Search Results for author: Colton J. Ross

Found 2 papers, 2 papers with code

A Physics-Guided Neural Operator Learning Approach to Model Biological Tissues from Digital Image Correlation Measurements

1 code implementation1 Apr 2022 Huaiqian You, Quinn Zhang, Colton J. Ross, Chung-Hao Lee, Ming-Chen Hsu, Yue Yu

To improve the generalizability of our framework, we propose a physics-guided neural operator learning model via imposing partial physics knowledge.

Operator learning

Learning Deep Implicit Fourier Neural Operators (IFNOs) with Applications to Heterogeneous Material Modeling

1 code implementation15 Mar 2022 Huaiqian You, Quinn Zhang, Colton J. Ross, Chung-Hao Lee, Yue Yu

In this work, we propose to use data-driven modeling, which directly utilizes high-fidelity simulation and/or experimental measurements to predict a material's response without using conventional constitutive models.

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