Research Article

A Diagnostic System for Speed-Varying Motor Rotary Faults

Table 2

Classification statistics of the HTAIDSNN-based methods.

Motor conditionHTAIDSNNHTAIDSNN with PCAHTAIDSNN with HDA

Healthy motor95.9%98.4%99.95%
Shaft bending94.0%96.3%98.12%
Rotor imbalance92.2%98.1%98.92%
Mechanical looseness98.2%99.5%99.89%