Table 2 Summary of features extracted from the PPG.
Category | Feature notation and publication | Description or formula |
---|---|---|
PPG morphology | Notch amplitude (\(\hbox {N}_{amp}\)) | Amplitude of the dicrotic notch (see Fig. 1) |
Reflective index (RI)38 | Amplitude of the diastolic peak (see Fig. 1) | |
\(\Delta\) T41 | Time from systolic peak to diastolic peak (see Fig. 1) | |
Crest Time (CT)15 | Time from onset to systolic peak (see Fig. 1) | |
TSys42 | Time in systolic phase (see Fig. 1) | |
TDia42 | Time in diastolic phase (see Fig. 1) | |
TRatio42 | TSys/TDia | |
Slope transit time (STT)50 | Slope of straight line from onset to peak (see Fig. 1) | |
Stress-Induced Vascular Response Index (sVRI)39 | \(\mu\)Dias/\(\mu\)Sys | |
A140 | Area under PPG in systolic phase (see Fig. 1) | |
A240 | Area under PPG in diastolic phase (see Fig. 1) | |
Inflection point area (IPA)40 | A2/A1 | |
\(\hbox {Width}_{25}\)41 | Width of the PPG at 25 % of its amplitude (see Fig. 1) | |
\(\hbox {Width}_{50}\)41 | Width of the PPG at 50 % of its amplitude (see Fig. 1) | |
Pressure index (PI)43 | \(\frac{t(N) - t(S)}{t(N) - t(W)} \times h\) | |
Normalised harmonic area (NHA)40 | \(\sum _{n=2}^{N}FFT^2(f_n)/\sum _{n=1}^{N}FFT^2(f_n)\) | |
Inflection and harmonic area ratio (IHAR)40 | (1-NHA)/ IPA | |
Skewness23 | – | |
Kurtosis23 | – | |
VPG morphology | \(Sys_\mu\)18 | Mean of VPG in the systolic phase |
\(\hbox {Sys}_\sigma\)18 | Variance of VPG in the systolic phase | |
\(\hbox {Dia}_{\mu }\)18 | Mean of VPG in the diastolic phase | |
\(\hbox {Dia}_\sigma\)18 | Variance of VPG in the diastolic phase | |
APG morphology | \(\frac{b}{a}\), \(\frac{c}{a}\), \(\frac{d}{a}\) & \(\frac{e}{a}\)46 | |
Ageing index (AGI)46 | \(\frac{b - c - d - e}{a}\) | |
slopeb-c42 | Slope of a straight line between b and c, normalised by a (see Fig. 1) | |
slopeb-d42 | Slope of a straight line between b and d, normalised by a (see Fig. 1) | |
PPG AI47 | PPG augmentation index \(d_{-2}/b_{-2}\) | |
Gaussian decomposition | \(\hbox {A}_{g1-4}\), \(\sigma _{g1-4}\), \(\mu _{g1-4}\) | Amplitude, variance and mean of the four decomposed Gaussians |
Gaussian augmentation index (Gauss AI)12 | \(\max (g_s) - A_{g3}\) (see Fig. 1) | |
Gaussian reflection index (Gauss RI)12 | \(\sum (g_s) - \sum (g_3)\) | |
Gaussian reflected wave transit time (Gauss RTT)48 | \(\mu _{g3} - \mu _{g1}\) (see Fig. 1) | |
Gaussian augmentation indexR (Gauss AIR)48 \(^{\dagger }\) | \(\frac{A_{g1} - A_{g2}}{A_{g1}}\) | |
Gaussian reflection indexR (Gauss RIR)48 \(^{\dagger }\) | \(A_{g3}/A_{g1}\) | |
Gaussian approximation of left ventricular ejection time (Gauss LVET)51 | See reference for definition | |
\(\hbox {Gauss}_{Sys/Dias}\) * | \(\sum (g_s)/\sum (g_d)\) | |
\(\hbox {Gauss}_{A4/A1}\) * | \(A_{g4}/A_{g1}\) | |
\(\hbox {Gauss}_{\sigma 4/A1}\) * | \(\sigma _{g4}/A_{g1}\) | |
PCA | PPG PCA 1-352 | First 3 principal components of PPG beat |
VPG PCA 1-352 | First 3 principal components of VPG beat | |
APG PCA 1-352 | First 3 principal components of APG beat |