Shuheng Liao

Mechanistic artificial intelligence (mechanistic-AI) for modeling, design, and control of advanced manufacturing processes: Current state and perspectives

Mojtaba Mozaffar, Shuheng Liao, Xiaoyu Xie et al. · Journal of Materials Processing Technology · 2021 · 128 citations

Industrial Design, Engineering, Automation +11

Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification

Shuheng Liao, Tianju Xue, Jihoon Jeong et al. · Computational Mechanics · 2023 · 111 citations

Parameter Identification, Engineering, Physic Aware Machine Learning +8

JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science

Tianju Xue, Shuheng Liao, Zhengtao Gan et al. · Computer Physics Communications · 2023 · 69 citations

Geometric Modeling, Numerical Analysis, Finite Element Method +14

Physics-embedded graph network for accelerating phase-field simulation of microstructure evolution in additive manufacturing

Tianju Xue, Zhengtao Gan, Shuheng Liao et al. · npj Computational Materials · 2022 · 65 citations · Full text

Geometry-agnostic data-driven thermal modeling of additive manufacturing processes using graph neural networks

Mojtaba Mozaffar, Shuheng Liao, Hui Lin et al. · Additive manufacturing · 2021 · 61 citations

Graph Neural Networks, Engineering, Mechanical Engineering +6