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preprocessing |
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1 |
20-Hz Butterworth high-pass filter |
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2 |
Adaptive non-linear noise cancellation |
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3 |
Segmentation and feature extraction: from 1000-Hz signals to 1 Hz signals with root mean square (RMS) and waveform length (WL) transformation |
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preprocessing |
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4 |
Hampel filtering |
The Hampel filter (K = 3, t = 3) [34], where K is the half-window and the outlier threshold is t standard deviations |
5 |
Z-score standardization on test level |
, where μ is the mean, and σ is the standard deviation |