4.6 Article

Efficient, high-resolution topology optimization method based on convolutional neural networks

Related references

Note: Only part of the references are listed.
Review Computer Science, Interdisciplinary Applications

From Topology Optimization Design to Additive Manufacturing: Today's Success and Tomorrow's Roadmap

Liang Meng et al.

ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING (2020)

Article Computer Science, Interdisciplinary Applications

An efficient isogeometric topology optimization using multilevel mesh, MGCG and local-update strategy

Yingjun Wang et al.

ADVANCES IN ENGINEERING SOFTWARE (2020)

Article Engineering, Multidisciplinary

An adaptive bubble method for structural shape and topology optimization

Shouyu Cai et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2020)

Article Computer Science, Interdisciplinary Applications

Multi-grid reduced-order topology optimization

Manyu Xiao et al.

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2020)

Article Engineering, Multidisciplinary

M-VCUT level set method for optimizing cellular structures

Hui Liu et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2020)

Article Materials Science, Multidisciplinary

A design framework for gradually stiffer mechanical metamaterial induced by negative Poisson's ratio property

Mengli Ye et al.

MATERIALS & DESIGN (2020)

Article Computer Science, Interdisciplinary Applications

A new data-driven topology optimization framework for structural optimization

Ying Zhou et al.

COMPUTERS & STRUCTURES (2020)

Article Engineering, Multidisciplinary

Data-Driven Structural Design Optimization for Petal-Shaped Auxetics Using Isogeometric Analysis

Yingjun Wang et al.

CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES (2020)

Article Mechanics

Machine Learning-Driven Real-Time Topology Optimization Under Moving Morphable Component-Based Framework

Xin Lei et al.

JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME (2019)

Article Engineering, Multidisciplinary

Topology optimization of hierarchical lattice structures with substructuring

Zijun Wu et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2019)

Article Computer Science, Interdisciplinary Applications

A triple acceleration method for topology optimization

Zhongyuan Liao et al.

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2019)

Article Computer Science, Software Engineering

Non-iterative structural topology optimization using deep learning

Baotong Li et al.

COMPUTER-AIDED DESIGN (2019)

Article Engineering, Multidisciplinary

A novel minimum weight formulation of topology optimization implemented with reanalysis approach

Kai Long et al.

INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING (2019)

Article Engineering, Manufacturing

Design and experimental validation of self-supporting topologies for additive manufacturing

Yun-Fei Fu et al.

VIRTUAL AND PHYSICAL PROTOTYPING (2019)

Article Computer Science, Interdisciplinary Applications

A scalable framework for large-scale 3D multimaterial topology optimization with octree-based mesh adaptation

Ting Wei Chin et al.

ADVANCES IN ENGINEERING SOFTWARE (2019)

Article Engineering, Aerospace

High-Resolution Topology Optimization with Stress and Natural Frequency Constraints

Mark K. Leader et al.

AIAA JOURNAL (2019)

Article Mathematics, Applied

Neural networks for topology optimization

Ivan Sosnovik et al.

RUSSIAN JOURNAL OF NUMERICAL ANALYSIS AND MATHEMATICAL MODELLING (2019)

Article Engineering, Multidisciplinary

Generalized hole nucleation through BESO for the level set based topology optimization of multi-material structures

Qi Xia et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2019)

Article Engineering, Multidisciplinary

A new multiscale topology optimization method for multiphase composite structures of frequency response with level sets

Hao Li et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2019)

Article Chemistry, Physical

Topological Design of a Lightweight Sandwich Aircraft Spoiler

Jie Liu et al.

MATERIALS (2019)

Article Engineering, Multidisciplinary

Stable hole nucleation in level set based topology optimization by using the material removal scheme of BESO

Qi Xia et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2019)

Article Engineering, Multidisciplinary

An efficient evolutionary structural optimization method with smooth edges based on the game of building blocks

Hongxin Wang et al.

ENGINEERING OPTIMIZATION (2019)

Article Engineering, Multidisciplinary

Homogenization-based topology optimization for high-resolution manufacturable microstructures

Jeroen P. Groen et al.

INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING (2018)

Article Engineering, Multidisciplinary

Stress-based topology optimization using bi-directional evolutionary structural optimization method

Liang Xia et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2018)

Article Engineering, Multidisciplinary

Topology optimization for concurrent design of structures with multi-patch microstructures by level sets

Hao Li et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2018)

Article Computer Science, Interdisciplinary Applications

Efficient structure topology optimization by using the multiscale finite element method

Hui Liu et al.

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2018)

Article Computer Science, Interdisciplinary Applications

An 88-line MATLAB code for the parameterized level set method based topology optimization using radial basis functions

Peng Wei et al.

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2018)

Article Engineering, Multidisciplinary

Higher-order multi-resolution topology optimization using the finite cell method

Jeroen P. Groen et al.

INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING (2017)

Article Engineering, Multidisciplinary

A polytree-based adaptive polygonal finite element method for topology optimization

H. Nguyen-Xuan

INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING (2017)

Article Engineering, Multidisciplinary

Multiresolution topology optimization using isogeometric analysis

Qui X. Lieu et al.

INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING (2017)

Article Multidisciplinary Sciences

Giga-voxel computational morphogenesis for structural design

Niels Aage et al.

NATURE (2017)

Article Engineering, Multidisciplinary

Explicit three dimensional topology optimization via Moving Morphable Void (MMV) approach

Weisheng Zhang et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2017)

Article Engineering, Multidisciplinary

Multiscale isogeometric topology optimization for lattice materials

Yingjun Wang et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2017)

Review Computer Science, Interdisciplinary Applications

Topology Optimization in Aircraft and Aerospace Structures Design

Ji-Hong Zhu et al.

ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING (2016)

Article Computer Science, Interdisciplinary Applications

Designing patient-specific 3D printed craniofacial implants using a novel topology optimization method

Alok Sutradhar et al.

MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING (2016)

Article Computer Science, Artificial Intelligence

Image Super-Resolution Using Deep Convolutional Networks

Chao Dong et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2016)

Article Thermodynamics

Large scale three-dimensional topology optimisation of heat sinks cooled by natural convection

Joe Alexandersen et al.

INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER (2016)

Article Computer Science, Software Engineering

Combined shape and topology optimization of 3D structures

Asger Nyman Christiansen et al.

COMPUTERS & GRAPHICS-UK (2015)

Article Mechanics

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

Xu Guo et al.

JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME (2014)

Article Computer Science, Interdisciplinary Applications

High resolution topology optimization using graphics processing units (GPUs)

Vivien J. Challis et al.

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2014)

Article Computer Science, Interdisciplinary Applications

Efficient topology optimization in MATLAB using 88 lines of code

Erik Andreassen et al.

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2011)

Article Computer Science, Interdisciplinary Applications

A computational paradigm for multiresolution topology optimization (MTOP)

Tam H. Nguyen et al.

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2010)

Article Computer Science, Interdisciplinary Applications

A critical review of established methods of structural topology optimization

G. I. N. Rozvany

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2009)

Article Mathematics, Applied

Convergent and mesh-independent solutions for the bi-directional evolutionary structural optimization method

X. Huang et al.

FINITE ELEMENTS IN ANALYSIS AND DESIGN (2007)

Article Engineering, Multidisciplinary

An adaptive multilevel approach to the minimal compliance problem in topology optimization

R Stainko

COMMUNICATIONS IN NUMERICAL METHODS IN ENGINEERING (2006)

Article Engineering, Multidisciplinary

A level set method for structural topology optimization

MY Wang et al.

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING (2003)

Article Computer Science, Interdisciplinary Applications

A 99 line topology optimization code written in Matlab

O Sigmund

STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION (2001)

Article Mechanics

Multi-resolution multi-scale topology optimization - a new paradigm

YY Kim et al.

INTERNATIONAL JOURNAL OF SOLIDS AND STRUCTURES (2000)