Skip to main content

2022 | OriginalPaper | Buchkapitel

Application of Recurrence Quantifiers to Kinetic and Kinematic Biomechanical Data

verfasst von : A. O. Assis, A. O. Andrade, M. F. Vieira

Erschienen in: XXVII Brazilian Congress on Biomedical Engineering

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

A brief review of the literature on the use and clinical significance of recurrence quantification analyzes for kinematic and kinematic data is presented. The common recurrence quantifiers used in biomechanics, as well as their theoretical significance, are presented. Next, an overview of the studies in which recurrence quantifiers are used is presented, showing their association with other nonlinear quantifiers. The influence of parameters, such as sampling frequency, definition of the minimum size of the diagonal lines and length of the time series, is investigated. Although there is different approaches for parametrizing and applying recurrence quantification analysis to biomechanical data, recurrence quantifiers can extract information from data with low time resolution while maintaining the reliability of results. More importantly, the use of recurrence quantifiers in clinical trials allows for discrimination between experimental and control groups.

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!

Literatur
1.
Zurück zum Zitat Vieira MF, Rodrigues FB, Souza GS de S e, Magnani RM, Lehnen GC, Campos NG et al (2017) Gait stability, variability and complexity on inclined surfaces. J Biomech 54:73–79 Vieira MF, Rodrigues FB, Souza GS de S e, Magnani RM, Lehnen GC, Campos NG et al (2017) Gait stability, variability and complexity on inclined surfaces. J Biomech 54:73–79
2.
Zurück zum Zitat Matsuoi Y, Asai Y, Nomura T, Sat S, Inoue S, Mizukura I et al (2005) Intralimb and interlimb incoordination: comparative study between patients with parkinsonism and with cerebellar ataxia. J Japanese Phys Ther Assoc 8:47–52 Matsuoi Y, Asai Y, Nomura T, Sat S, Inoue S, Mizukura I et al (2005) Intralimb and interlimb incoordination: comparative study between patients with parkinsonism and with cerebellar ataxia. J Japanese Phys Ther Assoc 8:47–52
3.
Zurück zum Zitat Farmer SF (1999) Pulsatile central nervous control of human movement. J Physiol 517(1):3 Farmer SF (1999) Pulsatile central nervous control of human movement. J Physiol 517(1):3
4.
Zurück zum Zitat Rosenblatt NJ, Grabiner MD (2010) Measures of frontal plane stability during treadmill and overground walking. Gait Posture 31(3):380–384 Rosenblatt NJ, Grabiner MD (2010) Measures of frontal plane stability during treadmill and overground walking. Gait Posture 31(3):380–384
5.
Zurück zum Zitat Schmit JM, Regis DI, Riley MA (2005) Dynamic patterns of postural sway in ballet dancers and track athletes. Exp Brain Res 163(3):370–378 Schmit JM, Regis DI, Riley MA (2005) Dynamic patterns of postural sway in ballet dancers and track athletes. Exp Brain Res 163(3):370–378
6.
Zurück zum Zitat Negahban H, Sanjari MA, Karimi M, Parnianpour M (2016) Complexity and variability of the center of pressure time series during quiet standing in patients with knee osteoarthritis. Clin Biomech 32:280–285 Negahban H, Sanjari MA, Karimi M, Parnianpour M (2016) Complexity and variability of the center of pressure time series during quiet standing in patients with knee osteoarthritis. Clin Biomech 32:280–285
7.
Zurück zum Zitat Bisi M, Riva F, Stagni R (2014) Measures of gait stability: performance on adults and toddlers at the beginning of independent walking. J Neuroeng Rehabil 11(1):131 Bisi M, Riva F, Stagni R (2014) Measures of gait stability: performance on adults and toddlers at the beginning of independent walking. J Neuroeng Rehabil 11(1):131
8.
Zurück zum Zitat Rhea CK, Kiefer AW, Wright WG, Raisbeck LD, Haran FJ (2015) Interpretation of postural control may change due to data processing techniques. Gait Posture 41(2):731–735 Rhea CK, Kiefer AW, Wright WG, Raisbeck LD, Haran FJ (2015) Interpretation of postural control may change due to data processing techniques. Gait Posture 41(2):731–735
