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...
Saved in:
| Published in | Journal of physics. Conference series Vol. 2698; no. 1; pp. 12026 - 12040 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Bristol
IOP Publishing
01.02.2024
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 1742-6588 1742-6596 1742-6596 |
| DOI | 10.1088/1742-6596/2698/1/012026 |
Cover
| 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. |
| Author_xml | – sequence: 1 givenname: G. surname: Cosoli fullname: Cosoli, G. organization: Department of Industrial Engineering and Mathematical Sciences, Università Politecnica delle Marche, v. Brecce Bianche snc , Italy – sequence: 2 givenname: G.M. surname: Revel fullname: Revel, G.M. organization: Department of Industrial Engineering and Mathematical Sciences, Università Politecnica delle Marche, v. Brecce Bianche snc , Italy – sequence: 3 givenname: L. surname: Scalise fullname: Scalise, L. organization: Department of Industrial Engineering and Mathematical Sciences, Università Politecnica delle Marche, v. Brecce Bianche snc , Italy |
| BookMark | eNqVkF1LwzAUhoMouE1_gwXvhLokTdPUOxnODwYK6nVM8zE72qYmLbp_b0plIgjiuTkn5Hnfw3mnYL-xjQbgBMFzBBmbo4zgmKY5nWOah-ccIgwx3QOT3c_-bmbsEEy930CYhMom4GWpRdc77SP90Tkhu9I2kXG2jqRwqhQydroSnVaRL9eNqPxFJG3dClf6AIraNutIlcZop5suqrXwwawe5-7VKn8EDkyQ6eOvPgPPy6unxU28ur--XVyuYokzQmMhJMuUQbDIiDGCUV2Ec4iEKIdSK6xYTtMCE80kYUYWGWI4TQyl1KBEFzSZATb69k0rtu-iqnjrylq4LUeQD0nxIQM-5MGHpDjiY1JBejpKW2ffeu07vrG9G47lOMdpygglA5WNlHTWe6fNP_zPRmVp22_ru4fF40-Qt8oEOPkF_mvFJyjbmUs |
| 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 |
| ContentType | Journal Article |
| Copyright | Published under licence by IOP Publishing Ltd Published under licence by IOP Publishing Ltd. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| Copyright_xml | – notice: Published under licence by IOP Publishing Ltd – notice: Published under licence by IOP Publishing Ltd. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. |
| DBID | O3W TSCCA AAYXX CITATION 8FD 8FE 8FG ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO H8D HCIFZ L7M P5Z P62 PHGZM PHGZT PIMPY PKEHL PQEST PQGLB PQQKQ PQUKI PRINS ADTOC UNPAY |
| DOI | 10.1088/1742-6596/2698/1/012026 |
| DatabaseName | Institute of Physics Open Access Journal Titles IOPscience (Open Access) CrossRef Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials ProQuest Central Technology Collection ProQuest One Community College ProQuest Central Aerospace Database Proquest SciTech Premium Collection Advanced Technologies Database with Aerospace Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic ProQuest Publicly Available Content Database ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Unpaywall for CDI: Periodical Content Unpaywall |
