

Peking University(Current)

Southern University of Science and Technology

Peng Cheng Laboratory

University of Southern California

China University of Mining and Technology

Haibin Chang is an author at Peking University specializing in engineering, data science, and machine learning.

Top concepts

EngineeringData ScienceMachine LearningInverse ProblemsDeep LearningReservoir SimulationComputer ScienceReservoir ModelingReservoir EngineeringUncertainty Quantification

Publications per year

2010–2023

27

Publications

27

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

History matching of facies distribution with the EnKF and level set parameterization

Haibin Chang, Dongxiao Zhang, Zhiming Lü · Journal of Computational Physics · 2010 · 100 citations

Engineering, History Matching, Facies Distribution +4

DLGA-PDE: Discovery of PDEs with incomplete candidate library via combination of deep learning and genetic algorithm

Hao Xu, Haibin Chang, Dongxiao Zhang · Journal of Computational Physics · 2020 · 99 citations · Full text

Engineering, Machine Learning, Data Science +8

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

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