Features extraction from cardiac-related signals: comparison among different measurement methods

Heart Rate (HR), Heart Rate Variability (HRV), and cardiac time intervals are clinically relevant parameters, which can be assessed from the analysis of electrocardiogram (ECG). Some aspects of cardiac activity can be investigated also by means of different noninvasive and non-intrusive measurement...

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Published inJournal of physics. Conference series Vol. 2698; no. 1; pp. 12026 - 12040
Main Authors Cosoli, G., Revel, G.M., Scalise, L.
Format Journal Article
LanguageEnglish
Published Bristol IOP Publishing 01.02.2024
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ISSN1742-6588
1742-6596
1742-6596
DOI10.1088/1742-6596/2698/1/012026

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Abstract Heart Rate (HR), Heart Rate Variability (HRV), and cardiac time intervals are clinically relevant parameters, which can be assessed from the analysis of electrocardiogram (ECG). Some aspects of cardiac activity can be investigated also by means of different noninvasive and non-intrusive measurement methods, such as phonocardiograph (PCG), photoplethysmograph (PPG), and vibrocardiograph (VCG). However, the standard processing algorithms (i.e., Pan & Tompkins) do not allow to fully characterize waveforms different from ECG. In the past, some of the authors have already demonstrated the efficiency of a novel processing procedure for the precise HR measurement from the above-mentioned signals. In the present work, data processing procedure has been improved and deeply extended to assess HRV parameters and time intervals from all the signals acquired on an extended experimental campaign, involving 26 subjects, on whom ECG, PPG, PCG, and VCG signals were simultaneously measured. Results prove that this approach can overcome the drawbacks of standard algorithms and can be widely applied to signals of different nature to derive HR, HRV, and time intervals. As regards HR measurement, PPG proved to be the most accurate measurement method (±1.2 bpm), followed by VCG (±1.6 bpm) and PCG (±2.5 bpm). For HRV analysis in the time domain, the use of the proposed methodology allows to obtain clinically relevant parameters statistically comparable to the ECG ones. Finally, the measurement of QT interval by applying personal calibration lines allows to obtain results comparable to the gold standard technique, i.e., ECG (maximum percentage deviation reduced from 10.9% up to <4.3% in VCG).
AbstractList Heart Rate (HR), Heart Rate Variability (HRV), and cardiac time intervals are clinically relevant parameters, which can be assessed from the analysis of electrocardiogram (ECG). Some aspects of cardiac activity can be investigated also by means of different noninvasive and non-intrusive measurement methods, such as phonocardiograph (PCG), photoplethysmograph (PPG), and vibrocardiograph (VCG). However, the standard processing algorithms (i.e., Pan & Tompkins) do not allow to fully characterize waveforms different from ECG. In the past, some of the authors have already demonstrated the efficiency of a novel processing procedure for the precise HR measurement from the above-mentioned signals. In the present work, data processing procedure has been improved and deeply extended to assess HRV parameters and time intervals from all the signals acquired on an extended experimental campaign, involving 26 subjects, on whom ECG, PPG, PCG, and VCG signals were simultaneously measured. Results prove that this approach can overcome the drawbacks of standard algorithms and can be widely applied to signals of different nature to derive HR, HRV, and time intervals. As regards HR measurement, PPG proved to be the most accurate measurement method (±1.2 bpm), followed by VCG (±1.6 bpm) and PCG (±2.5 bpm). For HRV analysis in the time domain, the use of the proposed methodology allows to obtain clinically relevant parameters statistically comparable to the ECG ones. Finally, the measurement of QT interval by applying personal calibration lines allows to obtain results comparable to the gold standard technique, i.e., ECG (maximum percentage deviation reduced from 10.9% up to <4.3% in VCG).
Author Revel, G.M.
Cosoli, G.
Scalise, L.
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Cites_doi 10.1109/JSEN.2023.3257332
10.1109/MEMEA.2015.7145232
10.1016/J.MEDENGPHY.2007.05.008
10.1007/S10439-012-0645-X/FIGURES/11
10.3390/APP13169454
10.1089/TMJ.2022.0182
10.1016/j.jogoh.2022.102421
10.1109/TBME.1985.325532
10.1109/ACCESS.2019.2939943
10.1007/S11432-020-3150-2/METRICS
10.1016/J.BPA.2014.08.006
10.1063/1.4879596
10.1109/TIM.2013.2287118
10.1109/TIM.2006.884279
10.1088/1742-6596/658/1/012026
10.1088/0967-3334/34/2/179
10.1088/0967-3334/25/6/006
10.1016/J.BSPC.2014.03.004
10.1016/J.IOT.2021.100485
10.1016/J.BSPC.2020.102007
10.1088/1742-6596/882/1/012026
10.1088/1361-6579/AB840A
10.1016/J.BSPC.2013.05.010
10.1111/j.1445-5994.1995.tb00573.x
10.1016/J.MEASUREMENT.2014.01.011
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References Cosoli (JPCS_2698_1_012026bib5)
Naseri (JPCS_2698_1_012026bib22) 2013; 41
JPCS_2698_1_012026bib30
Alian (JPCS_2698_1_012026bib33) 2014; 28
Casaccia (JPCS_2698_1_012026bib11) 2014; 1600
Bousefsaf (JPCS_2698_1_012026bib34) 2013; 8
Lamarque (JPCS_2698_1_012026bib35) 2010; 60
Kranjec (JPCS_2698_1_012026bib6) 2014; 13
Kranjec (JPCS_2698_1_012026bib7) 2014; 63
Kinnunen (JPCS_2698_1_012026bib9) 2020; 41
Hu (JPCS_2698_1_012026bib19) 2014; 51
Mitra (JPCS_2698_1_012026bib20) 2006; 55
Cosoli (JPCS_2698_1_012026bib12) 2015
Desai (JPCS_2698_1_012026bib1) 2022; 17
Pantanowitz (JPCS_2698_1_012026bib37) 2023; 13
Knight (JPCS_2698_1_012026bib10) 2023; 29
Walker (JPCS_2698_1_012026bib32) 1990
Pan (JPCS_2698_1_012026bib15) 1985
Faisant (JPCS_2698_1_012026bib8) 2022; 51
Camm (JPCS_2698_1_012026bib14); 93
Scalise (JPCS_2698_1_012026bib25) 2008; 30
Mukhopadhyay (JPCS_2698_1_012026bib17) 2020; 61
Varghees (JPCS_2698_1_012026bib4) 2023; 23
Scalise (JPCS_2698_1_012026bib3) 2017
Revanthsai (JPCS_2698_1_012026bib2) 2022
JPCS_2698_1_012026bib23
van Ravenswaaij-Arts (JPCS_2698_1_012026bib28) 1993; 118
Hejjel (JPCS_2698_1_012026bib26) 2004; 25
Cosoli (JPCS_2698_1_012026bib21) 2015
Posada-Quintero (JPCS_2698_1_012026bib24) 2013; 34
Kamen (JPCS_2698_1_012026bib27) 1995; 25
Bland (JPCS_2698_1_012026bib29)
Lepeschkin (JPCS_2698_1_012026bib13)
Zhao (JPCS_2698_1_012026bib16) 2021; 64
Hossain (JPCS_2698_1_012026bib18) 2019; 7
Kirkwood (JPCS_2698_1_012026bib31) 2010
Chan (JPCS_2698_1_012026bib36) 2008; 57
References_xml – volume: 23
  start-page: 8703
  year: 2023
  ident: JPCS_2698_1_012026bib4
  article-title: Variational Mode Decomposition-Based Simultaneous R Peak Detection and Noise Suppression for Automatic ECG Analysis, IEEE Sens. J
  doi: 10.1109/JSEN.2023.3257332
– start-page: 380
  year: 2015
  ident: JPCS_2698_1_012026bib21
  article-title: A novel approach for features extraction in physiological signals, 2015 IEEE Int. Symp. Med. Meas. Appl. MeMeA 2015 - Proc
  doi: 10.1109/MEMEA.2015.7145232
– volume: 30
  start-page: 490
  year: 2008
  ident: JPCS_2698_1_012026bib25
  article-title: Non-contact cardiac monitoring from carotid artery using optical vibrocardiography, Med. Eng. Phys
  doi: 10.1016/J.MEDENGPHY.2007.05.008
– volume: 60
  start-page: 939
  year: 2010
  ident: JPCS_2698_1_012026bib35
  article-title: A new concept of virtual patient for real-time ECG analyzers, IEEE Trans. Instrum. Meas
– ident: JPCS_2698_1_012026bib13
  article-title: The Measurement of the Q-T Interval of the Electrocardiogram, (n.d.)
– ident: JPCS_2698_1_012026bib29
– ident: JPCS_2698_1_012026bib23
  article-title: WMA Declaration of Helsinki – Ethical Principles for Medical Research Involving Human Subjects – WMA – The World Medical Association, (n.d.)
– volume: 41
  start-page: 279
  year: 2013
  ident: JPCS_2698_1_012026bib22
  article-title: Detection and boundary identification of phonocardiogram sounds using an expert frequency-energy based metric, Ann. Biomed. Eng
  doi: 10.1007/S10439-012-0645-X/FIGURES/11
– volume: 13
  start-page: 454
  year: 2023
  ident: JPCS_2698_1_012026bib37
  article-title: Biometric-Based Human Identification Using Ensemble-Based Technique and ECG Signals, Appl. Sci
  doi: 10.3390/APP13169454
– volume: 29
  start-page: 813
  year: 2023
  ident: JPCS_2698_1_012026bib10
  article-title: The Accuracy of Wearable Photoplethysmography Sensors for Telehealth Monitoring: A Scoping Review
  doi: 10.1089/TMJ.2022.0182
– year: 2010
  ident: JPCS_2698_1_012026bib31
– volume: 118
  start-page: 436
  year: 1993
  ident: JPCS_2698_1_012026bib28
  article-title: Heart rate variability, Ann. Intern. Med
– volume: 51
  start-page: 102421
  year: 2022
  ident: JPCS_2698_1_012026bib8
  article-title: Non-invasive fetal monitoring: Fetal Heart Rate multimodal estimation from abdominal electrocardiography and phonocardiography, J. Gynecol. Obstet. Hum. Reprod
  doi: 10.1016/j.jogoh.2022.102421
– ident: JPCS_2698_1_012026bib5
  article-title: What is my heart rate right now? Comparing data from different devices, in: 2022 IEEE Int. Instrum. Meas. Technol. Conf., Ottawa, 2022: p. (accepted for publication)
– start-page: 230
  year: 1985
  ident: JPCS_2698_1_012026bib15
  article-title: A Real-Time QRS Detection Algorithm, IEEE Trans. Biomed. Eng. BME-32
  doi: 10.1109/TBME.1985.325532
– ident: JPCS_2698_1_012026bib30
– volume: 7
  start-page: 128869
  year: 2019
  ident: JPCS_2698_1_012026bib18
  article-title: An Accurate QRS Complex and P Wave Detection in ECG Signals Using Complete Ensemble Empirical Mode Decomposition with Adaptive Noise Approach, IEEE Access
  doi: 10.1109/ACCESS.2019.2939943
– volume: 64
  start-page: 1
  year: 2021
  ident: JPCS_2698_1_012026bib16
  article-title: A robust QRS detection and accurate R-peak identification algorithm for wearable ECG sensors, Sci. China Inf. Sci
  doi: 10.1007/S11432-020-3150-2/METRICS
– volume: 28
  start-page: 395
  year: 2014
  ident: JPCS_2698_1_012026bib33
  article-title: Photoplethysmography, Best Pract. Res. Clin. Anaesthesiol
  doi: 10.1016/J.BPA.2014.08.006
– start-page: 12031
  year: 2022
  ident: JPCS_2698_1_012026bib2
– volume: 1600
  start-page: 298
  year: 2014
  ident: JPCS_2698_1_012026bib11
  article-title: Decoding carotid pressure waveforms recorded by laser Doppler vibrometry: Effects of rebreathing, AIP Conf. Proc
  doi: 10.1063/1.4879596
– volume: 63
  start-page: 838
  year: 2014
  ident: JPCS_2698_1_012026bib7
  article-title: Novel methods for noncontact heart rate measurement: A feasibility study, IEEE Trans. Instrum. Meas
  doi: 10.1109/TIM.2013.2287118
– volume: 55
  start-page: 2198
  year: 2006
  ident: JPCS_2698_1_012026bib20
  article-title: A Rough-Set-Based Inference Engine for ECG Classification, IEEE Trans. Instrum. Meas
  doi: 10.1109/TIM.2006.884279
– year: 2015
  ident: JPCS_2698_1_012026bib12
  article-title: Evaluation of heart rate variability by means of laser doppler vibrometry measurements, in: J. Phys. Conf. Ser
  doi: 10.1088/1742-6596/658/1/012026
– volume: 34
  start-page: 179
  year: 2013
  ident: JPCS_2698_1_012026bib24
