Research Article

Applying Two-Stage Neural Network Based Classifiers to the Identification of Mixture Control Chart Patterns for an SPC-EPC Process

Table 6

Identification results for all combinations of MCCPs in a two-stage design.

CombinationsBest two-stage classifiers
Average AIR

BPNN-SVM
73.75%
SVM-SVM
62.89%
BPNN -SVM
84.89%
BPNN -MARS
80.69%
BPNN -SVM
60.58%
BPNN -MARS
73.89%
BPNN - BPNN
77.72%
BPNN -SVM
57.23%
BPNN - BPNN
79.22%
BPNN - BPNN
61.09%