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Yan Wang

Georgia Institute of Technology

Atlanta, GA 30332

United States

  • Georgia Institute of Technology

SCHOLARLY PAPERS

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Scholarly Papers (1)

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Physics-Constrained Bayesian Neural Networks to Predict Grain Evolution

Downloads 140 (569,079)

Physics-Constrained Bayesian Neural Networks to Predict Grain Evolution

Number of pages: 28 Posted: 26 Feb 2024
Luka Malashkhia, Dehao Liu, Anh Tran and Yan Wang
Georgia Institute of Technology, Binghamton University, John Hancock and Georgia Institute of Technology
Downloads 109 (674,237)

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Physics-informed machine learning, Physics-constrained Bayesian neural network, Potts model, Two-point correlation, Fokker-Planck equation

Physics-Constrained Bayesian Neural Networks to Predict Grain Evolution

Number of pages: 27 Posted: 10 Feb 2026
Guangfa Li, Luka Malashkhia, Anh Tran, Yan Wang and Dehao Liu
Binghamton University, Georgia Institute of Technology, John Hancock, Georgia Institute of Technology and Binghamton University
Downloads 31 (1,459,262)

Abstract:

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Physics-constrained Bayesian neural network, Kinetic Monte Carlo, Potts model, Grain growth, Probabilistic distribution