Sun-Young Im

Surrogate modeling of elasto-plastic problems via long short-term memory neural networks and proper orthogonal decomposition

Sun-Young Im, Jonggeon Lee, Maenghyo Cho · Computer Methods in Applied Mechanics and Engineering · 2021 · 67 citations

Model Optimization, Engineering, Surrogate Modeling +11

A neural network constitutive model for hyperelasticity based on molecular dynamics simulations

Ingyun Chung, Sun-Young Im, Maenghyo Cho · International Journal for Numerical Methods in Engineering · 2020 · 33 citations

Engineering, Multiscale Mechanics, Mechanical Engineering +28

Neural network constitutive model for crystal structures

Sun-Young Im, Hyungjun Kim, Wonbae Kim et al. · Computational Mechanics · 2020 · 22 citations

Materials Science, Engineering, Physic Aware Machine Learning +6

Neural network-based prediction of the long-term time-dependent mechanical behavior of laminated composite plates with arbitrary hygrothermal effects

Sy-Ngoc Nguyen, Chien Truong-Quoc, Jang‒Woo Han et al. · Journal of Mechanical Science and Technology · 2021 · 17 citations

Arbitrary Hygrothermal Effects, Engineering, Micromechanics +10

Reduction process based on proper orthogonal decomposition for dual formulation of dynamic substructures

Sun-Young Im, Euiyoung Kim, Maenghyo Cho · Computational Mechanics · 2019 · 16 citations

Numerical Analysis, Reduced Order Modeling, Engineering +9