A review on feature-map** methods for structural optimization

F Wein, PD Dunning, JA Norato - Structural and multidisciplinary …, 2020 - Springer
In this review we identify a new category of methods for implementing and solving structural
optimization problems that has emerged over the last 20 years, which we propose to call …

An efficient and easy-to-extend Matlab code of the Moving Morphable Component (MMC) method for three-dimensional topology optimization

Z Du, T Cui, C Liu, W Zhang, Y Guo, X Guo - Structural and …, 2022 - Springer
Explicit topology optimization methods have received ever-increasing interest in recent
years. In particular, a 188-line Matlab code of the two-dimensional (2D) Moving Morphable …

Problem-independent machine learning (PIML)-based topology optimization—A universal approach

M Huang, Z Du, C Liu, Y Zheng, T Cui, Y Mei… - Extreme Mechanics …, 2022 - Elsevier
Solving topology optimization problem is very computationally demanding especially when
high-resolution results are sought for. In the present work, a problem-independent machine …

TPMS-infill MMC-based topology optimization considering overlapped component property

S Zhang, D Da, Y Wang - International Journal of Mechanical Sciences, 2022 - Elsevier
Engineering designs involving multiple materials suffer either difficult interface modeling or
finding physically meaningful transition domains with a clear or even optimal structural …

Accelerating gradient-based topology optimization design with dual-model artificial neural networks

C Qian, W Ye - Structural and Multidisciplinary Optimization, 2021 - Springer
Topology optimization (TO) is a common technique used in free-form designs. However,
conventional TO-based design approaches suffer from high computational cost due to the …

A Problem-Independent Machine Learning (PIML) enhanced substructure-based approach for large-scale structural analysis and topology optimization of linear …

M Huang, T Cui, C Liu, Z Du, J Zhang, C He… - Extreme Mechanics …, 2023 - Elsevier
Structural analysis for structures composed of highly heterogeneous materials which often
involves the solution of large-scale linear algebraic equations is very time-consuming even …

Hollow structural design in topology optimization via moving morphable component method

J Bai, W Zuo - Structural and Multidisciplinary Optimization, 2020 - Springer
Hollow structures are widely used in industry because of the high stiffness-to-mass ratio and
mature joining technology. However, in topology optimization (TO), the TO results are almost …

[PDF][PDF] Open-source codes of topology optimization: A summary for beginners to start their research

Y Wang, X Li, K Long, P Wei - Computer Modeling in Engineering …, 2023 - researchgate.net
Topology optimization (TO), a numerical technique to find the optimal material layout with a
given design domain, has attracted interest from researchers in the field of structural …

Multi-material topology optimization of coated structures using level set method

J Bai, W Zuo - Composite Structures, 2022 - Elsevier
The coated structures are widely applied in engineering, whose coating material covers the
surface to protect substrate structure or realize certain functionalities. Currently, the coated …