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相关概念视频

Characteristics and Nomenclature of Copolymers01:24

Characteristics and Nomenclature of Copolymers

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Copolymers are the products obtained from the polymerization of multiple monomer species. So, in a polymer chain itself, there can be multiple repeating units that come from different monomers. The process of synthesizing a polymer from different monomer species is called copolymerization. When two monomers are involved, the polymer is known as a bipolymer. Polymers with three and four monomers are termed terpolymers and quaterpolymers, respectively. Figure 1 depicts the copolymerization of...
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Radical Chain-Growth Polymerization: Chain Branching01:17

Radical Chain-Growth Polymerization: Chain Branching

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The skeletal structure of polymers synthesized via radical polymerization is always branched. For example, the polymerization of ethylene by radical polymerization results in a low-density grade of polyethylene with a heavily branched skeletal structure. Here, the radical site abstracts hydrogen from the growing chain, and the radical site shifts from the end (a primary carbon center) to anywhere within the growing chain (a secondary carbon center). Consequently, the part of the chain from the...
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Olefin Metathesis Polymerization: Overview01:13

Olefin Metathesis Polymerization: Overview

2.7K
Recently, the development of olefin metathesis polymerization advanced the field of polymer synthesis. Simply put, the reorganization of substituents on their double bonds between two olefins in the presence of a catalyst is known as the olefin metathesis reaction. The use of metathesis reaction for polymer synthesis is called olefin metathesis polymerization.
Ruthenium-based Grubbs catalyst is the most commonly used catalyst for olefin metathesis polymerization. Grubbs catalyst consists of a...
2.7K
Radical Chain-Growth Polymerization: Overview01:10

Radical Chain-Growth Polymerization: Overview

3.6K
Chain-growth or addition polymerization is successive addition reactions of monomers with a polymer chain. In radical chain-growth polymerization, the reaction proceeds via a free-radical intermediate. The free radical is formed from radical initiators, which spontaneously generate free radicals by homolytic fission. Organic peroxides (such as dibenzoyl peroxide, as shown in Figure 1) or azo compounds are popular radical initiators. A low concentration ratio of radical initiator to monomer is...
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Types of Step-Growth Polymers: Polyesters01:20

Types of Step-Growth Polymers: Polyesters

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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...
2.6K
Step-Growth Polymerization: Overview01:03

Step-Growth Polymerization: Overview

4.5K
Step-growth or condensation polymerization is a stepwise reaction of bi or multifunctional monomers to form long-chain polymers. As all the monomers are reactive, most of the monomers are consumed at the early stages of the reaction to form small chains of reactive oligomers, which then combine to form long polymer chains in the late stages. Hence, the reaction has to proceed for a long time to achieve high molecular weight polymers.
Many natural and synthetic polymers are produced by...
4.5K

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相关实验视频

Updated: Mar 6, 2026

Fabricating Reactive Surfaces with Brush-like and Crosslinked Films of Azlactone-Functionalized Block Co-Polymers
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基于图形的机器学习识别了氧化块聚合物替代传统塑料和弹性塑料的替代品.

Soheila Molaei1, Kam C Poon2, Chang Gao2

  • 1Department of Engineering Science, University of Oxford, Parks Road, Oxford OX1 3PJ, U.K.

Journal of the American Chemical Society
|March 4, 2026
PubMed
概括
此摘要是机器生成的。

一个新的机器学习工具,PolyReco,预测可持续的氧化块聚合物可以取代石化塑料. 这种方法可以识别出具有循环经济所需的机械性能的新型聚合物结构.

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科学领域:

  • 材料科学 材料科学 材料科学
  • 聚合物化学 聚合物化学
  • 机器学习 机器学习

背景情况:

  • 氧化块聚合物 (,碳酸盐) 是循环塑料经济的关键,旨在匹配石化聚合物特性.
  • 开发可持续的替代品需要预测具有特定热力学性能的聚合物结构.

研究的目的:

  • 介绍PolyReco,一种用于预测氧化块聚合物结构的机器学习方法.
  • 为了确定新的块聚合物组合和聚合度满足目标机械性能.

主要方法:

  • 以特征提取的图形表示triblock氧化聚合物.
  • 在PolyReco框架内使用链接预测算法.
  • 将预测模型与用于材料选择的可视化工具配对.

主要成果:

  • PolyReco成功地预测了具有高性能机械性能的新型氧化块聚合物.
  • 实验验证证证了预测的拉伸力机械性能,与高冲击聚钢,聚二甲和乙烯弹性体相匹配.
  • 三个案例研究证明了该工具的预测准确性和实用性.

结论:

  • 通过PolyReco机器学习方法,可以加速发现可持续的氧化块聚合物.
  • 这种方法有助于通过确定可行的高性能替代品来减少对化石聚合物的依赖.
  • 预测的聚合物显示出填补当前可持续材料选择留下的属性差距的潜力.