硅藻土增强红花油基聚酯生物复合材料优化:响应面方法及人工神经网络结果评估

Q2 Materials Science
Mustafa Dağ
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引用次数: 0

摘要

在这项调查中,检查围绕硅藻土增强改性红花油(MSO)衍生聚酯生物复合材料的表征。主要目标是探索这些生物复合材料作为石化基不饱和聚酯(UP)材料替代品的可行性,其总体目标是提高其经济可持续性。实验数据分析采用响应面法(RSM)和人工神经网络(ANN),发现聚酯生物复合材料的最佳组成为6.7 wt.% MSO和4.5 wt.%硅藻土。在RSM分析中,注意到响应参数呈现二次p值,特别是密度(p <.0001),导热系数(p <.0001),邵氏硬度(p <.0003)。然而,较高的MSO含量会导致硬度降低和固化时间延长。SEM图像显示,当硅藻土含量达到8 wt.%时,对聚酯生物复合材料的表面形貌产生不利影响。此外,傅里叶变换红外光谱(FTIR)和热重分析(TGA)分别为生物复合材料的化学键结构和热行为提供了有价值的见解。硅藻土增强复合材料的固化指数(CI)值为0.925,表明其对聚酯固化过程有良好的贡献。研究发现,硅藻土有助于导热系数的线性变化,使生物复合材料适合用于绝缘行业。总之,该研究表明硅藻土增强mso基聚酯生物复合材料具有替代石化不饱和聚酯的潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimization of safflower oil-based polyester biocomposite reinforced with diatomite: An response surface methodology approach and assessment of artificial neural network findings
In this investigation, the examination revolves around the characterization of diatomite-enhanced modified safflower oil (MSO)-derived polyester biocomposites. The primary objective is to explore the feasibility of these biocomposites as a substitute for petrochemical-based unsaturated polyester (UP) materials, with the overarching goal of enhancing their economic sustainability. Experimental data analysis employed Response Surface Methodology (RSM) and Artificial Neural Network (ANN), uncovering the optimal composition for the polyester biocomposite to be 6.7 wt.% MSO and 4.5 wt.% diatomite. During the RSM analysis, it was noted that the response parameters exhibited quadratic p-values, specifically, for density ( p < .0001), thermal conductivity ( p < .0001), and Shore D hardness ( p < .0003). However, higher ratios of MSO lead to decreased hardness and increased curing time. SEM images reveal a detrimental impact on the surface morphology of the polyester biocomposite when the diatomite content reaches 8 wt.%. Additionally, Fourier Transform Infrared Spectroscopy (FTIR) and Thermogravimetric Analysis (TGA) offer valuable insights into the chemical bond structure and thermal behavior of the biocomposite, respectively. The Cure Index (CI) value for the diatomite-enhanced composite was determined to be 0.925, indicating a favorable contribution to the polyester curing process. The study finds that diatomite contributes to a linear change in the thermal conductivity coefficient, making the biocomposite suitable for use in the insulation industry. Overall, the study suggests that diatomite reinforced MSO-based polyester biocomposites have the potential as an alternative to petrochemical unsaturated polyester.
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来源期刊
Polymers from Renewable Resources
Polymers from Renewable Resources Materials Science-Polymers and Plastics
CiteScore
3.50
自引率
0.00%
发文量
15
期刊介绍: Polymers from Renewable Resources, launched in 2010, publishes leading peer reviewed research that is focused on the development of renewable polymers and their application in the production of industrial, consumer, and medical products. The progressive decline of fossil resources, together with the ongoing increases in oil prices, has initiated an increase in the search for alternatives based on renewable resources for the production of energy. The prevalence of petroleum and carbon based chemistry for the production of organic chemical goods has generated a variety of initiatives aimed at replacing fossil sources with renewable counterparts. In particular, major efforts are being conducted in polymer science and technology to prepare macromolecular materials based on renewable resources. Also gaining momentum is the utilisation of vegetable biomass either by the separation of its components and their development or after suitable chemical modification. This journal is a valuable addition to academic, research and industrial libraries, research institutions dealing with the use of natural resources and materials science and industrial laboratories concerned with polymer science.
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