高级聚合物材料的人工智能辅助设计:挑战和解决方案
Liang Gao1, Siqin Song1, Jiaping Lin1
1Shanghai Key Laboratory of Advanced Polymeric Materials, Key Laboratory for Ultrafine Materials of Ministry of Education, Frontiers Science Center for Materiobiology and Dynamic Chemistry, School of Materials Science and Engineering, East China University of Science and Technology, Shanghai, 200237, China.
Advanced materials (Deerfield Beach, Fla.)
|November 20, 2025
概括
人工智能 (AI) 通过实现数据驱动设计,加速了先进的聚合物材料的发现. 这种方法从试错转向高效,人工智能辅助的聚合物开发,克服针对定制性质的数据挑战.
科学领域:
- 材料科学 材料科学 材料科学
- 计算机科学 计算机科学
- 化学工程是化学工程的重要组成部分.
背景情况:
- 人工智能 (AI) 正在彻底改变先进的聚合物材料创新.
- 人工智能的大数据分析和预测能力加速了具有定制性质的聚合物的发现和开发.
- 人工智能辅助的聚合物设计代表了从传统的实验到数据驱动的方法的转变.
研究的目的:
- 为提供AI辅助聚合物设计的概述.
- 突出聚合物特性和相关挑战.
- 讨论人工智能驱动的聚合物开发的可实现策略和未来方向.
主要方法:
- 聚合物信息和数据库建设的数字化.
- 开发和应用AI预测模型用于结构设计和组合优化.
- 实施先进的方法,如多任务学习和反向设计.
主要成果:
- 人工智能算法正在开发用于先进的聚合物材料设计.
- 挑战包括数据特征和多尺度结构与属性关系.
- 先进的方法解决这些挑战,以实现高效的聚合物设计.
结论:
- 人工智能辅助的聚合物设计为创建先进材料提供了强大的,高效的方法.
- 克服数据和建模挑战是释放AI在聚合物科学中的全部潜力的关键.
- 人工智能方法的持续发展将推动未来在定制聚合物材料方面的创新.
更多相关视频
相关概念视频
Step-Growth Polymerization: Overview
4.3K
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...
Many natural and synthetic polymers are produced by...
4.3K
Anionic Chain-Growth Polymerization: Overview
2.5K
The polymerization process that involves carbanion as an intermediate is called anionic polymerization. It is also a type of addition or chain-growth polymerization. Anionic polymerization gets initiated by a strong nucleophile such as an organolithium or a Grignard reagent. The most commonly used initiator for anionic polymerization is butyl lithium. Monomers involved in anionic polymerization must possess a vinyl group bonded to one or two electron-withdrawing groups. For instance,...
2.5K