| DatabaseTitle | CrossRef Publicly Available Content Database Advanced Technologies & Aerospace Collection Technology Collection Technology Research Database ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest One Academic Eastern Edition ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College ProQuest Technology Collection ProQuest SciTech Collection ProQuest Central China ProQuest Central Advanced Technologies & Aerospace Database ProQuest One Applied & Life Sciences Aerospace Database ProQuest One Academic UKI Edition ProQuest Central Korea ProQuest Central (New) ProQuest One Academic Advanced Technologies Database with Aerospace ProQuest One Academic (New) |
| DatabaseTitleList | CrossRef Publicly Available Content Database |
| Database_xml | – sequence: 1 dbid: O3W name: Institute of Physics Open Access Journal Titles url: http://iopscience.iop.org/ sourceTypes: Enrichment Source Publisher – sequence: 2 dbid: UNPAY name: Unpaywall url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/ sourceTypes: Open Access Repository – sequence: 3 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Physics |
| EISSN | 1742-6596 |
| ExternalDocumentID | 10.1088/1742-6596/2698/1/012026 10_1088_1742_6596_2698_1_012026 JPCS_2698_1_012026 |
| GroupedDBID | 1JI 29L 2WC 4.4 5B3 5GY 5PX 5VS 7.Q AAJIO AAJKP ABHWH ACAFW ACHIP AEFHF AEJGL AFKRA AFYNE AIYBF AKPSB ALMA_UNASSIGNED_HOLDINGS ARAPS ASPBG ATQHT AVWKF AZFZN BENPR BGLVJ CCPQU CEBXE CJUJL CRLBU CS3 DU5 E3Z EBS EDWGO EQZZN F5P FRP GROUPED_DOAJ GX1 HCIFZ HH5 IJHAN IOP IZVLO J9A KNG KQ8 LAP N5L N9A O3W OK1 P2P PIMPY PJBAE RIN RNS RO9 ROL SY9 T37 TR2 TSCCA UCJ W28 XSB ~02 AAYXX AEINN CITATION OVT PHGZM PHGZT PQGLB PUEGO 8FD 8FE 8FG ABUWG AZQEC DWQXO H8D L7M P62 PKEHL PQEST PQQKQ PQUKI PRINS 02O 1WK AALHV ACARI ADTOC AERVB AGQPQ AHSEE ARNYC BBWZM C1A EJD FEDTE H13 HVGLF JCGBZ M48 Q02 S3P UNPAY |
| ID | FETCH-LOGICAL-c2746-aac87df10b74ffa86eb2694c0190ced2d8965b24e8c48fcb718253f666f13eb63 |
| IEDL.DBID | UNPAY |
| ISSN | 1742-6588 1742-6596 |
| IngestDate | Sun Oct 26 04:02:49 EDT 2025 Sun Sep 07 03:50:27 EDT 2025 Wed Oct 01 03:08:20 EDT 2025 Sun Aug 18 15:40:26 EDT 2024 Tue Aug 20 22:15:35 EDT 2024 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Language | English |
| License | Content from this work may be used under the terms of the Creative Commons Attribution 3.0 licence. Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. cc-by |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c2746-aac87df10b74ffa86eb2694c0190ced2d8965b24e8c48fcb718253f666f13eb63 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| OpenAccessLink | https://proxy.k.utb.cz/login?url=https://doi.org/10.1088/1742-6596/2698/1/012026 |
