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NEDO
( )
1
ü
ü
2
[Andersen et al., 2017]
[Hasegawa et al., 2018]
3
Hz
4
CNN
5
CNN
CNN
6
Grad-CAM
(Selvaraju et al., 2017)
7
Grad-CAM
8
Grad-CAM
9
Grad-CAM
10
Grad-CAM
(Selvaraju et al., 2017)
11
Grad-cam
Grad-cam
Grad-cam
(Gaussou et al. 2017)
BSF 278 Hz
FTF 15 Hz
BPFO 236 Hz
BSF
FTF BPFO n
12
IMS
? BSF: Ball spin frequency
? FTF: Fundamental train frequency
? BPFO: Ball passing frequency outer race
Grad-CAM
BSF 6 FTF
13
BPFO
14Grad-CAM
CMS
15
16
CNN
17
N
N A C D
S
N
18
19
20
xBPSO
+FTF
xBPSO
+FTF

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