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Shock and Vibration
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2017
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Article
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Tab 21
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Research Article
Deep Learning Enabled Fault Diagnosis Using Time-Frequency Image Analysis of Rolling Element Bearings
Table 21
Confusion matrix for CWR (a) 96
96 and (b) 32
32 scalograms for the proposed architecture.
(a)
ā
N
BF
IR
OR
N
98.4%
0.6%
0.0%
1.0%
BF
0.0%
99.8%
0.0%
0.2%
IR
0.0%
0.0%
100%
0.0%
OR
0.2%
0.0%
0.0%
99.7%
(b)
ā
N
BF
IR
OR
N
97.0%
2.0%
0.0%
1.0%
BF
0.5%
99.1%
0.0%
0.3%
IR
0.0%
0.0%
100%
0.0%
OR
0.6%
0.6%
0.0%
98.8%