  article-title: Evaluation of pulse rate variability obtained by the pulse onsets of the photoplethysmographic signal., Physiol. Meas
  doi: 10.1088/0967-3334/34/2/179
– volume: 25
  start-page: 1
  year: 2004
  ident: JPCS_2698_1_012026bib26
  article-title: What is the adequate sampling interval of the ECG signal for heart rate variability analysis in the time domain?, Physiol. Meas
  doi: 10.1088/0967-3334/25/6/006
– volume: 13
  start-page: 102
  year: 2014
  ident: JPCS_2698_1_012026bib6
  article-title: Non-contact heart rate and heart rate variability measurements: A review, Biomed. Signal Process. Control
  doi: 10.1016/J.BSPC.2014.03.004
– volume: 93
  start-page: 1043
  ident: JPCS_2698_1_012026bib14
  article-title: Heart rate variability: standards of measurement, physiological interpretation and clinical use. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology, Circulation
– volume: 17
  start-page: 100485
  year: 2022
  ident: JPCS_2698_1_012026bib1
  article-title: HealthCloud: A system for monitoring health status of heart patients using machine learning and cloud computing, Internet of Things
  doi: 10.1016/J.IOT.2021.100485
– volume: 61
  start-page: 102007
  year: 2020
  ident: JPCS_2698_1_012026bib17
  article-title: Robust identification of QRS-complexes in electrocardiogram signals using a combination of interval and trigonometric threshold values, Biomed. Signal Process. Control
  doi: 10.1016/J.BSPC.2020.102007
– year: 2017
  ident: JPCS_2698_1_012026bib3
  article-title: Measuring the human psychophysiological conditions without contact, in: J. Phys. Conf. Ser
  doi: 10.1088/1742-6596/882/1/012026
– volume: 41
  year: 2020
  ident: JPCS_2698_1_012026bib9
  article-title: Feasible assessment of recovery and cardiovascular health: Accuracy of nocturnal HR and HRV assessed via ring PPG in comparison to medical grade ECG, Physiol. Meas
  doi: 10.1088/1361-6579/AB840A
– volume: 57
  start-page: 248
  year: 2008
  ident: JPCS_2698_1_012026bib36
  article-title: Wavelet distance measure for person identification using electrocardiograms, IEEE Trans. Instrum. Meas
– volume: 8
  start-page: 568
  year: 2013
  ident: JPCS_2698_1_012026bib34
  article-title: Continuous wavelet filtering on webcam photoplethysmographic signals to remotely assess the instantaneous heart rate, Biomed. Signal Process. Control
  doi: 10.1016/J.BSPC.2013.05.010
– year: 1990
  ident: JPCS_2698_1_012026bib32
  article-title: Clinical methods: the history, physical, and laboratory examinations
– volume: 25
  start-page: 18
  year: 1995
  ident: JPCS_2698_1_012026bib27
  article-title: Application of the Poincaré plot to heart rate variability: a new measure of functional status in heart failure., Aust. N. Z. J. Med
  doi: 10.1111/j.1445-5994.1995.tb00573.x
– volume: 51
  start-page: 53
  year: 2014
  ident: JPCS_2698_1_012026bib19
  article-title: Automatic detection of onset and offset of QRS complexes independent of isoelectric segments, Measurement
  doi: 10.1016/J.MEASUREMENT.2014.01.011
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Snippet Heart Rate (HR), Heart Rate Variability (HRV), and cardiac time intervals are clinically relevant parameters, which can be assessed from the analysis of...
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StartPage 12026
SubjectTerms Algorithms
Data processing
Electrocardiography
Heart rate
Intervals
Measurement methods
Nonintrusive measurement
Parameters
Time domain analysis
Waveforms
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Title Features extraction from cardiac-related signals: comparison among different measurement methods
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