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. 2019 Sep 20;19(19):4079. doi: 10.3390/s19194079

Table 8.

Features commonly extracted and applied in the wearable-based AR.

Features
ACC Time-domain: Statistical features (e.g., mean, median, standard deviation, absolute integral, correlation between axes), first and second derivative of acceleration energy
Frequency-domain: Power ratio (0–2.75 Hz and 0–5 Hz band), peak frequency, entropy of the normalised power spectral density
References: [45,137,153,154]
ECG/PPG Time-domain: Statistical features (e.g., mean, median, 20th and 80th percentile), HR, HRV, statistical features on HRV (e.g., Root Mean Square of Successive Differences (RMSSD), Standard Deviation of the RR Intervals (SDNN)), number and percentage of successive RR intervals differing by more than 20 ms (NN20, pNN20) or 50 ms (NN50, pNN50), pNN50/pNN20 ratio,
Frequency-domain: Ultra low (ULF, 0–0.003 Hz), very low (VLF, 0.003–0.03 Hz), low (LF, 0.03–0.15 Hz), and high (HF, 0.15–0.4 Hz) frequency bands of HRV, normalised LF and HF, LF/HF ratio
Non-linear: Lyapunov exponent, standard deviations (SD1 and SD2) from Poincaré plot, SD1/SD2 ratio, sample entropy
Geometrical: triangular interpolation index
Multimodal: respiratory sinus arrhythmia, motion compensated HR , respiration-based HRV decomposition
References: [56,63,89,95,96,155]
EDA Time-domain: Statistical features (mean, standard deviation, min, max, slope, average rising time, mean of derivative, etc.)
Frequency-domain: 10 spectral power in the 0–2.4 Hz bands
SCL features: Statistical features, degree of linearity
SCR features: Number of identified SCR segments, sum of SCR startle magnitude and response durations, area under the identified SCRs
References: [56,63,147,148,149,156]
EMG Time-domain: Statistical features, number of myoresponses
Frequency-domain: Mean and median frequency, energy
References: [34,35,69]
RESP Time-domain: Statistical features (e.g., mean, median, 80th percentile) applied to: inhalation (I) and exhalation (E) duration, ratio between I/E, stretch, volume of air inhaled/exhaled
Frequency-domain: Breathing rate, mean power values of four subbands (0–0.1 Hz, 0.1–0.2 Hz, 0.2–0.3 Hz and 0.3–0.4 Hz)
Multimodal: RSA
References: [34,46,95,157,158]
TEMP Time-domain: Statistical features (e.g., mean, slope), intersection of the y-axis with a linear regression applied to the signal
References: [13,113]