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机器学习对机械驱动的聚合物进行分散的反转

Lijie Ding1, Chi-Huan Tung1, Bobby G Sumpter2

  • 1Neutron Scattering Division Oak Ridge National Laboratory,Oak Ridge TN 37831 USA.

Journal of applied crystallography
|October 9, 2025
PubMed
概括

一种新的机器学习方法分析了聚合物散射数据,以提取关键的机械和结构参数. 这种方法准确地从散射函数中检索聚合物能量参数和形状变量.

关键词:
高斯过程回归器是高斯过程回归器.蒙特卡洛方法 蒙特卡洛方法机器学习是机器学习.聚合物是一种聚合物.微角散射是一种小角度的散射.

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Classification and Mechanical Properties of Synthetic Polymers01:28

Classification and Mechanical Properties of Synthetic Polymers

Synthetic polymers are classified as elastomers, fibers, or plastics based on their crystallinity. Crystallinity, the degree of long-range order in the solid state, influences the mechanical properties (stretching or contracting) of elastomers. Elastomers are flexible polymers that can expand or contract easily upon the application of an external force. They have numerous crosslinks that pull them back into their original shape when stress is removed. Silicones, for instance, are highly elastic...
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