Title of article :
On the variable contributions to the D-statistic
Author/Authors :
Alvarez، نويسنده , , Carlos Rodrigo and Brandolin، نويسنده , , Adriana and Sلnchez، نويسنده , , Mabel Cristina، نويسنده ,
Issue Information :
دوفصلنامه با شماره پیاپی سال 2007
Pages :
8
From page :
189
To page :
196
Abstract :
The D-statistic is widely used in Statistical process control to reliably detect the out of control status, but by itself it offers no assistance as fault identification tool. Some strategies, that work in the original or in the latent variable space, have been proposed to show the contribution of each process variable to the calculated statistic. Nevertheless it is still an open research subject. s work, a straightforward strategy to decompose the D-statistic as a unique sum of each variable contribution is presented, that is applied in the space of the original variables. Also an explanation is provided regarding the physical meaning of the negative contributions to the statistic. The results of the proposed strategy are compared with those obtained in the latent variable space using other methods. As the new strategy works in the original variable space, the selection of an appropriate method to calculate the number of retained latent variables which reduce the lost of significant information, is avoided.
Keywords :
D-statistic , STATISTICAL PROCESS CONTROL , Fault identification , process monitoring , Contribution plots
Journal title :
Chemometrics and Intelligent Laboratory Systems
Serial Year :
2007
Journal title :
Chemometrics and Intelligent Laboratory Systems
Record number :
1462001
Link To Document :
بازگشت