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Jiachen Guo

Northwestern University

2001 Sheridan Road

Evanston, IL Ilocos Norte 60208

United States

  • Northwestern University

SCHOLARLY PAPERS

2

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51

TOTAL CITATIONS

1

Scholarly Papers (2)

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1.

A Convolutional Hierarchical Deep-learning Neural Network (C-HiDeNN) Framework for Non-linear Finite Element/Meshfree Analysis

Number of pages: 43 Posted: 02 Sep 2025
Yingjian Liu, Monish Yadav Pabbala, Jiachen Guo, Chanwook Park, Gino Domel, Wing Kam Liu and Dong Qian
University of Texas at Dallas, University of Texas at Dallas, Northwestern University, Northwestern University, Northwestern University, Northwestern University and University of Texas at Dallas
Downloads 34 (1,290,922)
Citation 1

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Convolution Hierarchical deep neural network (C-HiDeNN), Hierarchical deep neural network (HiDeNN), machine learning, shape function, meshfree method, nonlinear finite element.

2.

A Mechanistic Generative Framework for Sparse Data Dynamics in Engineering Systems

Number of pages: 44 Posted: 03 Jul 2026
Shan Tang, Ziwei Cao, Zhenling Yang, Jiachen Guo, Yicheng Lu, Wing Kam Liu and Xu Guo
Dalian University of Technology, Dalian University of Technology, Dalian University of Technology, Northwestern University, Dalian University of Technology, affiliation not provided to SSRN and Dalian University of Technology
Downloads 17

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Mechanics-Informed GAI, Continuum Mechanics, Optimal Transport, Small Data Learning, Constitutive Modeling, Thermo-mechanical Systems