Topological dimensionality reduction-based machine learning for efficient gradient-free 3D topology optimization

Powerful gradient-free topology optimization methods are needed for structural design concerning complex responses. In this paper, a novel gradient-free optimization method is proposed by integrating the material-field series expansion topological parameterization and the deep neural networks, provi...

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Bibliographic Details
Main Authors: Zhaoyou Sun, Yaguang Wang, Pai Liu, Yangjun Luo
Format: Article
Language:English
Published: Elsevier 2022-08-01
Series:Materials & Design
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S026412752200507X