Data-driven topology design using a deep generative model

Stress-based topology optimization of compliant mechanisms design using geometrical and material nonlinearities

(2020) Daniel M. De Leon et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

On the co-rotational method for geometrically nonlinear topology optimization

(2020) Peter D. Dunning   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology optimization of 2D structures with nonlinearities using deep learning

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

Topology optimization and 3D printing of large deformation compliant mechanisms for straining biological tissues

(2020) P. Kumar et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Deep learning–based inverse method for layout design

(2019) Yujie Zhang et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

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

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

Topology Optimization Accelerated by Deep Learning

(2019) Hidenori Sasaki et al.   IEEE TRANSACTIONS ON MAGNETICS

Deep Generative Design: Integration of Topology Optimization and Generative Models

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

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

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

Multifidelity design guided by topology optimization

(2019) Kentaro Yaji et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topology optimization of turbulent flows

(2018) Cetin B. Dilgen et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

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

Knowledge discovery in databases for determining formulation in topology optimization

(2018) Shintaro Yamasaki 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

A 213-line topology optimization code for geometrically nonlinear structures

(2018) Qi Chen et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Three-dimensional grayscale-free topology optimization using a level-set based r-refinement method

(2017) Shintaro Yamasaki et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Design of Large-Displacement Compliant Mechanisms by Topology Optimization Incorporating Modified Additive Hyperelasticity Technique

(2017) Liying Liu et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

Topology design of compliant mechanisms with stress constraints based on the topological derivative concept

(2016) Cinthia G. Lopes et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Stress-constrained topology optimization for compliant mechanism design

(2015) Daniel M. De Leon 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

Stress constrained topology optimization

(2013) Erik Holmberg et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Adjoint-based constrained topology optimization for viscous flows, including heat transfer

(2012) E. A. Kontoleontos et al.   ENGINEERING OPTIMIZATION

The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web]

(2012) Li Deng   IEEE SIGNAL PROCESSING MAGAZINE

On the usefulness of non-gradient approaches in topology optimization

(2011) Ole Sigmund   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A structural optimization method based on the level set method using a new geometry-based re-initialization scheme

(2010) Shintaro Yamasaki et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Topology optimization of structures using modified binary differential evolution

(2010) Chun-Yin Wu et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topological optimization of structures subject to Von Mises stress constraints

(2009) Samuel Amstutz et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Minimum stress optimal design with the level set method

(2008) Grégoire Allaire et al.   ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS

A level set method for shape and topology optimization of large-displacement compliant mechanisms

(2008) Zhen Luo et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING