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Application of machine learning technology to optimize the structure of two-dimensional metamaterials based on the spectrum of natural frequencies.
Application of machine learning technology to optimize the structure of two-dimensional metamaterials based on the spectrum of natural frequencies.
- Source :
-
AIP Conference Proceedings . 9/14/2022, Vol. 2533 Issue 1, p1-5. 5p. - Publication Year :
- 2022
-
Abstract
- A technique based on a neural network was developed, which has shown a high efficiency of searching for the best structure of meta-atoms for modular design of acoustic metamaterials on the model system. A neural network with a three-layer structure required less than 1% of computational time in comparison with a direct numerical analysis of all possible variants of metamaterials in order to find a metamaterial with the required acoustic properties. The calculations were carried out using finite element method and CAE Fidesys software. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 0094243X
- Volume :
- 2533
- Issue :
- 1
- Database :
- Academic Search Index
- Journal :
- AIP Conference Proceedings
- Publication Type :
- Conference
- Accession number :
- 159105283
- Full Text :
- https://doi.org/10.1063/5.0102021