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physics.app-ph2026
Physics-Aware Machine-Learning-Driven Inverse Design of Broadband Ultra-Open Acoustic Metamaterials
Zhiwei Yang, Mengyu Li, Xiaohang Xie +3
Ventilated acoustic silencers combing sound attenuation with high ventilation are pivotal for advanced noise control. However, balancing attenuation, bandwidth, openness, and thick…
physics.app-ph2024
Phased Gradient Ultra Open Metamaterials for Broadband Acoustic Silencing
Zhiwei Yang, Ao Chen, Xiaohang Xie +2
Noise pollution is a persistent environmental concern with severe implications for human health and resources. Acoustic metamaterials offer the potential for ultrathin silencing de…