A deep Convolutional Neural Network for topology optimization with
strong generalization ability

A deep Convolutional Neural Network for topology optimization with strong generalization ability

23 January 2019

Papers citing "A deep Convolutional Neural Network for topology optimization with strong generalization ability"

11 / 11 papers shown

Title
Data-driven topology design based on principal component analysis for 3D structural design problems Jun Yang Kentaro Yaji S. Yamasaki 33 0 0 03 Sep 2024
SELTO: Sample-Efficient Learned Topology Optimization Sören Dittmer David Erzmann Henrik Harms Peter Maass 57 2 0 12 Sep 2022
Exploring the structure-property relations of thin-walled, 2D extruded lattices using neural networks Junyan He Shashank Kushwaha Diab Abueidda I. Jasiuk 14 22 0 13 May 2022
De-homogenization using Convolutional Neural Networks M. O. Elingaard N. Aage J. A. Bærentzen Ole Sigmund 26 23 0 10 May 2021
GANTL: Towards Practical and Real-Time Topology Optimization with Conditional GANs and Transfer Learning M. Behzadi H. Ilies AI4CE 22 18 0 07 May 2021
Speeding up Computational Morphogenesis with Online Neural Synthetic Gradients Yuyu Zhang Heng Chi Binghong Chen T. Tang L. Mirabella Le Song G. Paulino AI4CE 38 5 0 25 Apr 2021
BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks Lyle Regenwetter Brent Curry Faez Ahmed 41 35 0 10 Mar 2021
Real-Time Topology Optimization in 3D via Deep Transfer Learning M. Behzadi H. Ilies 3DPC AI4CE 29 40 0 11 Feb 2021
An AI-Assisted Design Method for Topology Optimization Without Pre-Optimized Training Data A. Halle L. Campanile A. Hasse AI4CE 16 11 0 11 Dec 2020
Data-driven topology design using a deep generative model S. Yamasaki Kentaro Yaji K. Fujita AI4CE 20 27 0 08 Jun 2020
Learning to design from humans: Imitating human designers through deep learning Ayush Raina Christopher McComb Jonathan Cagan 3DV AI4CE 32 65 0 26 Jul 2019