De-homogenization using convolutional neural networks

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

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

On approaches for avoiding low-stiffness regions in variable thickness sheet and homogenization-based topology optimization

(2021) Reinier Giele et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Deep Image Prior

(2020) Dmitry Ulyanov et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Generative Deep Neural Networks for Inverse Materials Design Using Backpropagation and Active Learning

(2020) Chun‐Teh Chen et al.   Advanced Science

A generative design method for structural topology optimization via transformable triangular mesh (TTM) algorithm

(2020) Baotong Li et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Accelerated topology optimization by means of deep learning

(2020) Nikos Ath. Kallioras et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Closing the gap towards super-long suspension bridges using computational morphogenesis

(2020) Mads Baandrup et al.   Nature Communications

De-homogenization of optimal multi-scale 3D topologies

(2020) Jeroen P. Groen et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Singularity aware de-homogenization for high-resolution topology optimized structures

(2020) F. C. Stutz et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Deep generative modeling for mechanistic-based learning and design of metamaterial systems

(2020) Liwei Wang et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Universal machine learning for topology optimization

(2020) Heng Chi et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Simple single-scale microstructures based on optimal rank-3 laminates

(2019) E. Träff et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

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

Real-time thinning algorithms for 2D and 3D images using GPU processors

(2019) Martin G. Wagner   Journal of Real-Time Image Processing

Homogenization-based stiffness optimization and projection of 2D coated structures with orthotropic infill

(2019) Jeroen P. Groen et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Deep Generative Design: Integration of Topology Optimization and Generative Models

(2019) Sangeun Oh et al.   JOURNAL OF MECHANICAL DESIGN

Prediction and optimization of mechanical properties of composites using convolutional neural networks

(2019) Diab W. Abueidda et al.   COMPOSITE STRUCTURES

A deep learning–based method for the design of microstructural materials

(2019) Ren Kai Tan et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology optimization of modulated and oriented periodic microstructures by the homogenization method

(2018) Grégoire Allaire et al.   COMPUTERS & MATHEMATICS WITH APPLICATIONS

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

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

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

Fully Convolutional Networks for Semantic Segmentation

(2017) Evan Shelhamer et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Homogenization-based topology optimization for high-resolution manufacturable microstructures

(2017) Jeroen P. Groen et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

On the (non-)optimality of Michell structures

(2016) Ole Sigmund et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Deep learning

(2015) Yann LeCun et al.   NATURE

3D interactive topology optimization on hand-held devices

(2014) Morten Nobel-Jørgensen et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology optimization using PETSc: An easy-to-use, fully parallel, open source topology optimization framework

(2014) Niels Aage et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

On multigrid-CG for efficient topology optimization

(2013) Oded Amir et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

On projection methods, convergence and robust formulations in topology optimization

(2010) Fengwen Wang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A Post-Treatment of the Homogenization Method for Shape Optimization

(2008) O. Pantz et al.   SIAM JOURNAL ON CONTROL AND OPTIMIZATION