Ran Ma

Geometric deep learning for computational mechanics Part I: anisotropic hyperelasticity

Nikolaos N. Vlassis, Ran Ma, WaiChing Sun · Computer Methods in Applied Mechanics and Engineering · 2020 · 216 citations · Full text

Geometric Modeling, Geometric Learning, Engineering +10

FFT-based solver for higher-order and multi-phase-field fracture models applied to strongly anisotropic brittle materials

Ran Ma, WaiChing Sun · Computer Methods in Applied Mechanics and Engineering · 2020 · 67 citations · Full text

Numerical Analysis, Fft-based Solver, Engineering +14

Combined crystal plasticity and grain boundary modeling of creep in ferritic-martensitic steels: I. Theory and implementation

Omar Nassif, Timothy J. Truster, Ran Ma et al. · Modelling and Simulation in Materials Science and Engineering · 2019 · 34 citations · Full text

Grain refinement of HAZ in multi-pass welding

Ran Ma, Kun Fang, Jianguo Yang et al. · Journal of Materials Processing Technology · 2014 · 32 citations

Materials Science, Friction Welding, Engineering +6

Molecular dynamics inferred transfer learning models for finite‐strain hyperelasticity of monoclinic crystals: Sobolev training and validations against physical constraints

Nikolaos N. Vlassis, Puhan Zhao, Ran Ma et al. · International Journal for Numerical Methods in Engineering · 2022 · 30 citations

Engineering, Material Simulation, Finite‐strain Hyperelasticity +20