| PQID | 2925584646 |
| PQPubID | 4998668 |
| PageCount | 15 |
| ParticipantIDs | unpaywall_primary_10_1088_1742_6596_2698_1_012026 proquest_journals_2925584646 crossref_primary_10_1088_1742_6596_2698_1_012026 iop_journals_10_1088_1742_6596_2698_1_012026 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 20240201 |
| PublicationDateYYYYMMDD | 2024-02-01 |
| PublicationDate_xml | – month: 02 year: 2024 text: 20240201 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | Bristol |
| PublicationPlace_xml | – name: Bristol |
| PublicationTitle | Journal of physics. Conference series |
| PublicationTitleAlternate | J. Phys.: Conf. Ser |
| PublicationYear | 2024 |
| Publisher | IOP Publishing |
| Publisher_xml | – name: IOP Publishing |
| 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 |
| SSID | ssj0033337 |
| Score | 2.355694 |
| Snippet | Heart Rate (HR), Heart Rate Variability (HRV), and cardiac time intervals are clinically relevant parameters, which can be assessed from the analysis of... |
| SourceID | unpaywall proquest crossref iop |
| SourceType | Open Access Repository Aggregation Database Index Database Enrichment Source Publisher |
| StartPage | 12026 |
| SubjectTerms | Algorithms Data processing Electrocardiography Heart rate Intervals Measurement methods Nonintrusive measurement Parameters Time domain analysis Waveforms |
| SummonAdditionalLinks | – databaseName: IOP Science Platform dbid: IOP link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3dS8MwEA9OEX3xW5xfBPTRbstHs9Q3EccQ_AAd7C2mafPi3IbrEP3rvTSts4Ko2Je2cPm6XpK79H53CB27EHUmTNKA0_y0StsgsoIENjZEt8Ae0IkDJ19di26PX_bD_mcszGhcLP0NePSBgj0LC4c42QQdmgbQhmhSEcFr0-E_qaihBSZBP3YgvpvbcjVmcLU9KNIVkrL08fq-osoOVYNeVJTPpelwrF9f9GDwaR_qrCJTjsC7nzw2plncMG9fgjv-b4hraKVQU_GZL7GO5tLhBlrM3UXNZBM9OM1xCpY6hrX92WMjsEOqYJNLnAlyjEyaYOcfAhJ-is1HwkOcJzjCZWqWDD_Nzimxz2g92UK9zsX9eTcocjUEBuxaEWhtZDuxpBW3ubVaCrDYRcSNg6qbNKGJjEQYU55Kw6U1MWyJNGQWjCdLWBoLto3mh6NhuoMwoUaGWksQIcMTy3QrDgnY_KFmLIwIq6NW-X3U2IfkUPmvdCmVY5xyjFOOcYooz7g6OgFWq2J6Tn4mP6qQX96e31Up1DixdbRfisWMlEZgo4FOx6ES8iEqv-3n7t_6uYeW4ca9E_k-ms-ep-kB6EhZfJhPgnfaRAAr priority: 102 providerName: IOP Publishing – databaseName: ProQuest Central dbid: BENPR link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3dS8MwED90IvoifuL8IqCPhi1pmqWCiIoigkP8AN9imjQgzK26DfG_99IP517UvrUcpdxdc3fJ_e4HcBBG1NnYZVTwYrfKeJp4yahPLTNtrAeMC-Dkm668ehTXT_HTDHRrLExoq6zXxGKhdgMb9shbPMHkF4OlkCf5Gw2sUeF0tabQMBW1gjsuRozNwhwPk7EaMHd20b29q9fmCK9OCZHkFGOvqju-sAysniWyxWWCt60AKw0zF37Eq9mXQT6Vii6M-7n5_DC93o-odLkMS1U6SU5L-6_ATNZfhfmirdMO1-A5ZHhjrKgJrsHvJYaBBEQJsYVnWFpgWTJHQh8HeuIRsd_EhKQgIiI1hcqIvE72E0nJPD1ch8fLi4fzK1pxKlCL9aekxljVcZ61047w3iiJlbVMhA2Qcps57lQi45SLTFmhvE0xdPE48ljkeBZlqYw2oNEf9LNNIIxbFRuj0NRWOB-ZdhozrM1jE0VxwqImtGvN6bwcnaGLI2-ldFC2DsrWQdma6VLZTThEDevqNxr-Lb4_JX59e34_LaFz55uwUxtsIjpxpyawbyP-9zu3fn_lNiyilCibu3egMXofZ7uYu4zSvcohvwCFw-ZR priority: 102 providerName: ProQuest |
