Taming Connectedness in Machine-Learning-Based Topology Optimization with Connectivity Graphs

On the use of artificial neural networks in topology optimisation

(2022) Rebekka V. Woldseth et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain

(2021) Zhenguo Nie et al.   JOURNAL OF MECHANICAL DESIGN

Real-Time Topology Optimization in 3D via Deep Transfer Learning

(2021) Mohammad Mahdi Behzadi et al.   COMPUTER-AIDED DESIGN

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

(2021) Dalei Wang et al.   ENGINEERING OPTIMIZATION

Co-skeletons: Consistent curve skeletons for shape families

(2020) Zizhao Wu et al.   COMPUTERS & GRAPHICS-UK

Maximal Disjoint Ball Decompositions for shape modeling and analysis

(2020) Jiangce Chen et al.   COMPUTER-AIDED DESIGN

Topology optimization of 2D structures with nonlinearities using deep learning

(2020) Diab W. Abueidda et al.   COMPUTERS & STRUCTURES

Non-iterative structural topology optimization using deep learning

(2019) Baotong Li et al.   COMPUTER-AIDED DESIGN

Neural networks for topology optimization

(2019) Ivan Sosnovik et al.   RUSSIAN JOURNAL OF NUMERICAL ANALYSIS AND MATHEMATICAL MODELLING

Deep learning for determining a near-optimal topological design without any iteration

(2018) Yonggyun Yu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Comparison of curve and surface skeletonization methods for voxel shapes

(2014) André Sobiecki et al.   PATTERN RECOGNITION LETTERS