Predicting mechanical performance of starch-based foam materials

IF 3.2 4区 工程技术 Q2 CHEMISTRY, APPLIED Journal of Cellular Plastics Pub Date : 2022-02-23 DOI:10.1177/0021955X211062638
Yun Zhang, Xiaojie Xu
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引用次数: 3

Abstract

Variations in mixture proportions of plasticizers, additives, and crosslinking agents have significant impacts on mechanical performance of starch-based foam materials. In particular, starch/ethylene-vinyl acetate (EVA) foam materials have been developed with improved mechanical strength by optimizing the formulation. There is a lack of numerical correlations that could help analyze the effects of components and provide a predictive method for future research. In this study, we develop simple and accurate predictions for tensile strength and resilience based on mixture proportions of components for starch-based/EVA foam materials. The models constructed might be used to help design mixture proportions of starch-based foam materials. By combining optimization results from the Taguchi method and machine learning approaches, it is expected that more quantitative data can be extracted from fewer experimental trials at the same time.
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预测淀粉基泡沫材料的力学性能
增塑剂、添加剂和交联剂混合比例的变化对淀粉基泡沫材料的力学性能有显著影响。特别是淀粉/乙烯-醋酸乙烯(EVA)泡沫材料,通过优化配方,提高了材料的机械强度。缺乏数值相关性,可以帮助分析成分的影响,并为未来的研究提供预测方法。在这项研究中,我们基于淀粉基/EVA泡沫材料的组分混合比例,开发了简单而准确的拉伸强度和回弹性预测。所建立的模型可用于淀粉基泡沫材料配比的设计。通过将田口方法的优化结果与机器学习方法相结合,预计可以同时从更少的实验试验中提取更多的定量数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of Cellular Plastics
Journal of Cellular Plastics 工程技术-高分子科学
CiteScore
5.00
自引率
16.00%
发文量
19
审稿时长
3 months
期刊介绍: The Journal of Cellular Plastics is a fully peer reviewed international journal that publishes original research and review articles covering the latest advances in foamed plastics technology.
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