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

Non-iterative structural topology optimization using deep learning

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

One-shot generation of near-optimal topology through theory-driven machine learning

(2019) Ruijin Cang et al.   COMPUTER-AIDED DESIGN

Machine Learning to Aid Tuning of Numerical Parameters in Topology Optimization

(2019) Matthew E. Lynch et al.   JOURNAL OF MECHANICAL DESIGN

Deep Neural Network and Monte Carlo Tree Search applied to Fluid-Structure Topology Optimization

(2019) Audrey Gaymann et al.   Scientific Reports

A sequential search-space shrinking using CNN transfer learning and a Radon projection pool for medical image retrieval

(2018) Amin Khatami et al.   EXPERT SYSTEMS WITH APPLICATIONS

Multiclass Informative Instance Transfer Learning Framework for Motor Imagery-Based Brain-Computer Interface

(2018) Ibrahim Hossain et al.   Computational Intelligence and Neuroscience

Investigation into the topology optimization for conductive heat transfer based on deep learning approach

(2018) Qiyin Lin et al.   INTERNATIONAL COMMUNICATIONS IN HEAT AND MASS TRANSFER

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

On reducing computational effort in topology optimization: we can go at least this far!

(2018) Asger Limkilde et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

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

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

Convolutional Neural Networks for Inverse Problems in Imaging: A Review

(2017) Michael T. McCann et al.   IEEE SIGNAL PROCESSING MAGAZINE

A System for High-Resolution Topology Optimization

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

An efficient 3D topology optimization code written in Matlab

(2014) Kai Liu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology optimization approaches

(2013) Ole Sigmund et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A new efficient convergence criterion for reducing computational expense in topology optimization: reducible design variable method

(2012) Sun Yong Kim et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

On reducing computational effort in topology optimization: how far can we go?

(2010) Oded Amir et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Efficient topology optimization in MATLAB using 88 lines of code

(2010) Erik Andreassen et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Stress-based topology optimization for continua

(2009) Chau Le et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION