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Your search keyword '"Yakovlev, M. Ya."' showing total 5 results
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3. Application of machine learning technology to optimize the structure of two-dimensional metamaterials based on the spectrum of natural frequencies.

Author

Semenov, N. S., Mazo, M. A., Vershinin, A. V., and Yakovlev, M. Ya.

Subjects
FREQUENCY spectra, METAMATERIALS, FINITE element method, MODULAR construction, ACOUSTIC models, MACHINE learning
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]

Published
2022
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