An Approach towards Motion-Tolerant PPG-Based Algorithm for Real-Time Heart Rate Monitoring of Moving Pigs.
continuous wavelet transform (CWT)
motion artefacts
photoplethysmography (PPG)
pig′s heart rate
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
30 Jul 2020
30 Jul 2020
Historique:
received:
17
06
2020
revised:
20
07
2020
accepted:
28
07
2020
entrez:
6
8
2020
pubmed:
6
8
2020
medline:
25
3
2021
Statut:
epublish
Résumé
Animal welfare remains a very important issue in the livestock sector, but monitoring animal welfare in an objective and continuous way remains a serious challenge. Monitoring animal welfare, based upon physiological measurements instead of the audio-visual scoring of behaviour, would be a step forward. One of the obvious physiological signals related to welfare and stress is heart rate. The objective of this research was to measure heart rate (beat per minutes) in pigs with technology that soon will be affordable. Affordable heart rate monitoring is done today at large scale on humans using the Photo Plethysmography (PPG) technology. We used PPG sensors on a pig's body to test whether it allows the retrieval of a reliable heart rate signal. A continuous wavelet transform (CWT)-based algorithm is developed to decouple the cardiac pulse waves from the pig. Three different wavelets, namely second, fourth and sixth order Derivative of Gaussian (DOG), are tested. We show the results of the developed PPG-based algorithm, against electrocardiograms (ECG) as a reference measure for heart rate, and this for an anaesthetised versus a non-anaesthetised animal. We tested three different anatomical body positions (ear, leg and tail) and give results for each body position of the sensor. In summary, it can be concluded that the agreement between the PPG-based heart rate technique and the reference sensor is between 91% and 95%. In this paper, we showed the potential of using the PPG-based technology to assess the pig's heart rate.
Identifiants
pubmed: 32751653
pii: s20154251
doi: 10.3390/s20154251
pmc: PMC7435385
pii:
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Références
J Therm Biol. 2014 Aug;44:14-9
pubmed: 25086968
Diseases. 2018 Mar 11;6(1):
pubmed: 29534495
Berl Munch Tierarztl Wochenschr. 2013 Mar-Apr;126(3-4):104-12
pubmed: 23540192
Respir Care. 2002 Jan;47(1):48-60
pubmed: 11749687
Physiol Behav. 2007 Oct 22;92(3):293-316
pubmed: 17320122
J Clin Monit Comput. 2012 Apr;26(2):69-73
pubmed: 22249862
Animal. 2014 Feb;8(2):316-30
pubmed: 24308850
Vet J. 2001 Nov;162(3):196-210
pubmed: 11681870
Conf Proc IEEE Eng Med Biol Soc. 2018 Jul;2018:478-481
pubmed: 30440438
Anesth Analg. 2008 Apr;106(4):1189-94, table of contents
pubmed: 18349191
IEEE Eng Med Biol Mag. 1997 Jan-Feb;16(1):77-83
pubmed: 9058586
Bioengineering (Basel). 2016 Sep 22;3(4):
pubmed: 28952584
Sensors (Basel). 2020 Apr 17;20(8):
pubmed: 32316511
J Med Syst. 2016 Jan;40(1):10
pubmed: 26573647
IEEE Trans Biomed Eng. 2010 Aug;57(8):1867-76
pubmed: 20172800