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12/02/2022
JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science
This paper introduces JAX-FEM, an open-source differentiable finite elem...
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06/15/2022
Hybrid full-field thermal characterization of additive manufacturing processes using physics-informed neural networks with data
Understanding the thermal behavior of additive manufacturing (AM) proces...
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05/31/2022
More Stiffness with Less Fiber: End-to-End Fiber Path Optimization for 3D-Printed Composites
In 3D printing, stiff fibers (e.g., carbon fiber) can reinforce thermopl...
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02/24/2022
Learning the nonlinear dynamics of soft mechanical metamaterials with graph networks
The dynamics of soft mechanical metamaterials provides opportunities for...
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06/16/2021