Research Article

Improvement of Adaptive GAs and Back Propagation ANNs Performance in Condition Diagnosis of Multiple Bearing System Using Grey Relational Analysis

Table 7

Percentage of increased accuracy and reducing time compared to AGAs-BPNNs without GA.

Number of dominant featuresTraining (%)Validation (%)Testing (%)Time reduced (%)

5 features0.1%5.4%4.3%56%
7 features0.7%2.9%0.1%49.5%