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Jiun-Shyan Chen

University of California, San Diego (UCSD)

9500 Gilman Drive

La Jolla, CA 92093

United States

SCHOLARLY PAPERS

6

DOWNLOADS

193

TOTAL CITATIONS

13

Scholarly Papers (6)

1.

A Rkpm-Svm-Moses_2pdf Computational Framework for Accelerated Multi-Phase Modeling of Landslide

Number of pages: 43 Posted: 07 Aug 2025
National Cheng Kung University, National Cheng Kung University, National Cheng Kung University, National Cheng Kung University, affiliation not provided to SSRN, National Cheng Kung University and University of California, San Diego (UCSD)
Downloads 52 (1,052,702)

Abstract:

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Reproducing Kernel Particle Method (RKPM), Support Vector Machine (SVM), Idealized Curved Surface (ICS), Shear-band identification, Landslide, Debris-flow simulation

2.

Glasdi: Parametric Physics-Informed Greedy Latent Space Dynamics Identification

Number of pages: 45 Posted: 13 May 2022
University of California, San Diego (UCSD), Lawrence Livermore National Laboratory, University of Arizona, Lawrence Livermore National Laboratory and University of California, San Diego (UCSD)
Downloads 47 (1,109,210)
Citation 13

Abstract:

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Reduced order model, autoencoders, nonlinear dynamical systems, regression-based dynamics identification, physics-informed greedy algorithm, adaptive sampling

3.

N-Adaptive Ritz Method: A Neural Network Enriched Partition of Unity for Boundary Value Problems

Number of pages: 66 Posted: 16 Mar 2024
Jonghyuk Baek, Yanran Wang and Jiun-Shyan Chen
affiliation not provided to SSRN, affiliation not provided to SSRN and University of California, San Diego (UCSD)
Downloads 32 (1,290,922)

Abstract:

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Ritz method, Partition of Unity, Neural Network enrichment, energy minimization, transfer-learning, adaptivity

4.

Machine Learning-Enriched RKPM for Image-Based Modeling of Crack Propagation in Composite Materials

Number of pages: 50 Posted: 16 Feb 2026
Jiun-Shyan Chen and Yanran Wang
University of California, San Diego (UCSD) and affiliation not provided to SSRN
Downloads 24 (1,459,862)

Abstract:

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machine-learning, brittle fracture, interfacial decohesion, neural enrichments, interface-modified reproducing kernel particle method, image-based modeling

5.

Interpolation-Based Reproducing Kernel Particle Method

Number of pages: 31 Posted: 03 Jun 2025
Jennifer E. Fromm, John A. Evans and Jiun-Shyan Chen
affiliation not provided to SSRN, affiliation not provided to SSRN and University of California, San Diego (UCSD)
Downloads 22 (1,436,435)

Abstract:

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Meshfree methods, Reproducing kernel particle method, Interpolation-based methods, Lagrange extraction

6.

Investigating the Correlation between Force Output, Strains, and Pressure for Active Skeletal Muscle Contractions

Number of pages: 47 Posted: 25 Aug 2025
affiliation not provided to SSRN, University of California, San Diego (UCSD), affiliation not provided to SSRN, affiliation not provided to SSRN, San Diego State University, affiliation not provided to SSRN and University of California, San Diego (UCSD)
Downloads 16 (1,500,778)

Abstract:

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skeletal muscle, force output, principal strain, volumetric strain, pressure, correlation