A deep convolutional neural network for topology optimization with perceptible generalization ability

DOI10.1080/0305215x.2021.1902998zbMath1523.74149arXiv1901.07761OpenAlexW3148068072MaRDI QIDQ6048164

Dalei Wang, Airong Chen, Xiaoyi Zhou, Yue Pan, Unnamed Author, Unnamed Author

Publication date: 10 October 2023

Published in: Engineering Optimization (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1901.07761

zbMATH Keywords

generalization abilitytopology optimizationmachine learningdeep learningconvolutional neural network

Mathematics Subject Classification ID

Artificial neural networks and deep learning (68T07) Applications of mathematical programming (90C90) Topological methods for optimization problems in solid mechanics (74P15)

Cites Work

• Efficient topology optimization in MATLAB using 88 lines of code
• Generating optimal topologies in structural design using a homogenization method
• A level set method for structural topology optimization.
• Neural networks for topology optimization