A Data-Driven Approach to Full-Field Damage and Failure Pattern Prediction in Microstructure-Dependent Composites using Deep Learning

9 April 2021

Anuj Karpatne

Papers citing "A Data-Driven Approach to Full-Field Damage and Failure Pattern Prediction in Microstructure-Dependent Composites using Deep Learning"

3 / 3 papers shown

Title
Introducing a microstructure-embedded autoencoder approach for reconstructing high-resolution solution field data from a reduced parametric space Rasoul Najafi Koopas Shahed Rezaei N. Rauter Richard Ostwald R. Lammering AI4CE 45 4 0 03 May 2024
Physics-Constrained Neural Network for Design and Feature-Based Optimization of Weave Architectures Haotian Feng Sabari Subramaniyan H. Tewani P. Prabhakar AI4CE 25 4 0 19 Sep 2022
Predicting Mechanically Driven Full-Field Quantities of Interest with Deep Learning-Based Metamodels S. Mohammadzadeh Emma Lejeune AI4CE 28 28 0 24 Jul 2021