Research Article

Research on Degradation State Recognition of Planetary Gear Based on Multiscale Information Dimension of SSD and CNN

Table 3

The recognition results of CNN, BP neural network and SVM.

 NormalBreakage level 1Breakage level 2Breakage level 3Breakage level 4Pitting level 1Pitting level 2Pitting level 3Pitting level 4Overall recognition

CNN100%98%97%99%94%97%95%98%97%97.2%
BP90%88%91%87%83%90%86%91%89%88.3%
SVM96%93%90%97%93%94%90%94%94%93.4%