9.
Zurück zum Zitat Balasubramaniam R, Riley MA, Turvey MT (2000) Speci city of postural sway to the demands of a precision task. Gait Posture 11:12–24 Balasubramaniam R, Riley MA, Turvey MT (2000) Speci city of postural sway to the demands of a precision task. Gait Posture 11:12–24
10.
Zurück zum Zitat Josiński H, Michalczuk A, Mucha R, Świtoński A, Szczȩsna A, Wojciechowski K (2016) Analysis of human motion data using recurrence plots and recurrence quantification measures. AIP Publ 180014:397–406 Josiński H, Michalczuk A, Mucha R, Świtoński A, Szczȩsna A, Wojciechowski K (2016) Analysis of human motion data using recurrence plots and recurrence quantification measures. AIP Publ 180014:397–406
11.
Zurück zum Zitat Thuraisingham RA, Gottwald GA (2006) On multiscale entropy analysis for physiological data. Phys A Stat Mech its Appl 366:323–332 Thuraisingham RA, Gottwald GA (2006) On multiscale entropy analysis for physiological data. Phys A Stat Mech its Appl 366:323–332
12.
Zurück zum Zitat Vieira MF, Rodrigues FB, de Sá e Souza GS, Magnani RM, Lehnen GC, Andrade AO (2017) Linear and nonlinear gait features in older adults walking on inclined surfaces at different speeds. Ann Biomed Eng 45(6):1560–1571 Vieira MF, Rodrigues FB, de Sá e Souza GS, Magnani RM, Lehnen GC, Andrade AO (2017) Linear and nonlinear gait features in older adults walking on inclined surfaces at different speeds. Ann Biomed Eng 45(6):1560–1571
13.
Zurück zum Zitat Dingwell JB, Cusumano JP. (2000);. Nonlinear time series analysis of normal and pathological human walking. Chaos. 10(4):848–63. Dingwell JB, Cusumano JP. (2000);. Nonlinear time series analysis of normal and pathological human walking. Chaos. 10(4):848–63.
14.
Zurück zum Zitat Bruijn SM, Meijer OG, Beek PJ, van Dieen JH (2010) The effects of arm swing on human gait stability. J Exp Biol 213(23):3945–3952 Bruijn SM, Meijer OG, Beek PJ, van Dieen JH (2010) The effects of arm swing on human gait stability. J Exp Biol 213(23):3945–3952
15.
Zurück zum Zitat Riva F, Toebes MJP, Pijnappels M, Stagni R, van Dieën JH (2013) Estimating fall risk with inertial sensors using gait stability measures that do not require step detection. Gait Posture 38(2):170–174 Riva F, Toebes MJP, Pijnappels M, Stagni R, van Dieën JH (2013) Estimating fall risk with inertial sensors using gait stability measures that do not require step detection. Gait Posture 38(2):170–174
16.
Zurück zum Zitat Sylos Labini F, Meli A, Ivanenko YP, Tufarelli D (2012) Recurrence quantification analysis of gait in normal and hypovestibular subjects. Gait Posture 35(1):48–55 Sylos Labini F, Meli A, Ivanenko YP, Tufarelli D (2012) Recurrence quantification analysis of gait in normal and hypovestibular subjects. Gait Posture 35(1):48–55
17.
Zurück zum Zitat Bizovska L, Svoboda Z, Vuillerme N, Janura M (2017) Multiscale and Shannon entropies during gait as fall risk predictors—a prospective study. Gait Posture 52:5–10 Bizovska L, Svoboda Z, Vuillerme N, Janura M (2017) Multiscale and Shannon entropies during gait as fall risk predictors—a prospective study. Gait Posture 52:5–10
18.
Zurück zum Zitat Pellecchia GL, Shockley K, Turvey MT (2005) Concurrent cognitive task modulates coordination dynamics. Cogn Sci Soc 29:531–557 Pellecchia GL, Shockley K, Turvey MT (2005) Concurrent cognitive task modulates coordination dynamics. Cogn Sci Soc 29:531–557
19.
Zurück zum Zitat Eckmann J-P, Kamphorst SO, Ruelle D (1987) Recurrence plots of dynamical systems. Europhys Lett 4(9):973–977 Eckmann J-P, Kamphorst SO, Ruelle D (1987) Recurrence plots of dynamical systems. Europhys Lett 4(9):973–977
20.
Zurück zum Zitat Webber CL, Marwan N (2015) Recurrence quantification analysis: theory and best practices. Springer Complexy, 421 p Webber CL, Marwan N (2015) Recurrence quantification analysis: theory and best practices. Springer Complexy, 421 p
21.
