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聚合物复合材料3D和4D打印中的机器学习:一篇评论

Ivan Malashin1, Igor Masich1, Vadim Tynchenko1

  • 1Artificial Intelligence Technology Scientific and Education Center, Bauman Moscow State Technical University, 105005 Moscow, Russia.

Polymers
|November 27, 2024
PubMed
概括

机器学习 (ML) 正通过优化材料,工艺和性能预测来彻底改变聚合物复合材料的3D和4D打印. 这篇概述探讨了这个快速发展的领域当前的趋势,挑战和未来的方向.

关键词:
通过3D打印打印3D打印.4D打印是一种4D打印.设计优化设计优化机器学习是机器学习.聚合物复合物的聚合物复合物.

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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...