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Dehao Liu

Binghamton University

SCHOLARLY PAPERS

4

DOWNLOADS

346

TOTAL CITATIONS

0

Scholarly Papers (4)

Physics-Constrained Bayesian Neural Networks to Predict Grain Evolution

Number of pages: 28 Posted: 26 Feb 2024
Georgia Institute of Technology, Binghamton University, John Hancock and Georgia Institute of Technology
Downloads 108 (674,237)

Abstract:

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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
Binghamton University, Georgia Institute of Technology, John Hancock, Georgia Institute of Technology and Binghamton University
Downloads 28 (1,459,262)

Abstract:

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

Solving Spatial-Temporal Pdes with Arbitrary Boundary Conditions Using Physics-Constrained Convolutional Recurrent Neural Networks

Number of pages: 28 Posted: 11 Dec 2024
Guangfa Li, Yanglong Lu and Dehao Liu
Binghamton University, Hong Kong University of Science & Technology (HKUST) and Binghamton University
Downloads 84 (792,223)

Abstract:

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Machine Learning, Physics-constrained neural networks, Convolutional recurrent neural networks, Finite difference, Spatial-temporal partial differential equations.

Solving Spatial-Temporal Pdes with Arbitrary Boundary Conditions Using Physics-Constrained Convolutional Recurrent Neural Networks

Number of pages: 27 Posted: 03 Sep 2024
Guangfa Li, Yanglong Lu and Dehao Liu
Binghamton University, Hong Kong University of Science & Technology (HKUST) and Binghamton University
Downloads 38 (1,238,337)

Abstract:

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machine learning, Physics-constrained neural networks, Convolutional recurrent neural networks, Finite difference, Spatial-temporal partial differential equations.

Inverse Design of Composite Materials with Desired Mechanical Behaviors Based on Conditional Diffusion Model

Number of pages: 31 Posted: 21 Apr 2025
Guangfa Li and Dehao Liu
Binghamton University and Binghamton University
Downloads 37 (1,281,607)

Abstract:

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Inverse generative design, Conditional diffusion model, composite structures, Nonlinear mechanical behaviors, Equibiaxial extension deformation

Inverse Design of Composite Materials with Desired Mechanical Behaviors Based on Conditional Diffusion Model

Number of pages: 30 Posted: 13 Jun 2025
Guangfa Li and Dehao Liu
Binghamton University and Binghamton University
Downloads 9 (1,628,763)

Abstract:

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Inverse generative design, Conditional diffusion model, Composite structures, Nonlinear mechanical behaviors, Equibiaxial extension deformation

4.

Inverse Design for Tailoring the Multidirectional Mechanical Properties of Voxel-based Composite Structures

Number of pages: 32 Posted: 09 Dec 2025
Binghamton University, Binghamton University, Binghamton University and Binghamton University
Downloads 42 (1,157,785)

Abstract:

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Inverse generative design, Conditional diffusion model, Composite structures, Multidirectional loading