Discovering chiral auxetic structures with near-zero Poisson's ratio using an active learning strategy

Discovering chiral auxetic structures with near-zero Poisson's ratio using an active learning strategy

In this paper, a set of hexachiral auxetic structural designs with near zero Poisson's ratio (ZPR) characteristics is discovered via the combination of machine learning and experimentally validated finite element simulation. An active learning-enhanced Gaussian process model is utilized to gene...

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Bibliographic Details
Main Authors: Afdhal, Ondrej Jirousek, Jan Falta, Yohanes Bimo Dwianto, Pramudita Satria Palar
Format: Article
Language:English
Published: Elsevier 2024-08-01
Series:Materials & Design
Subjects:
Chiral auxetic structure
Zero Poisson's ratio
Machine learning
Active learning
Vat photopolymerization
Finite element method
Online Access:http://www.sciencedirect.com/science/article/pii/S0264127524005070

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http://www.sciencedirect.com/science/article/pii/S0264127524005070

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