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Table 2. Mean accuracy and standard deviation of the test accuracy for ten runs each with raw data and Fourier transformed data with a DFT length of 1600, 1200, 800 und 400 samples.

From: Enabling Single-Sensor Simultaneous Condition Monitoring of Several Vibration-Emitting Machine Parts Using Neural Networks

No.

Data

N

mean test accuracy

std

1

raw

–

86.20%

6.11%

2

DFT

1600

94.07%

2.41%

3

DFT

1200

92.98%

2.16%

4

DFT

800

90.13%

3.61%

5

DFT

400

87.33%

3.01%