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Polymers02:34

Polymers

The word polymer is derived from the Greek words “poly” which means “many” and “mer” which means “parts”. Polymers are long chains of molecules composed of repeating units of smaller molecules, known as monomers. They either occur naturally, such as DNA and proteins, or can be constructed synthetically, like plastics. They have varied structural characteristics, such as linear chains, branched chains, or complex networks, that contribute to the properties that they exhibit. Additionally,...
Polymers: Defining Molecular Weight01:01

Polymers: Defining Molecular Weight

Unlike small molecules with definite molecular weights, polymers are a mixture of individual polymer chains of varying lengths, each with a unique molecular weight. So, the molecular weight of a polymer is expressed as an average value based on the average size of the polymer chains. The two most common forms of averages used for polymers are the number average molecular weight and weight average molecular weight.
The number average molecular weight (Mn) is the summation of the number...
Polymers: Molecular Weight Distribution01:10

Polymers: Molecular Weight Distribution

For any given polymer, the weight average molecular weight (Mw) is higher than, if not equal to, the number average molecular weight (Mn). The only situation in which the weight average molecular weight and the number average molecular weight are equal is when a polymer consists only of chains with equal molecular weight. However, this never happens in a synthetic polymer, since it is difficult to control the polymerization process up to a molecular level with accuracy to a hundred percent.
Types of Step-Growth Polymers: Polyesters01:20

Types of Step-Growth Polymers: Polyesters

The introduction of polyesters has brought major development to the textile industry. The wrinkle-free behavior of polyester blends has eliminated the need for starching and ironing clothes.
Polyesters are commonly prepared from terephthalic acid and ethylene glycol; the crude product is known as poly(ethylene terephthalate) or PET. However, polyesters are synthesized industrially by transesterification of dimethyl terephthalate with ethylene glycol at 150 °C. The two reactants and the polymer...
Polymers02:34

Polymers

The word polymer is derived from the Greek words “poly” which means “many” and “mer” which means “parts”. Polymers are long chains of molecules composed of repeating units of smaller molecules, known as monomers. They either occur naturally, such as DNA and proteins, or can be constructed synthetically, like plastics. They have varied structural characteristics, such as linear chains, branched chains, or complex networks, that contribute to the properties that they exhibit. Additionally,...
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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Updated: May 12, 2026

Prescribed 3-D Direct Writing of Suspended Micron/Sub-micron Scale Fiber Structures via a Robotic Dispensing System
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Prescribed 3-D Direct Writing of Suspended Micron/Sub-micron Scale Fiber Structures via a Robotic Dispensing System

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聚合物科学中的支持向量机器:一篇评论

Ivan Malashin1, Vadim Tynchenko1, Andrei Gantimurov1

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

Polymers
|February 26, 2025
PubMed
概括

支持矢量机 (SVM) 正在通过准确预测材料特性和过程优化来彻底改变聚合物科学. 这次审查突出了SVM的重点.

科学领域:

  • 聚合物科学 聚合物科学
  • 材料科学 材料科学 材料科学
  • 计算化学的计算化学

背景情况:

  • 机器学习 (ML) 技术在聚合物科学中越来越重要.
  • 支持矢量机器 (SVM) 擅长处理复杂,高维的聚合物数据.

研究的目的:

  • 审查SVM在聚合物科学中的多样化应用.
  • 讨论在这个领域使用SVM的优势和挑战.
  • 探索SVM在聚合物研究和制造中的未来机会.

主要方法:

  • 在聚合物合成,表征和属性预测中对SVM应用的文献综述.
  • 分析SVM在处理非线性关系和大数据集方面的优势.
  • 讨论SVM的局限性,包括计算需求和超参数灵敏度.

主要成果:

  • SVM有效地预测了聚合物的机械和热性能.
  • SVM优化了聚合过程,并模拟了降解机制.
  • SVM为推动聚合物研发提供了一个强大的工具.

结论:

  • 尽管存在挑战,但SVM对聚合物科学具有显著的优势.
关键词:
聚合物的特性 聚合物的特性预测分析 预测分析支持矢量机器的支持矢量机器.支持向量的回归.

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Characterization of Synthetic Polymers via Matrix Assisted Laser Desorption Ionization Time of Flight (MALDI-TOF) Mass Spectrometry
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  • 未来的工作应该集中在聚合物特定的SVM内核和与制造业的整合上.
  • 采用SVM对于宏分子科学的创新至关重要.