通过多目标优化进行激进聚合物的逆向工程
Jelena Fiosina1, Philipp Sievers2, Gavaskar Kanagaraj1
1Institute of Informatics, Clausthal University of Technology, Julius-Albert-Str. 4, 38678 Clausthal-Zellerfeld, Germany.
Polymers
|April 13, 2024
概括
本研究引入了反向工程与多目标优化 (MOO),以找到理想的聚合条件为定制的聚合物. 该方法确定了多种配方,平衡了分子质量分布,反应时间和单体转化.
科学领域:
- 聚合物化学 聚合物化学
- 化学工程是化学工程的重要组成部分.
- 计算化学计算化学
背景情况:
- 合成具有特定特性的聚合物需要精确控制聚合条件.
- 传统的方法往往难以同时优化多个竞争目标.
- 反向工程提供了一种途径,可以系统地确定最佳合成参数.
研究的目的:
- 开发一种逆向工程方法,以确定最佳的聚合条件.
- 使用多目标优化 (MOO) 来实现目标聚合物特性.
- 提供多个候选聚合过程,平衡关键性能指标.
主要方法:
- 应用逆向工程,包括多目标优化 (MOO).
- 使用动力蒙特卡洛 (kMC) 模拟来在定义的配方搜索空间内生成数据.
- 使用帕雷托最佳度和加权总和函数来选择候选人.
- 基于分子质量分布 (MMDs) 实现集群,以提高效率.
主要成果:
- 基于MOO的逆向工程方法成功识别了多个候选聚合配方.
- 该方法有效地平衡了目标,包括MMD相似性,反应时间和单体转化.
- 在各种目标MMD中验证了用于乙乙烯基基质聚合的性能.
结论:
- 提出的基于MOO的逆向工程是优化聚合物合成的有效策略.
- 这种方法提供了一套适合特定聚合物性质目标的可行配方.
- 该方法适用于除了乙乙烯之外的不同单体.
相关概念视频
Radical Chain-Growth Polymerization: Overview
2.4K
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...
2.4K
Radical Chain-Growth Polymerization: Mechanism
2.5K
The radical chain-growth polymerization mechanism consists of three steps: initiation, propagation, and termination of polymerization. The polymerization initiates when a free radical generated from the radical initiator adds to the unsaturated bond in the monomer. The unpaired electron of the free radical and one π electron in the unsaturated bond creates a σ bond between the free radical and the monomer. As a result, the other π electron in the unsaturated bond converts this...
2.5K
Radical Chain-Growth Polymerization: Chain Branching
1.9K
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...
1.9K
Free-Radical Chain Reaction and Polymerization of Alkenes
7.8K
The conversion of alkenes to macromolecules called polymers is a reaction of high commercial importance. The structure of the polymer is defined by a repeating unit, while the terminal groups are considered insignificant. The average degree of polymerization represents the number of repeating units in the polymer molecule and is denoted by the subscript n.
7.8K
Radical Reactivity: Overview
2.1K
Radicals, the highly reactive species, gain stability by undergoing three different reactions. The first reaction involves a radical-radical coupling, in which a radical combines with another radical, forming a spin‐paired molecule. The second reaction is between a radical and a spin‐paired molecule, generating a new radical and a new spin‐paired molecule. The third reaction is radical decomposition in a unimolecular reaction, forming a new radical and a spin‐paired...
2.1K
Olefin Metathesis Polymerization: Ring-Opening Metathesis Polymerization (ROMP)
2.6K
Ring-opening metathesis polymerization or ROMP involves strained cycloalkenes as starting materials. The mechanism of ROMP proceeds by reacting cycloalkene with Grubbs catalyst to give metallacyclobutane intermediate which undergoes a ring-opening reaction to form new carbene. The new carbene reacts with another molecule of cycloalkene. Repetition of these steps leads to the formation of an unsaturated open-chain polymer product. All these steps are reversible, however, relieving the ring...
2.6K


