Machine learning-combined topology optimization for functionary graded composite structure design
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Title
Machine learning-combined topology optimization for functionary graded composite structure design
Authors
Keywords
Topology optimization, Machine learning, Representative volume element method, Functionally graded composite structure, Anisotropic effective material property
Journal
COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING
Volume 387, Issue -, Pages 114158
Publisher
Elsevier BV
Online
2021-09-21
DOI
10.1016/j.cma.2021.114158
References
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- Homogenization-based topology optimization for high-resolution manufacturable microstructures
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- General topology optimization method with continuous and discrete orientation design using isoparametric projection
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- 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
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- 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
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