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. 2020 Jul 9;15(7):e0235545. doi: 10.1371/journal.pone.0235545

Table 2. Data processing.

Order Processing Additional Details
preprocessing
1 20-Hz Butterworth high-pass filter
2 Adaptive non-linear noise cancellation
3 Segmentation and feature extraction: from 1000-Hz signals to 1 Hz signals with root mean square (RMS) and waveform length (WL) transformation RMS=1Ni=1N(xi)2WL=i=1N1|xi+1xi|
preprocessing
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 z=(xμ)σ, where μ is the mean, and σ is the standard deviation