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Shandian Zhe

University of Utah - School of Computing

UT

United States

  • University of Utah - School of Computing

SCHOLARLY PAPERS

5

DOWNLOADS

387

TOTAL CITATIONS

9

Scholarly Papers (5)

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1.

Physics-Informed Neural Networks (PINNs) for Parameterized PDEs: A Metalearning Approach

Number of pages: 37 Posted: 17 Nov 2021
Michael Penwarden, Shandian Zhe, Akil Narayan and Robert M. Kirby
University of Utah - School of Computing and Scientific Computing and Imaging Institute, University of Utah - School of Computing, University of Utah - Department of Mathematics and University of Utah - School of Computing and Scientific Computing and Imaging Institute
Downloads 172 (437,795)
Citation 9

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Physics-Informed Neural Networks (PINNs), Metalearning

2.

A Unified Scalable Framework for Causal Sweeping Strategies for Physics-Informed Neural Networks (Pinns) and Their Temporal Decompositions

Number of pages: 33 Posted: 14 Mar 2023
Michael Penwarden, Ameya D. Jagtap, Shandian Zhe, George Em Karniadakis and Robert M. Kirby
University of Utah - School of Computing and Scientific Computing and Imaging Institute, Brown University, University of Utah - School of Computing, Brown University and University of Utah - School of Computing and Scientific Computing and Imaging Institute
Downloads 72 (860,052)

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Physics-Informed Neural Networks (PINNs), causality, domain decomposition, transfer learning

3.

Developing Robust Stress Intensity Factor Models Using Fourier-Based Data Analysis to Guide Machine Learning Method Selection and Training

Number of pages: 32 Posted: 22 Apr 2025
Tushar Gautam, Jacob Hochhalter, Shandian Zhe, Robert M. Kirby and Eric Lindgren
University of Utah, Sandia National Laboratories, University of Utah - School of Computing, University of Utah - School of Computing and Scientific Computing and Imaging Institute and Wright Patterson Air Force Base - Air Force Research Laboratory
Downloads 56 (1,000,027)

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Deep operator network, neural network, support vector machine regression, random forest regression, Fourier transform

4.

Semantics-Driven Image-Based 3d Scene Retrieval

Number of pages: 34 Posted: 22 Apr 2025
Juefei Yuan, Tianyang Wang, Shandian Zhe, Yijuan Lu and Bo Li
Southeast Missouri State University, University of Alabama at Birmingham, University of Utah - School of Computing, Texas State University and affiliation not provided to SSRN
Downloads 52 (1,041,696)

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3D scene retrieval, Semantics, Semantic information, Scene objects, Semantic segmentation, Deep learning

5.

Developing Robust Stress Intensity Factor Models Using Machine Learning: Error Sensitivity to Data Quantity, Quality, and Hyperparameter Selection

Number of pages: 26 Posted: 05 Jul 2024
Tushar Gautam, Jacob Hochhalter, Shandian Zhe, Eric Lindgren and Robert M. Kirby
University of Utah, Sandia National Laboratories, University of Utah - School of Computing, Wright Patterson Air Force Base - Air Force Research Laboratory and University of Utah - School of Computing and Scientific Computing and Imaging Institute
Downloads 35 (1,249,711)

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Neural-network support-vector-machine random-forest-regression semi-elliptical-surface-crack