Zurück zum Zitat Riley MA, Balasubramaniam R, Turvey MT (1999) Recurrence quantification analysis of postural fluctuations. Gait Posture 9(1):65–78 Riley MA, Balasubramaniam R, Turvey MT (1999) Recurrence quantification analysis of postural fluctuations. Gait Posture 9(1):65–78
22.
Zurück zum Zitat Eckmann JP, Ruelle D (1992) Fundamental limitations for estimating dimensions and Lyapunov exponents in dynamical systems. Phys D Nonlinear Phenom 56(2–3):185–187 Eckmann JP, Ruelle D (1992) Fundamental limitations for estimating dimensions and Lyapunov exponents in dynamical systems. Phys D Nonlinear Phenom 56(2–3):185–187
23.
Zurück zum Zitat Schumann T, Redfern MS, Furman JM, El-Jaroudi A, Chaparro LF (1995) Time-frequency analysis of postural sway. J Biomech 28(5):603–607 Schumann T, Redfern MS, Furman JM, El-Jaroudi A, Chaparro LF (1995) Time-frequency analysis of postural sway. J Biomech 28(5):603–607
24.
Zurück zum Zitat Seigle B, Ramdani S, Bernard PL (2009) Dynamical structure of center of pressure fluctuations in elderly people. Gait Posture 30(2):223–226 Seigle B, Ramdani S, Bernard PL (2009) Dynamical structure of center of pressure fluctuations in elderly people. Gait Posture 30(2):223–226
25.
Zurück zum Zitat Negahban H, Salavati M, Mazaheri M, Sanjari MA, Hadian MR, Parnianpour M (2010) Non-linear dynamical features of center of pressure extracted by recurrence quantification analysis in people with unilateral anterior cruciate ligament injury. Gait Posture 31(4):450–455 Negahban H, Salavati M, Mazaheri M, Sanjari MA, Hadian MR, Parnianpour M (2010) Non-linear dynamical features of center of pressure extracted by recurrence quantification analysis in people with unilateral anterior cruciate ligament injury. Gait Posture 31(4):450–455
26.
Zurück zum Zitat Rhea CK, Silver TA, Hong SL, Ryu JH, Studenka BE, Hughes CML et al (2011) Noise and complexity in human postural control: interpreting the different estimations of entropy. PLoS One 6(3):1–9 Rhea CK, Silver TA, Hong SL, Ryu JH, Studenka BE, Hughes CML et al (2011) Noise and complexity in human postural control: interpreting the different estimations of entropy. PLoS One 6(3):1–9
27.
Zurück zum Zitat Coubard OA, Ferrufino L, Nonaka T, Zelada O, Bril B, Dietrich G (2014) One month of contemporary dance modulates fractal posture in aging. Front Aging Neurosci 6(Feb):1–12 Coubard OA, Ferrufino L, Nonaka T, Zelada O, Bril B, Dietrich G (2014) One month of contemporary dance modulates fractal posture in aging. Front Aging Neurosci 6(Feb):1–12
28.
Zurück zum Zitat Hayes KC (1982) Biomechanics of postural control. Exerc Sport Sci Rev 10(1):363–391 Hayes KC (1982) Biomechanics of postural control. Exerc Sport Sci Rev 10(1):363–391
29.
Zurück zum Zitat Webber CL, Schmidt MA, Walsh JM (1995) Influence of isometric loading on biceps EMG dynamics as assessed by linear and nonlinear tools. J Appl Physiol 78(3):814–822 Webber CL, Schmidt MA, Walsh JM (1995) Influence of isometric loading on biceps EMG dynamics as assessed by linear and nonlinear tools. J Appl Physiol 78(3):814–822
30.
Zurück zum Zitat Schmit JM, Riley MA, Dalvi A, Sahay A, Shear PK, Shockley KD et al (2006) Deterministic center of pressure patterns characterize postural instability in Parkinson’s disease. Exp Brain Res 168(3):357–367 Schmit JM, Riley MA, Dalvi A, Sahay A, Shear PK, Shockley KD et al (2006) Deterministic center of pressure patterns characterize postural instability in Parkinson’s disease. Exp Brain Res 168(3):357–367
31.
Zurück zum Zitat Mazaheri M, Negahban H, Salavati M, Sanjari MA, Parnianpour M (2010) Reliability of recurrence quantification analysis measures of the center of pressure during standing in individuals with musculoskeletal disorders. Med Eng Phys 32(7):808–812 Mazaheri M, Negahban H, Salavati M, Sanjari MA, Parnianpour M (2010) Reliability of recurrence quantification analysis measures of the center of pressure during standing in individuals with musculoskeletal disorders. Med Eng Phys 32(7):808–812
32.
