Application of functional ANOVA to the study of thermal stability of micro-nano silica epoxy composites

被引:32
|
作者
Tarrio-Saavedra, Javier [2 ]
Naya, Salvador [2 ]
Francisco-Fernandez, Mario [1 ]
Artiaga, Ramon [2 ]
Lopez-Beceiro, Jorge [2 ]
机构
[1] Univ A Coruna, Fac Comp Sci, La Coruna 15071, Spain
[2] Univ A Coruna, Higher Polytech Sch, Ferrol 15403, Spain
关键词
Functional data; Functional ANOVA; TGA; Silica nanocomposites; FUMED SILICA; REGRESSION; MODELS; NANOCOMPOSITES; INFERENCE; PROPERTY; SPLINES;
D O I
10.1016/j.chemolab.2010.11.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main purpose of this work is to use a new technique that combines functional data analysis and design of experiments, functional ANOVA for a one way treatment, to measure the influence of adding fumed silica on the thermal degradation of an epoxy resin. To achieve this, a design of experiments with a treatment factor (the amount of fumed silica) at three different levels (0, 10 and 20 wt.%) is performed. The data are obtained through the use of Thermogravimetric Analysis (TG), resulting in five degradation curves per level. The functional ANOVA uses all the information of each curve or functional data. The results obtained using this methodology with the TG rescaled data and their derivatives (DTG) indicate that the amount of fumed silica significantly affects the thermal stability of the compound. These facts may be indicative of the interaction between the organic phase and the inorganic particles. In addition. pairwise comparisons using the functional ANOVA method and a bootstrap distance based test are carried out to discern which factor levels provide different ways of degradation. (c) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:114 / 124
页数:11
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