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
Study on the Tensile Properties and Influencing Factors of Superelastic SMAF-Reinforced PP/PVA-ECC Materials. [PDF]
Cao Y, Qi X, Yang Z.
europepmc +1 more source
AI‐BioMech is a deep learning framework that predicts the mechanical behavior of biological cellular materials directly from 2D images. By replacing traditional finite element analysis with semantic segmentation, it identifies stress and strain distributions with 99% accuracy, offering a high‐speed, scalable alternative for analyzing complex, aperiodic
Haleema Sadia +2 more
wiley +1 more source
Bruch's Membrane Contributes to the Structural Integrity of the Normal Human Eye. [PDF]
Tan RKY +13 more
europepmc +1 more source
Enabling Metal‐Based Soft Robotics Through Investment Casting
Vacuum investment casting enables manufacturing of compliant soft robotic structures out of AA7075 high‐strength aluminum alloy. Additively manufactured patterns are converted into metal soft robotic structures addressing long lasting challenges like durability and nonlinearity of elastomer‐based soft robotics.
Felix Pancheri, Tim C. Lueth, Yilun Sun
wiley +1 more source
Stability of surrounding rock in roadways with fractured rock mass: mechanisms and effects of layout optimization. [PDF]
Hao H +6 more
europepmc +1 more source
Mechanical Characterization of Intermaxillary Orthodontic Elastics: Energy-Based Metrics and Clinical Guidance. [PDF]
Antunes P +7 more
europepmc +1 more source
Dynamic Failure Behavior of Conglomerate under Impact Loading: Experimental and Numerical Insights for CO<sub>2</sub> Storage Applications. [PDF]
Cheng W, Lou Y, Zhu L.
europepmc +1 more source
Re-examination of the mechanical anisotropy of porcine thoracic aorta by uniaxial tensile tests
Qiang Chen, Yan Wang, Zhiyong Li
openalex
AE-based classification and fracture process analysis of flawed marble with stress intensity factor validation. [PDF]
Sha P, Fan J, Lv Y, Chen J.
europepmc +1 more source

