Inverse design of non-parametric acoustic metamaterials via transfer-learned dual variational autoencoder with latent space-based data augmentation

A ventilated acoustic resonator (VAR), a class of acoustic metamaterial, offers an effective noise reduction solution in urban environments, where ventilation is essential. The significant non-linearity between the VAR structure and the corresponding acoustic response poses substantial challenges to...

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Bibliographic Details

Published in:	Engineering applications of artificial intelligence Vol. 151; p. 110735
Main Authors:	Ko, Keon, Cho, Min Woo, Song, Kyungjun, Park, Dong Yong, Park, Sang Min
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.07.2025
Subjects:	Acoustic metamaterials Inverse design Latent space Non-parametric structures Transfer learning Variational autoencoder Variational autoencoder Non-parametric structures Inverse design Transfer learning Latent space Acoustic metamaterials
ISSN:	0952-1976
Online Access:	Get full text
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