Multi-order Helmholtz Resonator

High-precision inverse design

This resonator is designed via a deep learning model, precisely meeting specified acoustic targets with greater efficiency and flexibility than traditional methods.

Sun, Xuecong · Yang, Yuzhen · Jia, Han · Zhao, Han · Bi, Yafeng · Sun, Zhaoyong · Yang, Jun · Zhaoyong, Sun

Journal of Sound and Vibration 2025

Advantages

high precision prediction, validated experimentally