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
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Design, Metallurgical Features, and Mechanical Behavior of Five Reciprocating NiTi Endodontic Systems: A Multimethod Analysis. [PDF]
Campos GO +5 more
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The 3rd International Conference on Manufacturing, Material and Metallurgical Engineering
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A novel soft robotic propeller overcomes traditional efficiency‐flexibility tradeoffs via a hybrid pneumatic‐cable actuation strategy. This architecture enables active stiffness modulation with dual‐mode locomotion: tunable biomimetic swimming and earthworm‐inspired wriggling for confined spaces.
Jiazi Geng +6 more
wiley +1 more source
Investigation of Microstructure, Hardness, and Wear Behavior of Hardfacing Produced by Wire Laser Additive Manufacturing. [PDF]
Crozetta ND +5 more
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Correction to "Pyrite High-Entropy Sulfides for Bifunctional Oxygen Electrocatalysis and High-Performance Zinc-Air Batteries". [PDF]
Erdil T +6 more
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Introduction: With the advancement of industries and the widespread use of St37 steel, its protection against corrosion, especially in acidic environments such as HCl, has gained significant importance.
Erfan Mehdipour Rabori +1 more
doaj
Microstructure Evaluation and Mechanical Properties of PMMA/Al<sub>2</sub>O<sub>3</sub> Nanocomposite Fabricated via Friction Stir Processing. [PDF]
Elsawah RK +4 more
europepmc +1 more source
Research Progress in the Detoxification and Resource Utilization of Chromium Slag: Recovery Technologies, Large-Scale Utilization, and Emerging Challenges-A Review. [PDF]
Wang B, Gao J, Wang F, Yu Y, Qi Y.
europepmc +1 more source
Bimetallic Steels: A Structured Review of Fabrication Routes, Material Properties, and Component Performance. [PDF]
Ding Z +5 more
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