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Chen-Xu Liu

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Open access Oct 2026

Navigating Competing Constraints in Acoustic Metamaterials via Physically Admissible Design Spaces

Achieving simultaneously high absorption, broad bandwidth, and minimal thickness remains a central challenge in sound‐absorbing metamaterials. Multilayered Helmholtz resonators (MLHR) offer a promising route, yet effective design under competing constraints remains nontrivial. Here, we present MLHR acoustic metamateria...

Xin-Wei Li, Chen-Xu Liu, Zhen-Dong Li et al. · 0 citations
Jul 2026

A modular physics-informed neural network for nonlinear vibration isolators

A novel modular physics-informed machine learning framework is proposed, enabling dynamic prediction and inverse design of harmonically excited single-degree-of-freedom nonlinear vibration isolators and providing new insights into investigating complex dynamic behaviors.

Chen-Xu Liu, Yingjing Qian, Gui-Lan Yu et al. · 0 citations

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