| Title | Features extraction from cardiac-related signals: comparison among different measurement methods |
| URI | https://iopscience.iop.org/article/10.1088/1742-6596/2698/1/012026 https://www.proquest.com/docview/2925584646 https://doi.org/10.1088/1742-6596/2698/1/012026 |
| UnpaywallVersion | publishedVersion |
| Volume | 2698 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVFSB databaseName: Free Full-Text Journals in Chemistry customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: HH5 dateStart: 20040101 isFulltext: true titleUrlDefault: http://abc-chemistry.org/ providerName: ABC ChemistRy – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: KQ8 dateStart: 20040101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVFQY databaseName: GFMER Free Medical Journals customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: GX1 dateStart: 0 isFulltext: true titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php providerName: Geneva Foundation for Medical Education and Research – providerCode: PRVIOP databaseName: Institute of Physics Open Access Journal Titles customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: O3W dateStart: 20040101 isFulltext: true titleUrlDefault: http://iopscience.iop.org/ providerName: IOP Publishing – providerCode: PRVIOP databaseName: IOP Science Platform customDbUrl: eissn: 1742-6596 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: IOP dateStart: 20040601 isFulltext: true titleUrlDefault: https://iopscience.iop.org/ providerName: IOP Publishing – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: http://www.proquest.com/pqcentral?accountid=15518 eissn: 1742-6596 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0033337 issn: 1742-6596 databaseCode: BENPR dateStart: 20040801 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dT9swED_RVmi8wGBDlI_KEjwSGju2cXhjiI4hUSKggj15jhNL06BUtBXa_vqdk6Ysk9A-XhIlOlvO-Rzfz76fD2DPH1FnRZYHnBWrVcYFsZM0cKmlJkQ8YDJPTr7oy7MBP78TdwvQrbgwtf17BGfoMLMAK5RdJmN87HqyJ5MNaPmXYRNag35y_LmkPXrJItPkvFQV0fV6TbX5qPH1cVRzNd9MhyPz_dnc3_8y6_RWIKnaWwabfDuYTtID--O3oxz_4YPewvLMAyXHpcmswkI-XIPFIhLUjt_BF-8UThGEE_xtP5W0B-JJKMQWxmSDgv6SZ8SHfqDxHhE7z2VIitxFpMq6MiEPL0uQpExWPX4Pg97pzclZMEvDEFiErDIwxqrDzNEwPeTOGSURjMuYW89Ct3nGMhVLkTKeK8uVsynOdkxEDnGRo1GeymgdmsPHYb4BhDKrhDEKrcPyzEUmTAVFOC9MFImYRm0Iq87Qo_K0DV3skiulveK0V5z2itNUl4prwz52mp6NvPGfxXdr4ufJyXVdQo8y14btygZeRFmM8AvdNY6V0Lld_G07N_-jzBYs4Y2XQeLb0Jw8TfMd9IEmaQcaqvexA60Pp_3kquPnI4HXT5cJXi-j285sXPwEdjb5HQ |
