Machine learning-combined topology optimization for functionary graded composite structure design

A single variable-based method for concurrent multiscale topology optimization with multiple materials

(2021) Haitao Liao   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

De-homogenization of optimal multi-scale 3D topologies

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

Topology optimization of functionally graded anisotropic composite structures using homogenization design method

(2020) Dongjin Kim et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

EML webinar overview: Topology Optimization — Status and Perspectives

(2020) Ole Sigmund   Extreme Mechanics Letters

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

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

Topology optimization of anisotropic magnetic composites in actuators using homogenization design method

(2019) Jaewook Lee et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Using convolutional neural networks to predict composite properties beyond the elastic limit

(2019) Charles Yang et al.   MRS Communications

Graded-material design based on phase-field and topology optimization

(2019) Massimo Carraturo et al.   COMPUTATIONAL MECHANICS

Stress Field Prediction in Cantilevered Structures Using Convolutional Neural Networks

(2019) Zhenguo Nie et al.   JOURNAL OF COMPUTING AND INFORMATION SCIENCE IN ENGINEERING

Learning data-driven discretizations for partial differential equations

(2019) Yohai Bar-Sinai et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Topology optimization of functionally-graded lattice structures with buckling constraints

(2019) Bing Yi et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

VCUT level set method for topology optimization of functionally graded cellular structures

(2019) Hongming Zong et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Neural networks for topology optimization

(2019) Ivan Sosnovik et al.   RUSSIAN JOURNAL OF NUMERICAL ANALYSIS AND MATHEMATICAL MODELLING

Inverse design of structure and fiber orientation by means of topology optimization with tensor field variables

(2019) Tsuyoshi Nomura et al.   COMPOSITES PART B-ENGINEERING

3-d topology optimization of modulated and oriented periodic microstructures by the homogenization method

(2019) Perle Geoffroy-Donders et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Topology optimization for continuous and discrete orientation design of functionally graded fiber-reinforced composite structures

(2018) Jaewook Lee et al.   COMPOSITE STRUCTURES

Topology optimization for functionally graded cellular composites with metamaterials by level sets

(2018) Hao Li et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

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

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

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

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

Thermal conduction in open-cell metal foams: Anisotropy and Representative Volume Element

(2018) M. Iasiello et al.   INTERNATIONAL JOURNAL OF THERMAL SCIENCES

Topology optimization for multiscale design of porous composites with multi-domain microstructures

(2018) Jie Gao et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Functionally graded lattice structure topology optimization for the design of additive manufactured components with stress constraints

(2018) Lin Cheng et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Homogenization-based topology optimization for high-resolution manufacturable microstructures

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

Orthotropic material orientation optimization method in composite laminates

(2017) Mario Petrovic et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Optimal design of compliant mechanisms using functionally graded materials

(2017) Cian Conlan-Smith et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Discrete topology optimization of ply orientation for a carbon fiber reinforced plastic (CFRP) laminate vehicle door

(2017) Chi Wu et al.   MATERIALS & DESIGN

Multiscale structural topology optimization with an approximate constitutive model for local material microstructure

(2015) Liang Xia et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

General topology optimization method with continuous and discrete orientation design using isoparametric projection

(2014) Tsuyoshi Nomura et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Integrated optimization of the material and structure of composites based on the Heaviside penalization of discrete material model

(2014) Zunyi Duan et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Free material stiffness design of laminated composite structures using commercial finite element analysis codes

(2014) Søren Randrup Henrichsen et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Topological nano-aperture configuration by structural optimization based on the phase field method

(2013) Heeseung Lim et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Level-set methods for structural topology optimization: a review

(2013) N. P. van Dijk et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

A bi-value coding parameterization scheme for the discrete optimal orientation design of the composite laminate

(2012) Tong Gao et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Topology optimization using a reaction–diffusion equation

(2011) Jae Seok Choi et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Simulation and optimization of heat flow via anisotropic material thermal conductivity

(2010) Ercan M. Dede   COMPUTATIONAL MATERIALS SCIENCE

A topology optimization method based on the level set method incorporating a fictitious interface energy

(2010) Takayuki Yamada et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Filters in topology optimization based on Helmholtz-type differential equations

(2010) B. S. Lazarov et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

Optimization formulations for the maximum nonlinear buckling load of composite structures

(2010) Esben Lindgaard et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Layout and material gradation in topology optimization of functionally graded structures: a global–local approach

(2010) Sylvia R. M. Almeida et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Shape and topology optimization based on the phase field method and sensitivity analysis

(2009) Akihiro Takezawa et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Simultaneous optimization of the material properties and the topology of functionally graded structures

(2008) Qi Xia et al.   COMPUTER-AIDED DESIGN

The influence of mesoscale porosity on cortical bone anisotropy. Investigations via asymptotic homogenization

(2008) W. J Parnell et al.   Journal of the Royal Society Interface

A Post-Treatment of the Homogenization Method for Shape Optimization

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

Numerical modelling of damage susceptibility of an inhomogeneous representative material volume element of polymer composites

(2007) Cecilia Grufman et al.   COMPOSITES SCIENCE AND TECHNOLOGY