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Table 8 Performance comparison of different GFD models

From: A Fast Multi-tasking Solution: NMF-Theoretic Co-clustering for Gear Fault Diagnosis under Variable Working Conditions

Model

Varying rotating speed

Varying load

Row clustering precision (%)

Time consumption (s)

Row clustering precision (%)

Time consumption (s)

X-means

84.1

4.923 + 4.856

90.5

4.919 + 4.774

GMM methods

87.7

6.845 + 6.018

92.3

6.274 + 5.909

NMF

96.3

7.991

97.8

6.845

Modified NMF

97.0

9.362

97.8

8.647