Original paper
Physics-informed deep neural network enabled discovery of size-dependent deformation mechanisms in nanostructures
Volume: 236-237, Pages: 111320 - 111320
Published: Feb 1, 2022
Abstract
The surface effects based on the Gurtin-Murdoch interface model are incorporated into a physics-informed deep neural network (DNN) to enable the discovery of the size-dependent mechanical response in nanoscale structures for the first time. The DNN directly deals with the minimization of a cost function with contributions from total potential energies and penalties representing the displacement boundary conditions. Following this spirit, the...
Paper Details
Title
Physics-informed deep neural network enabled discovery of size-dependent deformation mechanisms in nanostructures
Published Date
Feb 1, 2022
Volume
236-237
Pages
111320 - 111320
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