Physics-aware ML inverse design framework for ultra-open acoustic silencers that experimentally achieves over 830 Hz broadband attenuation with 80% ventilation in 0.1-0.2 wavelength thick monolithic and composite prototypes.
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Physics-Aware Machine-Learning-Driven Inverse Design of Broadband Ultra-Open Acoustic Metamaterials
Physics-aware ML inverse design framework for ultra-open acoustic silencers that experimentally achieves over 830 Hz broadband attenuation with 80% ventilation in 0.1-0.2 wavelength thick monolithic and composite prototypes.