2 papers
cs.CE2022
A Neural Network-enhanced Reproducing Kernel Particle Method for Modeling Strain Localization
Jonghyuk Baek, Jiun-Shyan Chen, Kristen Susuki
Modeling the localized intensive deformation in a damaged solid requires highly refined discretization for accurate prediction, which significantly increases the computational cost…
cs.CE2019
A Physics-Constrained Data-Driven Approach Based on Locally Convex Reconstruction for Noisy Database
Qizhi He, Jiun-Shyan Chen
Physics-constrained data-driven computing is an emerging hybrid approach that integrates universal physical laws with data-driven models of experimental data for scientific computi…