Reverse design of broadband sound absorption structure based on deep learning method

Abstract This research presents a method based on deep learning for the reverse design of sound-absorbing structures. Traditional methods require time-consuming individual numerical simulations followed by cumbersome calculations, whereas the deep learning design method significantly simplifies the...

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Bibliographic Details
Main Authors: Yihong Zhou, Lifeng Ma, Xi Kang, Zhiyuan Zhu
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-86077-w
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