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Stewart Silling

Embedded Nonlocal Operator Regression (ENOR): Quantifying model error in learning nonlocal operators

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Oct 27, 2024
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Nonlocal Attention Operator: Materializing Hidden Knowledge Towards Interpretable Physics Discovery

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Aug 14, 2024
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Heterogeneous Peridynamic Neural Operators: Discover Biotissue Constitutive Law and Microstructure From Digital Image Correlation Measurements

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Mar 27, 2024
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Peridynamic Neural Operators: A Data-Driven Nonlocal Constitutive Model for Complex Material Responses

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Jan 11, 2024
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Towards a unified nonlocal, peridynamics framework for the coarse-graining of molecular dynamics data with fractures

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Jan 11, 2023
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Nonlocal Kernel Network (NKN): a Stable and Resolution-Independent Deep Neural Network

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Jan 06, 2022
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A data-driven peridynamic continuum model for upscaling molecular dynamics

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Aug 04, 2021
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Data-driven learning of nonlocal models: from high-fidelity simulations to constitutive laws

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Dec 08, 2020
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