Skip to main content
Erschienen in: Medical & Biological Engineering & Computing 3/2017

03.06.2016 | Original Article

Heart rate regulation during cycle-ergometer exercise via event-driven biofeedback

verfasst von: Ahmadreza Argha, Steven W. Su, Branko G. Celler

Erschienen in: Medical & Biological Engineering & Computing | Ausgabe 3/2017

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

This paper is devoted to the problem of regulating the heart rate response along a predetermined reference profile, for cycle-ergometer exercises designed for training or cardio-respiratory rehabilitation. The controller designed in this study is a non-conventional, non-model-based, proportional, integral and derivative (PID) controller. The PID controller commands can be transmitted as biofeedback auditory commands, which can be heard and interpreted by the exercising subject to increase or reduce exercise intensity. However, in such a case, for the purposes of effectively communicating to the exercising subject a change in the required exercise intensity, the timing of this feedback signal relative to the position of the pedals becomes critical. A feedback signal delivered when the pedals are not in a suitable position to efficiently exert force may be ineffective and this may, in turn, lead to the cognitive disengagement of the user from the feedback controller. This note examines a novel form of control system which has been expressly designed for this project. The system is called an “actuator-based event-driven control system”. The proposed control system was experimentally verified using 24 healthy male subjects who were randomly divided into two separate groups, along with cross-validation scheme. A statistical analysis was employed to test the generalisation of the PID tunes, derived based on the average transfer functions of the two groups, and it revealed that there were no significant differences between the mean values of root mean square of the tracking error of two groups (3.9 vs. 3.7 bpm, \(p = 0.65\)). Furthermore, the results of a second statistical hypothesis test showed that the proposed PID controller with novel synchronised biofeedback mechanism has better performance compared to a conventional PID controller with a fixed-rate biofeedback mechanism (Group 1: 3.9 vs. 5.0 bpm, Group 2: 3.7 vs. 4.4 bpm, \(p <0.05\)).

