Accurate and real-time structural topology prediction driven by deep learning under moving morphable component-based framework

Physical invariance in neural networks for subgrid-scale scalar flux modeling

(2021) Hugo Frezat et al.   Physical Review Fluids

A new topology optimization framework for stiffness design of beam structures based on the transformable triangular mesh algorithm

(2020) Shuai Zheng et al.   THIN-WALLED STRUCTURES

Generating three-dimensional structural topologies via a U-Net convolutional neural network

(2020) Shuai Zheng et al.   THIN-WALLED STRUCTURES

Non-iterative structural topology optimization using deep learning

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

A Level Set Method With a Bounded Diffusion for Structural Topology Optimization

(2018) Benliang Zhu et al.   JOURNAL OF MECHANICAL DESIGN

Machine Learning Driven Real Time Topology Optimization under Moving Morphable Component (MMC)-Based Framework

(2018) Xin Lei et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

A Moving Morphable Component Based Topology Optimization Approach for Rib-Stiffened Structures Considering Buckling Constraints

(2018) Weisheng Zhang et al.   JOURNAL OF MECHANICAL DESIGN

Generating Constructal Networks for Area-to-Point Conduction Problems Via Moving Morphable Components Approach

(2018) Baotong Li et al.   JOURNAL OF MECHANICAL DESIGN

Evolutionary topology optimization for structural compliance minimization considering design-dependent FSI loads

(2017) R. Picelli et al.   FINITE ELEMENTS IN ANALYSIS AND DESIGN

Giga-voxel computational morphogenesis for structural design

(2017) Niels Aage et al.   NATURE

A new three-dimensional topology optimization method based on moving morphable components (MMCs)

(2016) Weisheng Zhang et al.   COMPUTATIONAL MECHANICS

A System for High-Resolution Topology Optimization

(2016) Jun Wu et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

Sustainable Design-Oriented Level Set Topology Optimization

(2016) Jikai Liu et al.   JOURNAL OF MECHANICAL DESIGN

Multi-material topology optimization using ordered SIMP interpolation

(2016) Wenjie Zuo et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Level Set Topology Optimization of Printed Active Composites

(2015) Kurt Maute et al.   JOURNAL OF MECHANICAL DESIGN

Deep learning

(2015) Yann LeCun et al.   NATURE

A new topology optimization approach based on Moving Morphable Components (MMC) and the ersatz material model

(2015) Weisheng Zhang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Doing Topology Optimization Explicitly and Geometrically—A New Moving Morphable Components Based Framework

(2014) Xu Guo et al.   JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME

Improving multiresolution topology optimization via multiple discretizations

(2012) Tam H. Nguyen et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

An efficient simulated annealing algorithm for design optimization of truss structures

(2008) L. Lamberti   COMPUTERS & STRUCTURES