Self Organising Maps for distinguishing polymer groups using thermal response curves obtained by dynamic mechanical analysis

被引:36
|
作者
Lloyd, Gavin R. [1 ]
Brereton, Richard G. [1 ]
Duncan, John C. [2 ]
机构
[1] Univ Bristol, Sch Chem, Ctr Chemometr, Bristol BS8 1TS, Avon, England
[2] Triton Technol Ltd, Keyworth NG12 5AW, Notts, England
关键词
D O I
10.1039/b715390b
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Self Organising Maps are described including the U-Matrix, component planes, hit histograms, quality indicators as mean quantisation error and topological error. Software was written in Matlab and several new approaches for visualising multiclass maps are employed. The method is applied to a dataset consisting of the Dynamic Mechanical Analysis of 293 polymers, involving heating the polymers over a temperature range of -51 degrees C to 270 degrees C. These can be characterised in three different ways ( a) amorphous or semi-crystalline (b) as 9 groups ( c) as 30 grades.
引用
收藏
页码:1046 / 1059
页数:14
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