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Aronow WS (2001) Exercise therapy for older persons with cardiovascular disease. Am J Geriatr Cardiol 10(5):245–252CrossRefPubMed Aronow WS (2001) Exercise therapy for older persons with cardiovascular disease. Am J Geriatr Cardiol 10(5):245–252CrossRefPubMed
2.
Zurück zum Zitat Åström KJ, Hägglund T (2006) Advanced PID control. ISA-The Instrumentation, Systems, and Automation Society; Research Triangle Park, NC 27709 Åström KJ, Hägglund T (2006) Advanced PID control. ISA-The Instrumentation, Systems, and Automation Society; Research Triangle Park, NC 27709
3.
Zurück zum Zitat Baig DEZ, Javed F, Savkin AV, Celler BG (2011) An adaptive \(H_{\infty }\) control design for exercise-independent human heart rate regulation system. In: 9th IEEE international conference on control and automation (ICCA), pp 1033–1036 Baig DEZ, Javed F, Savkin AV, Celler BG (2011) An adaptive \(H_{\infty }\) control design for exercise-independent human heart rate regulation system. In: 9th IEEE international conference on control and automation (ICCA), pp 1033–1036
4.
Zurück zum Zitat Cheng TM, Savkin AV, Celler BG, Su SW, Wang L (2008) Nonlinear modeling and control of human heart rate response during exercise with various work load intensities. IEEE Trans Biomed Eng 55(11):2499–2508CrossRefPubMed Cheng TM, Savkin AV, Celler BG, Su SW, Wang L (2008) Nonlinear modeling and control of human heart rate response during exercise with various work load intensities. IEEE Trans Biomed Eng 55(11):2499–2508CrossRefPubMed
5.
Zurück zum Zitat Colombo G, Joerg M, Schreier R, Dietz V et al (2000) Treadmill training of paraplegic patients using a robotic orthosis. J Rehabil Res Dev 37(6):693–700PubMed Colombo G, Joerg M, Schreier R, Dietz V et al (2000) Treadmill training of paraplegic patients using a robotic orthosis. J Rehabil Res Dev 37(6):693–700PubMed
6.
Zurück zum Zitat Cooper R, Horvath S, Bedi J, Drechsler-Parks D, Williams R (1992) Maximal exercise response of paraplegic wheelchair road racers. Spinal Cord 30(8):573–581CrossRef Cooper R, Horvath S, Bedi J, Drechsler-Parks D, Williams R (1992) Maximal exercise response of paraplegic wheelchair road racers. Spinal Cord 30(8):573–581CrossRef
7.
Zurück zum Zitat Diggle PJ (1990) Time series A biostatistical introduction. Oxford University Press, Oxford Diggle PJ (1990) Time series A biostatistical introduction. Oxford University Press, Oxford
8.
Zurück zum Zitat Fletcher GF, Balady GJ, Amsterdam EA, Chaitman B, Eckel R, Fleg J, Froelicher VF, Leon AS, Piña IL, Rodney R et al (2001) Exercise standards for testing and training a statement for healthcare professionals from the american heart association. Circulation 104(14):1694–1740CrossRefPubMed Fletcher GF, Balady GJ, Amsterdam EA, Chaitman B, Eckel R, Fleg J, Froelicher VF, Leon AS, Piña IL, Rodney R et al (2001) Exercise standards for testing and training a statement for healthcare professionals from the american heart association. Circulation 104(14):1694–1740CrossRefPubMed
9.
Zurück zum Zitat Giardino ND, Lehrer PM, Edelberg R (2002) Comparison of finger plethysmograph to ECG in the measurement of heart rate variability. Psychophysiology 39(2):246–253CrossRefPubMed Giardino ND, Lehrer PM, Edelberg R (2002) Comparison of finger plethysmograph to ECG in the measurement of heart rate variability. Psychophysiology 39(2):246–253CrossRefPubMed
11.
Zurück zum Zitat Hajek M, Potuček J, Brodan V (1980) Mathematical model of heart rate regulation during exercise. Automatica 16(2):191–195CrossRef Hajek M, Potuček J, Brodan V (1980) Mathematical model of heart rate regulation during exercise. Automatica 16(2):191–195CrossRef
12.
Zurück zum Zitat Heemels W, Sandee J, Van Den Bosch P (2008) Analysis of event-driven controllers for linear systems. Int J Control 81(4):571–590CrossRef Heemels W, Sandee J, Van Den Bosch P (2008) Analysis of event-driven controllers for linear systems. Int J Control 81(4):571–590CrossRef
13.
Zurück zum Zitat Hunt KJ, Fankhauser SE, Saengsuwan J (2015) Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise. Biomed Eng Online 14(1):117CrossRefPubMedPubMedCentral Hunt KJ, Fankhauser SE, Saengsuwan J (2015) Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise. Biomed Eng Online 14(1):117CrossRefPubMedPubMedCentral
14.
