Research Article

Mechanical Fault Diagnosis Using Color Image Recognition of Vibration Spectrogram Based on Quaternion Invariable Moment

Table 6

Results of different feature exaction methods and recognition methods.

The number of training samplesThe recognition rates of quaternion invariant moment and NWNN
(QIM + NWNN)
The recognition rates of quaternion invariant moment and PNN
(QIM + PNN)
The recognition rates of gray level-gradient cooccurrence matrix and NWNN
(GGC + NWNN)
The recognition rates of gray level-gradient cooccurrence matrix and PNN
(GGC + PNN)

2096.25%91.25%95%87.5%
1697.5%88.75%96.25%86.25%
1295%88.75%88.75%80%
895%86.25%90%80%