Machine learning aided design and optimization of thermal metamaterials

C Zhu, EA Bamidele, X Shen, G Zhu, B Li - Chemical Reviews, 2024 - ACS Publications
Artificial Intelligence (AI) has advanced material research that were previously intractable,
for example, the machine learning (ML) has been able to predict some unprecedented …

Current and future trends in topology optimization for additive manufacturing

J Liu, AT Gaynor, S Chen, Z Kang, K Suresh… - Structural and …, 2018 - Springer
Manufacturing-oriented topology optimization has been extensively studied the past two
decades, in particular for the conventional manufacturing methods, for example, machining …

A feature-driven robust topology optimization strategy considering movable non-design domain and complex uncertainty

Z Li, L Wang, Z Luo - Computer Methods in Applied Mechanics and …, 2022 - Elsevier
With the diversification of engineering structure performance requirements and the
continuous development of refinement of processing and manufacturing, structural design is …

Multi-material topology optimization using ordered SIMP interpolation

W Zuo, K Saitou - Structural and Multidisciplinary Optimization, 2017 - Springer
In this paper an ordered multi-material SIMP (solid isotropic material with penalization)
interpolation is proposed to solve multi-material topology optimization problems without …

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

P Wei, Z Li, X Li, MY Wang - Structural and Multidisciplinary Optimization, 2018 - Springer
This paper presents a compact and efficient 88-line MATLAB code for the parameterized
level set method based topology optimization using radial basis functions (RBFs), which is …

Level-set methods for structural topology optimization: a review

NP Van Dijk, K Maute, M Langelaar… - Structural and …, 2013 - Springer
This review paper provides an overview of different level-set methods for structural topology
optimization. Level-set methods can be categorized with respect to the level-set-function …

Topology optimization of multi-material negative Poisson's ratio metamaterials using a reconciled level set method

P Vogiatzis, S Chen, X Wang, T Li, L Wang - Computer-Aided Design, 2017 - Elsevier
Metamaterials are defined as a family of rationally designed artificial materials which can
provide extraordinary effective properties compared with their nature counterparts. This …

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

T Yamada, K Izui, S Nishiwaki, A Takezawa - Computer Methods in Applied …, 2010 - Elsevier
This paper proposes a new topology optimization method, which can adjust the geometrical
complexity of optimal configurations, using the level set method and incorporating a fictitious …