| linkProvider | Unpaywall |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1ZbxMxEB71ECoviFMESrEEvGElPtbxIlWop9IrqqCV-uZ6fUhIJVmaRFX_HL-N8R5N8wK8dN92Netdjcdz2PPNAHxMJepc5gOVvNqtspHmUTEaC8dsD-MB6xM4-WSoBufy8CK7WILfLRYmpVW2OrFS1H7s0h55l-fo_KKxlOpr-YumrlHpdLVtoWGb1gp-syox1gA7jsLtDYZwk82DXZzvT5zv753tDGjTZYA6jMgUtdbpvo-sV_RljFYrjDVVLl0CWbvgude5ygoug3ZSR1egMueZiOj2RyZCoQSOuwyrUsgcg7_V7b3h6bfWFgi8-jUkk1O09brNMMOws3mWqy5-Dm-7Ccaaajzcs4_LP8blguu7NhuV9vbGXl3ds4L7T-FJ476SrVrensFSGD2HR1UaqZu8gMvkUc4wgieo869rzARJCBbiKkl0tMLOBE9S3ghK_hfi7hohkqrxEWlbtkzJz_n-Jak7XU9ewvmDcPcVrIzGo_AaCONOZ9ZqFC0nfRS2V2QsFCKzQmQ5Ex3otZwzZV2qw1RH7FqbxGyTmG0Ssw0zNbM78Bk5bJplO_k3-YcF8sPTne-LFKb0sQPr7YTNSefi2wF2N4n_-59v_j7ke1gbnJ0cm-OD4dFbeIxvyDqxfB1Wptez8A79pmmx0QgngcuHXg9_ALdSI4Y |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV3db9MwED-1RWx72YAxrfsAS_BI2tpxXGdvaFCVAqUSVOqb5zgxD-vaqh-atr9-5zhpKRICtDwl0dmxz2f7zrnfHcBbF6LORGkWcJafVmkbxFbQwCaG6hbaAzp14OSvfdEd8t4oGlWgs8bCTGfF0t_AWx8o2LOwcIiTTdShWYDfEE0mYnxsOvwnE81ZaqvwJA9X4oB83wblihzi1fbASFdQytLP68-Vbe1SVWzJlgK6u5rM9N2tHo9_2Ys6B_Cz7IV3QblurJZJw9z_FuDx8d18BvuFukre-1LPoZJNXsDT3G3ULA7hymmQK7TYCa7xc4-RIA6xQkwueSbIsTJZSpyfCEr6BTHrxIckT3REyhQtS3KzOa8kPrP14iUMOx9_XHaDImdDYNC-FYHWRrZTS1tJm1urpUDLXcTcOMi6yVKWylhECeOZNFxak-DWyKLQohFlaZglIjyC2mQ6yY6BUGZkpLVEUTI8taFuJRFF2z_SYRjFNKxDqxwjNfOhOVT-S11K5ZinHPOUY56iyjOvDu-Q3aqYpou_k7_ZIu8NLr9vUygcjTqclaKxIWUx2mqo23GshK7F5V_befJ_7XwNO4MPHfXlU__zKezhG-79ys-gtpyvsnNUm5bJq3xOPAB31QWM |
| linkToUnpaywall | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3dS8MwED90Ivritzi_COijdU2aZqlvQxxDUAY60KeYpg2Icxv7QPSv99Ku0wrix1NpuRzp5drcL7lfDuDYHVFnwiT1OMtWq7T1IiuoZ2NDtY94QCeOnHx1LVodfnkX3s1BreDClPbvEZxhwMw8VChqTER4W3NkTybmYcE99Cuw0LluN-5z2qOTzCpNzloVGV3fayrNR_OP_UEp1Fya9Ab69UV3u59mneYqtIv-5skmT6eTcXxq3r4c5fiHF1qDlWkEShq5y6zDXNrbgMUsE9SMNuHBBYUTBOEEf9vDnPZAHAmFmMyZjJfRX9KEuNQPdN4zYma1DElWu4gUVVfG5PljCZLkxapHW9BpXtyet7xpGQbPIGQVntZG1hNL_bjOrdVSIBgXETeOhW7ShCUyEmHMeCoNl9bEONuxMLCIiywN0lgE21Dp9XvpDhDKjAy1lugdhic20H4cUoTzoQ6CMKJBFfxiMNQgP21DZbvkUipnOOUMp5zhFFW54apwgoOmpl_e6Gfxo5L4Zfv8piyhBomtwn7hAx-iLEL4heEaRyV05he_7efuP9rswTJeeJ4kvg-V8XCSHmAMNI4Pp37_DrSc87Q |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Features+extraction+from+cardiac-related+signals%3A+comparison+among+different+measurement+methods&rft.jtitle=Journal+of+physics.+Conference+series&rft.au=Cosoli%2C+G.&rft.au=Revel%2C+G.M.&rft.au=Scalise%2C+L.&rft.date=2024-02-01&rft.pub=IOP+Publishing&rft.issn=1742-6588&rft.eissn=1742-6596&rft.volume=2698&rft.issue=1&rft_id=info:doi/10.1088%2F1742-6596%2F2698%2F1%2F012026&rft.externalDocID=JPCS_2698_1_012026 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1742-6588&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1742-6588&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1742-6588&client=summon |