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Optimization of Conductive Thin Film Epoxy Composites Properties Using Desirability Optimization Methodology

机译:使用期望优化方法的导电薄膜环氧复合材料的优化

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摘要

Multiwalled carbon nanotubes (MWCNTs)/epoxy thin film nanocomposites were prepared using spin coating technique. The effects of process parameters such as sonication duration (5–35 min) and filler loadings (1-2 vol%) were studied using the design of experiment (DOE). Full factorial design was used to create the design matrix for the two factors with three-level experimentation, resulting in a total of 9 runs (32) of experimentation. Response surface methodology (RSM) combined with E.C. Harrington’s desirability function called desirability optimization methodology (DOM) was used to optimize the multiple properties (tensile strength, elastic modulus, elongation at break, thermal conductivity, and electrical conductivity) of MWCNTs/epoxy thin film composites. Based on response surface analysis, quadratic model was developed. Analysis of variance (ANOVA), R-squared (R-Sq), and normal plot of residuals were applied to determine the accuracy of the models. The range of lower and upper limits was determined in an overlaid contour plot. Desirability function was used to optimize the multiple responses of MWCNTs/epoxy thin film composites. A global solution of 12.88 min sonication and 1.67 vol% filler loadings was obtained to have maximum desired responses with composite desirability of 1.
机译:使用旋涂技术制备多壁碳纳米管(MWCNT)/环氧薄膜纳米复合材料。使用实验设计研究了处理参数如超声处理持续时间(5-35分钟)和填充载荷(1-2体积)(1-2体积%)的影响。完整的因素设计用于为三级实验的两个因素创建设计矩阵,导致总共9次运行(32)的实验。结合EC Harrington的期望功能(DOM)的响应面方法(RSM)用于优化MWCNT /环氧薄膜的多种性质(抗拉强度,弹性模量,断裂,导热和电导率)复合材料。基于响应面分析,开发了二次模型。应用方差分析(ANOVA),R线(R-SQ)和常规曲线绘制的残差以确定模型的精度。在覆盖轮廓图中确定较低和上限的范围。期望功能用于优化MWCNT /环氧薄膜复合材料的多重响应。获得12.88分钟的全局溶液和1.67体积%的填料载体,以具有1的最大期望的反应1。

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