Table 2 Summary of features extracted from the PPG.

From: Features from the photoplethysmogram and the electrocardiogram for estimating changes in blood pressure

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

  1. *Indicates features that, to the authors’ knowledge, have not been previously implemented for BP estimation. \(^{\dagger }\) Note that there are two Gaussian indices referenced reflection index and augmentation index. We refer to the second set using the subscript R to reflect the authors: Rubins et al. \(\mu _{\textrm{Sys}}\) and \(\mu _{\textrm{Dias}}\) represents the mean of the PPG during systole and diastole respectively. h is the height of the participant. t is the normalised time since the pulse onset. FFT is the fast Fourier transform. \(g_i\) refers to the \(i^{\textrm{th}}\) Gaussian; \(g_s\) = \(g_1\) + \(g_2\) representing the systolic wave; \(g_d\) = \(g_3\) + \(g_4\) representing the diastolic wave. \(\sum (g_i)\) is the area under the \(i^{\textrm{th}}\) Gaussian.