TY - JOUR
T1 - Design and manufacture of low-frequency acoustic absorption metamaterials with enhanced coupling characteristic
AU - Yan, Xin
AU - Liang, Qingxuan
AU - Feng, Jiaming
AU - He, Jin
AU - Fu, Rukun
AU - Li, Dichen
AU - Chen, Tianning
N1 - Publisher Copyright:
© 2024 The Author(s). Published by Informa UK Limited, trading as Taylor & Francis Group.
PY - 2024
Y1 - 2024
N2 - The current designs of low-frequency acoustic absorption metamaterials suffer from inadequate prediction accuracy and low efficiency. Herein, by integrating impedance theory with artificial neural networks, we propose an optimisation method of unit impedance correction (UIC). Meanwhile, a mutated honeycomb structure with teardrop-shaped apertures (MHSTA) fabricated by stereolithography is proposed, which can enhance the low-frequency coupling performance through rationally arranging the relative positions of the apertures. To verify prediction ability of the UIC method, the 50mm-thickness typical structures of MHSTA are designed for two low-frequency ranges (220–500 Hz and 230–550Hz). Compared with the simulation, the UIC result can reach the maximum relative error of 3.9% and the maximum absolute error of 0.033, which ensures the accurate prediction commendably. The experiment also demonstrates that the acoustic absorption coefficients are highly consist with the UIC result. This work provides a novel strategy of precise design for low-frequency acoustic absorption metamaterials.
AB - The current designs of low-frequency acoustic absorption metamaterials suffer from inadequate prediction accuracy and low efficiency. Herein, by integrating impedance theory with artificial neural networks, we propose an optimisation method of unit impedance correction (UIC). Meanwhile, a mutated honeycomb structure with teardrop-shaped apertures (MHSTA) fabricated by stereolithography is proposed, which can enhance the low-frequency coupling performance through rationally arranging the relative positions of the apertures. To verify prediction ability of the UIC method, the 50mm-thickness typical structures of MHSTA are designed for two low-frequency ranges (220–500 Hz and 230–550Hz). Compared with the simulation, the UIC result can reach the maximum relative error of 3.9% and the maximum absolute error of 0.033, which ensures the accurate prediction commendably. The experiment also demonstrates that the acoustic absorption coefficients are highly consist with the UIC result. This work provides a novel strategy of precise design for low-frequency acoustic absorption metamaterials.
KW - Acoustic metamaterial
KW - design for additive manufacturing
KW - low efficiency
KW - unit impedance correction
UR - https://www.scopus.com/pages/publications/85199977688
U2 - 10.1080/17452759.2024.2383297
DO - 10.1080/17452759.2024.2383297
M3 - 文章
AN - SCOPUS:85199977688
SN - 1745-2759
VL - 19
JO - Virtual and Physical Prototyping
JF - Virtual and Physical Prototyping
IS - 1
M1 - 2383297
ER -