Zurück zum Zitat Cao H, Peyrodie L, Agnani O, Cavillon F, Hautecoeur P, Donzé C (2015) Evaluation of an Expanded Disability Status Scale (EDSS) modeling strategy in multiple sclerosis. Med Biol Eng Comput 53(11):1141–1151 Cao H, Peyrodie L, Agnani O, Cavillon F, Hautecoeur P, Donzé C (2015) Evaluation of an Expanded Disability Status Scale (EDSS) modeling strategy in multiple sclerosis. Med Biol Eng Comput 53(11):1141–1151
33.
Zurück zum Zitat Hasson CJ, Van Emmerik REA, Caldwell GE, Haddad JM, Gagnon JL, Hamill J (2008) Influence of embedding parameters and noise in center of pressure recurrence quantification analysis. Gait Posture 27(3):416–422 Hasson CJ, Van Emmerik REA, Caldwell GE, Haddad JM, Gagnon JL, Hamill J (2008) Influence of embedding parameters and noise in center of pressure recurrence quantification analysis. Gait Posture 27(3):416–422
34.
Zurück zum Zitat Ramdani S, Tallon G, Bernard PL, Blain H (2013) Recurrence quantification analysis of human postural fluctuations in older fallers and non-fallers. Ann Biomed Eng 41(8):1713–1725 Ramdani S, Tallon G, Bernard PL, Blain H (2013) Recurrence quantification analysis of human postural fluctuations in older fallers and non-fallers. Ann Biomed Eng 41(8):1713–1725
35.
Zurück zum Zitat Haddad JM, van Emmerik REA, Wheat JS, Hamill J (2008) Developmental changes in the dynamical structure of postural sway during a precision fitting task. Exp Brain Res 190(4):431–441 Haddad JM, van Emmerik REA, Wheat JS, Hamill J (2008) Developmental changes in the dynamical structure of postural sway during a precision fitting task. Exp Brain Res 190(4):431–441
36.
Zurück zum Zitat Assis AO, Rodrigues FB, Carafini A, Lemes TS, de Villa GA, Andrade AO et al (2020) Influence of sampling frequency and number of strides on recurrence quantifiers extracted from gait data. Comput Biol Med 119 Assis AO, Rodrigues FB, Carafini A, Lemes TS, de Villa GA, Andrade AO et al (2020) Influence of sampling frequency and number of strides on recurrence quantifiers extracted from gait data. Comput Biol Med 119
37.
Zurück zum Zitat Riva F, Bisi MC, Stagni R (2014) Gait variability and stability measures: minimum number of strides and within-session reliability. Comput Biol Med 50:9–13 Riva F, Bisi MC, Stagni R (2014) Gait variability and stability measures: minimum number of strides and within-session reliability. Comput Biol Med 50:9–13
38.
Zurück zum Zitat Tamburini P, Storm F, Buckley C, Bisi MC, Stagni R, Mazzà C (2018) Moving from laboratory to real life conditions: influence on the assessment of variability and stability of gait. Gait Posture 59:248–252 Tamburini P, Storm F, Buckley C, Bisi MC, Stagni R, Mazzà C (2018) Moving from laboratory to real life conditions: influence on the assessment of variability and stability of gait. Gait Posture 59:248–252
39.
Zurück zum Zitat Bisi MC, Stagni R (2016) Development of gait motor control: What happens after a sudden increase in height during adolescence? Biomed Eng Online 15(1):1–12 Bisi MC, Stagni R (2016) Development of gait motor control: What happens after a sudden increase in height during adolescence? Biomed Eng Online 15(1):1–12
40.
Zurück zum Zitat Riva F, Grimpampi E, Mazzà C, Stagni R (2014) Are gait variability and stability measures influenced by directional changes? Biomed Eng Online 13(1):1–11 Riva F, Grimpampi E, Mazzà C, Stagni R (2014) Are gait variability and stability measures influenced by directional changes? Biomed Eng Online 13(1):1–11
41.
Zurück zum Zitat Riva F, Tamburini P, Mazzoli D, Stagni R, Participants A (2015) Is there a relationship between clinical rating scales and instrumental gait stability measures? Springer Int Publ Switz 45 Riva F, Tamburini P, Mazzoli D, Stagni R, Participants A (2015) Is there a relationship between clinical rating scales and instrumental gait stability measures? Springer Int Publ Switz 45
Metadaten
Titel
Application of Recurrence Quantifiers to Kinetic and Kinematic Biomechanical Data
verfasst von
A. O. Assis
A. O. Andrade
M. F. Vieira
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-70601-2_88

Neuer Inhalt