Research Article

Hybrid Artificial Neural Networks Modeling for Faults Identification of a Stochastic Multivariate Process

Table 11

AIR comparison of the classical-single stage and the proposed models.

ANNProposedProposed
LR-ANNMARS-ANN

63.00%74.80%72.07%
(0.1166)(0.1344)(0.1354)
66.87%74.00%78.13%
(0.2565)(0.1632)(0.1760)
88.33%86.13%94.48%
(0.1711)(0.2161)(0.0725)