87 citations · 161 across the 5 of their papers we have counts for
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cs.CE2023★ 1 cited
A Neural Network-Based Enrichment of Reproducing Kernel Approximation for Modeling Brittle Fracture
Jonghyuk Baek, Jiun-Shyan Chen
Numerical modeling of localizations is a challenging task due to the evolving rough solution in which the localization paths are not predefined. Despite decades of efforts, there i…
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★ 87 cited
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…