Table 2.
Type of Signal | Feature | Feature Number |
---|---|---|
Original signal | Maximum amplitude | 1 |
Root Mean Square (RMS) | 2 | |
Peak-to-peak amplitude | 3 | |
Crest factor | 4 | |
Arithmetic mean | 5 | |
Variance | 6 | |
Skewness | 7 | |
Kurtosis | 8 | |
Centered moments (= 5 − 11) | 9–15 | |
Arithmetic mean of the Fourier amplitude, divided in 25 frequency bands | 16–40 | |
RMS of the first five IMFs * (empirical mode decomposition) | 41–45 | |
Percent energy of the first five IMFs (empirical mode decomposition) | 46–50 | |
Shannon entropy of the first 5 IMFs (empirical mode decomposition) | 51–55 | |
RMS of the first 5 PFs ** (Local Mean Decomposition) | 56–60 | |
Percent energy of the first 5 PFs (Local Mean Decomposition) | 61–65 | |
Shannon entropy of the first 5 PFs (Local Mean Decomposition) | 66–70 | |
Derivative of the original signal | Maximum amplitude | 71 |
Root Mean Square (RMS) | 72 | |
Peak-to-peak amplitude | 73 | |
Crest factor | 74 | |
Arithmetic mean | 75 | |
Variance | 76 | |
Skewness | 77 | |
Kurtosis | 78 | |
Centered moments (= 5 − 11) | 79–85 | |
Integral of the original signal | Maximum amplitude | 86 |
Root Mean Square (RMS) | 87 | |
Peak-to-peak amplitude | 88 | |
Crest factor | 89 | |
Arithmetic mean | 90 | |
Variance | 91 | |
Skewness | 92 | |
Kurtosis | 93 | |
Centered moments (= 5 − 11) | 94–100 |
* IMF: intrinsic mode functions; ** PF: product functions.