Lossless Multi-Scale Constitutive Elastic Relations with Artificial Intelligence

5 August 2021

Papers citing "Lossless Multi-Scale Constitutive Elastic Relations with Artificial Intelligence"

7 / 7 papers shown

Title
On Theory-training Neural Networks to Infer the Solution of Highly Coupled Differential Equations M. T. Rad A. Viardin M. Apel AI4CE 18 3 0 09 Feb 2021
Data-Driven Topology Optimization with Multiclass Microstructures using Latent Variable Gaussian Process Liwei Wang Siyu Tao Ping Zhu Wei Chen AI4CE 38 60 0 27 Jun 2020
Learning to Simulate Complex Physics with Graph Networks Alvaro Sanchez-Gonzalez Jonathan Godwin Tobias Pfaff Rex Ying J. Leskovec Peter W. Battaglia PINN AI4CE 143 1,101 0 21 Feb 2020
An Energy Approach to the Solution of Partial Differential Equations in Computational Mechanics via Machine Learning: Concepts, Implementation and Applications E. Samaniego C. Anitescu S. Goswami Vien Minh Nguyen-Thanh Hongwei Guo Khader M. Hamdia Timon Rabczuk X. Zhuang PINN AI4CE 213 1,381 0 27 Aug 2019
Exploring the 3D architectures of deep material network in data-driven multiscale mechanics Zeliang Liu C. T. Wu 3DV AI4CE 28 146 0 02 Jan 2019
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,341 0 18 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,260 0 22 Dec 2014