Title :
Quality monitoring of the rubber mixing process by using the discounted-measurement RPLS algorithm
Author :
Kai, Song ; Haiqing, Wang ; Ping, Li
Author_Institution :
Inst. of Ind. Process Control, Zhejiang Univ., Hangzhou, China
Abstract :
Mooney-viscosity is the most important quality index of the compounds. It\´s stability and uniformity are the right items the rubber industry wants to improve urgently. It is very economical and practical to build the viscosity prediction model of the mixture to realize the automatic quality control of the mixing process by using multivariate statistical techniques. A discounted-measurement recursive PLS (DRPLS) algorithm is proposed to extract prediction model with enough freedom degree and to overcome the "data-over fitted" phenomena. Furthermore this improved RPLS model could be on-line updated itself with new data without increasing computer memory usage.
Keywords :
mixing; process control; process monitoring; quality control; regression analysis; rubber industry; stability; statistical analysis; viscosity; automatic quality control; compound quality index; computer memory; data over fitted phenomena; discounted measurement recursive PLS algorithm; mooney-viscosity; multivariate statistical techniques; online updating; quality monitoring; rubber industry; rubber mixing process; stability; uniformity; viscosity prediction model; Industrial control; Mechanical factors; Monitoring; Predictive models; Process control; Production; Quality control; Rubber products; Stability; Viscosity;
Conference_Titel :
Systems, Man and Cybernetics, 2003. IEEE International Conference on
Print_ISBN :
0-7803-7952-7
DOI :
10.1109/ICSMC.2003.1244235