Feed-Forward Neural Networks for Failure Mechanics Problems

This work addresses an efficient neural network (NN) representation for the phase-field modeling of isotropic brittle fracture. In recent years, data-driven approaches, such as neural networks, have become an active research field in mechanics. In this contribution, deep neural networks—in particula...

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Bibliographic Details
Main Authors: Fadi Aldakheel, Ramish Satari, Peter Wriggers
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/11/14/6483