A differentiable contact mechanics engine embedded in a neural network and quadratic optimizer discovers axisymmetric asperity topographies that produce target nonlinear friction laws, validated against BEM simulations.
Normal contact of metainterfaces: The roles of finite size and microcontact interactions
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Inverse Design of Metainterfaces for Static Friction Control: Beyond the Hertzian Limit
A differentiable contact mechanics engine embedded in a neural network and quadratic optimizer discovers axisymmetric asperity topographies that produce target nonlinear friction laws, validated against BEM simulations.