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 · 135 citations

Engineering, Industrial Engineering, Manufacturing Engineering +16

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 · 134 citations

Engineering, Manufacturing Engineering, Mechanical Engineering +17

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 · 97 citations

Computing, Computational Engineering, High-performance Computing +15

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 · 74 citations · Full text

Engineering, Materials Engineering, Materials Science +17

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 · 66 citations

Engineering, Manufacturing Engineering, Mechanical Engineering +14