Physics‐Aware Machine‐Learning‐Driven Inverse Design of Broadband Ultra‐Open Acoustic Metamaterials
A physics‐aware machine‐learning framework enables inverse design of ultra‐open acoustic silencers by decoupling spectral and radial design spaces. The approach rapidly identifies broadband, compact, and highly ventilated architectures, while revealing hidden linear design rules that link geometry, impedance matching, and acoustic performance.
Zhiwei Yang +5 more
wiley +1 more source
Integrated clinical and multi-omics analysis links composite inflammatory indices to macrophage-associated molecular programs in aortic dissection. [PDF]
Zhang B +4 more
europepmc +1 more source
A latent diffusion‐based framework is proposed for designing functionally graded metamaterials with perfect connectivity. By integrating vector‐quantized latent representations with mechanistic guidance, the framework enables accurate inverse design toward target elastic properties.
Jongbin Yu, Dosung Lee, Namjung Kim
wiley +1 more source
Dynamic stability analysis of mixed-composition platoons with spatially weighted cooperative control. [PDF]
Dai Y, Ge X, Dai M, Liu Y, Yang A.
europepmc +1 more source
In Situ Programmable Modulation of Hydrogel Stiffness for Stage‐Adaptive Bone Regeneration
Near‐infrared (NIR) irradiation triggers Ca2+ release from thermoresponsive nanocarriers, enabling in situ stiffening of an adaptive hydrogel from a soft to a stiff state, thereby sequentially supporting mesenchymal stromal cell stemness and osteogenic differentiation for stage‐adaptive bone regeneration.
Yuxin Yang +5 more
wiley +1 more source
Bioinspired Origami Morphing Limbs for Amphibious Robot Locomotion. [PDF]
Li Y, Mei S, Yin R, Liu C, Chen H.
europepmc +1 more source
Expert-guided optimization for load transfer in distribution networks assisted by virtual power plants. [PDF]
Chen L +5 more
europepmc +1 more source
Geometry‐Encoded Actuation as a Structural Interaction Layer in Origami Robots
We present geometry‐encoded actuation (GEA), a design framework that integrates multistable origami with liquid crystal elastomer actuators to encode environmental interactions into autonomous structural responses. GEA enables programmable shape transformation without continuous sensing or complex control, achieving robust adaptive manipulation and ...
Jianshu Zhou +8 more
wiley +1 more source
Inferring dynamic information from protein structures by Gaussian integrals and deep learning. [PDF]
Vilicich F +4 more
europepmc +1 more source
Developing Soft Interconnected Microchannel Network for 2D Skin‐Like Actuator
A soft interconnected network of microchannels is proposed to develop new pneumatic actuators for future bio‐inspired soft robots. Simultaneous stimulation of this network generates regional asymmetric strains in walls of microchannels whose interaction across the entire surface leads to bending curvatures in multidimensions.
John Noee +4 more
wiley +1 more source