Zurück zum Zitat Kawada T, Ikeda Y, Takaki H, Sugimachi M, Kawaguchi O, Shishido T, Sato T, Matsuura W, Miyano H, Sunagawa K (1999) Development of a servo-controller of heart rate using a cycle ergometer. Heart Vessel 14(4):177–184CrossRef Kawada T, Ikeda Y, Takaki H, Sugimachi M, Kawaguchi O, Shishido T, Sato T, Matsuura W, Miyano H, Sunagawa K (1999) Development of a servo-controller of heart rate using a cycle ergometer. Heart Vessel 14(4):177–184CrossRef
15.
Zurück zum Zitat McCrory MA, Mole PA, Nommsen-Rivers LA, Dewey KG (1997) Between-day and within-day variability in the relation between heart rate and oxygen consumption: effect on the estimation of energy expenditure by heart-rate monitoring. Am J Clin Nutr 66(1):18–25PubMed McCrory MA, Mole PA, Nommsen-Rivers LA, Dewey KG (1997) Between-day and within-day variability in the relation between heart rate and oxygen consumption: effect on the estimation of energy expenditure by heart-rate monitoring. Am J Clin Nutr 66(1):18–25PubMed
17.
Zurück zum Zitat Montoya R, Dupui P, Pages B, Bessou P (1994) Step-length biofeedback device for walk rehabilitation. Med Biol Eng Comput 32(4):416–420CrossRefPubMed Montoya R, Dupui P, Pages B, Bessou P (1994) Step-length biofeedback device for walk rehabilitation. Med Biol Eng Comput 32(4):416–420CrossRefPubMed
18.
Zurück zum Zitat Paradiso M, Pietrosanti S, Scalzi S, Tomei P, Verrelli CM (2013) Experimental heart rate regulation in cycle-ergometer exercises. IEEE Trans Biomed Eng 60(1):135–139CrossRefPubMed Paradiso M, Pietrosanti S, Scalzi S, Tomei P, Verrelli CM (2013) Experimental heart rate regulation in cycle-ergometer exercises. IEEE Trans Biomed Eng 60(1):135–139CrossRefPubMed
19.
Zurück zum Zitat Petrofsky J (2003) New algorithm to control a cycle ergometer using electrical stimulation. Med Biol Eng Comput 41(1):18–27CrossRefPubMed Petrofsky J (2003) New algorithm to control a cycle ergometer using electrical stimulation. Med Biol Eng Comput 41(1):18–27CrossRefPubMed
20.
Zurück zum Zitat Robergs RA, Landwehr R (2002) The surprising history of the “hrmax= 220-age” equation. J Exerc Physiol 5(2):1–10 Robergs RA, Landwehr R (2002) The surprising history of the “hrmax= 220-age” equation. J Exerc Physiol 5(2):1–10
21.
Zurück zum Zitat Su SW, Huang S, Wang L, Celler BG, Savkin AV, Guo Y, Cheng T (2007) Nonparametric Hammerstein model based model predictive control for heart rate regulation. In: IEEE-EMBS, pp 2984–2987 Su SW, Huang S, Wang L, Celler BG, Savkin AV, Guo Y, Cheng T (2007) Nonparametric Hammerstein model based model predictive control for heart rate regulation. In: IEEE-EMBS, pp 2984–2987
22.
Zurück zum Zitat Su SW, Huang S, Wang L, Celler BG, Savkin AV, Guo Y, Cheng TM (2010) Optimizing heart rate regulation for safe exercise. Ann Biomed Eng 38(3):758–768CrossRefPubMed Su SW, Huang S, Wang L, Celler BG, Savkin AV, Guo Y, Cheng TM (2010) Optimizing heart rate regulation for safe exercise. Ann Biomed Eng 38(3):758–768CrossRefPubMed
23.
Zurück zum Zitat Su SW, Wang L, Celler BG, Savkin A (2006) Heart rate control during treadmill exercise. In: IEEE-EMBS, pp 2471–2474 Su SW, Wang L, Celler BG, Savkin A (2006) Heart rate control during treadmill exercise. In: IEEE-EMBS, pp 2471–2474
24.
Zurück zum Zitat Su SW, Wang L, Celler BG, Savkin AV, Guo Y (2007) Identification and control for heart rate regulation during treadmill exercise. IEEE Trans Biomed Eng 54(7):1238–1246CrossRefPubMed Su SW, Wang L, Celler BG, Savkin AV, Guo Y (2007) Identification and control for heart rate regulation during treadmill exercise. IEEE Trans Biomed Eng 54(7):1238–1246CrossRefPubMed
25.
Zurück zum Zitat Yoshino K, Adachi K, Ihochi K, Matsuoka K (2007) Modeling effects of age and sex on cardiovascular variability responses to aerobic ergometer exercise. Med Biol Eng Comput 45(11):1085–1093CrossRefPubMed Yoshino K, Adachi K, Ihochi K, Matsuoka K (2007) Modeling effects of age and sex on cardiovascular variability responses to aerobic ergometer exercise. Med Biol Eng Comput 45(11):1085–1093CrossRefPubMed
Metadaten
Titel
Heart rate regulation during cycle-ergometer exercise via event-driven biofeedback
verfasst von
Ahmadreza Argha
Steven W. Su
Branko G. Celler
Publikationsdatum
03.06.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Medical & Biological Engineering & Computing / Ausgabe 3/2017
Print ISSN: 0140-0118
Elektronische ISSN: 1741-0444
DOI
https://doi.org/10.1007/s11517-016-1530-9

Weitere Artikel der Ausgabe 3/2017

Medical & Biological Engineering & Computing 3/2017 Zur Ausgabe

Premium Partner