Title :
A Modeling Method to Size Concentration in Slashing Process Using Principal Component Analysis
Author :
Yuxian, Zhang ; Jianhui, Wang
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Abstract :
A statistical modeling method to size concentration is presented based on multi-sensor information fusion and principal component regression analysis. The criteria for selecting principal components are adopted in modeling procedure in which the relation between the signs of regression coefficients and the signs of correlation coefficients is considered as rules for principal component selection. The results of example demonstrate that a size concentration model with the lower relative errors can be obtained by using strict rules for principal component selection.
Keywords :
correlation methods; principal component analysis; regression analysis; sensor fusion; textile industry; textile technology; correlation coefficient; multisensor information fusion; principal component regression analysis; size concentration; slashing process; statistical modeling method; Automation; Chemical processes; Hybrid intelligent systems; Information analysis; Manufacturing processes; Principal component analysis; Regression analysis; Testing; Textiles; Yarn; Information fusion; Modeling; Principal component analysis; Size concentration;
Conference_Titel :
Hybrid Intelligent Systems, 2009. HIS '09. Ninth International Conference on
Conference_Location :
Shenyang
Print_ISBN :
978-0-7695-3745-0
DOI :
10.1109/HIS.2009.107