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. 2019 Feb 5;21(2):152. doi: 10.3390/e21020152

Table 4.

Comparison between the proposed method and some previous work for bearing fault diagnosis.

Reference Feature Extraction Classification Method Classes Number Average Accuracy (%)
Brkovic et al. [14] Wavelet energy entropy Quadratic Classifier 4 100
Li et al. [59] MPE from LMD SVM with Binary Tree 4 100
Zheng et al. [60] FE from LCD ANFIS 7 100
Yan et al. [61] IED-PE from IVMD KNN 8 98.38
[40] Singular entropy from stationary wavelet KELM 10 100
Mao et al. [62] Fourier amplitude Deep-ELM 10 100
Yan and Jia [63] Multi-domain features with Laplace score SVM with PSO 12 100
This work DE and PE from stationary wavelet KELM 12 100