Research Article

Multifeatures Fusion and Nonlinear Dimension Reduction for Intelligent Bearing Condition Monitoring

Table 2

The results of different algorithms.

ā€‰Proposed method Proposed PCA SVM Unpretraining
ā€‰ Normal Early fault Degeneration Fault

Normal 0.965 0.035 0 0 0.965 0.915 0.940 0.915
Early 0.132 0.783 0.085 0 0.783 0.788 0.774 0.777
Degeneration 0 0.004 0.982 0.014 0.982 0.950 0.935 0.960
Fault 0 0 0.048 0.952 0.952 0.922 0.933 0.922
Success rate 0.965 0.783 0.982 0.952 0.9350.898 0.909 0.897