Table 1.
Labels and description of the 23 features used for SVMs and automated scoring of wakefulness and sleep.
Label | Description |
---|---|
SID | Standard deviation of consecutive image difference |
| |
SNR _(L/H) | Respiratory signal to noise ratio |
K_(L/H) | Kurtosis of raw signal |
RFQ_(L/H) | Respiratory frequency |
SAC_(L/H) | Standard deviation for autocorrelation of signal |
KAC_(L/H) | Kurtosis for autocorrelation of signal |
MAC_(L/H) | Mean autocorrelation of signal |
K_PSD | Kurtosis of power spectral density |
S_PSD | Skewness of power spectral density |
MPL1 | Mean power spectral density (0.1–1HZ) |
MP1-3 | Mean power spectral density (1–3HZ) |
MP3-5 | Mean power spectral density (3–5HZ) |
MP5-8 | Mean power spectral density (3–5HZ) |
MP8-15 | Mean power spectral density (8–15HZ) |
TPSD | Total Power spectral density |
DP2AR_(L/H) | Distance from power spectral density peak in the 1–3 Hz range to the average respiratory peak position (2.1 Hz) |
(L/H): denotes whether the raw signal was from the lower analog band pass filter channel (L) or from the higher filter channels (H). Thus, labels with the L/H designation indicate two separate features. Power spectral densities (MPL1, MP1-3, MP5-8, MP8-15, TPSD), kurtosis for power spectral density (K_PSD), and skewness of power spectral density (S_PSD) were derived only from the L channel. SID was obtained from the infrared camera. All other features were obtained from the radar sensor.