将生物基内容封闭到聚氨弹性体中:合成路径的总结和它们的百分比的反向预测
Rui Li1, Chunhui Xie1, Lu Liu1
1Department of Polymer Materials and Engineering, College of Materials and Metallurgy, Guizhou University, Guiyang, 550025, P. R. China.
Macromolecular rapid communications
|April 28, 2025
概括
本研究介绍了生物基聚氨弹性体 (BPUE) 的数据集和预测模型. 这些模型准确量化生物基含量 (BBC%) 并了解其对机械和热性能的影响.
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
- 可持续材料 可持续材料
背景情况:
- 生物基聚氨弹性体 (BPUE) 正在获得吸引力.
- 了解生物基含量对BPUE特性的影响至关重要.
研究的目的:
- 提供506个BPUE样本的综合数据集.
- 建立用于量化生物基础内容及其属性相关性的预测模型.
主要方法:
- 机械和热性质的数据集编制.
- 开发一个线性模型来预测玻璃过渡温度 (Tg).
- 构建二进制分类和回归模型,用于基于生物的内容预测.
主要成果:
- 通过DSC测量Tg与DMA测量Tg之间发现了线性关系.
- 一个分类模型在区分BPUE时达到0.80准确度.
- 一个回归模型预测了生物基含量,R2为0.89.
- Tg 和 tanδ 很大程度上取决于生物基含量百分比 (BBC%).
结论:
- 预测模型提供了一种具有成本效益的方法来量化BPUE中的BBC%.
- 确定BBC%和材料特性之间的相关性为材料设计提供了洞察力.
- 已建立的方法允许在没有先前的组成知识的情况下进行BPUE的表征.
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