CrossMatAgent is a multi‐agent framework that combines large language models and diffusion‐based generative AI to automate metamaterial design. By coordinating task‐specific agents—such as describer, architect, and builder—it transforms user‐provided image prompts into high‐fidelity, printable lattice patterns.
Jie Tian +12 more
wiley +1 more source
Comparative analysis of ovine and human aortic valve tissue for bioprosthetic valve development using relaxation tests and numerical simulation. [PDF]
Masoumi SF +4 more
europepmc +1 more source
Explaining the Origin of Negative Poisson's Ratio in Amorphous Networks With Machine Learning
This review summarizes how machine learning (ML) breaks the “vicious cycle” in designing auxetic amorphous networks. By transitioning from traditional “black‐box” optimization to an interpretable “AI‐Physics” closed‐loop paradigm, ML is shown to not only discover highly optimized structures—such as all‐convex polygon networks—but also unveil hidden ...
Shengyu Lu, Xiangying Shen
wiley +1 more source
Meso-Scale Observations of the Evolution of Matrix/Filler Interface Dewetting During NEPE Propellant Aging. [PDF]
Chen Z +5 more
europepmc +1 more source
Persistent Near-Linear Relationship Between Global Stress and Mean Atomic Bond Strain in Metallic Glasses Despite Significant Local Nonaffine Displacements. [PDF]
Thaiyanurak T, Xu D.
europepmc +1 more source
Effect of suction stress on the strength of rupture zone and stability of landslide. [PDF]
Wang J, Su A, Liu Q, Zou Z.
europepmc +1 more source
Research on Multiaxial Random Vibration Fatigue Assessment Method for Vehicle-Mounted Equipment Based on IEC 61373 Standard. [PDF]
Luo Z, Guang C, Liu Y, Hu Z, Fang J.
europepmc +1 more source
Comparative Analysis of Two Measurement Modalities for Ex Vivo Analysis of Corneal Stiffness in Porcine Corneas. [PDF]
Reifeltshammer SA +9 more
europepmc +1 more source
Influence of Rolling Direction on Barkhausen Noise in Low-Alloyed Steel MC500. [PDF]
Koňár R +5 more
europepmc +1 more source

