Human movement analysis as a measure for fatigue: A hidden markov-based approach

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 22, Issue 3, 2014, Pages 470-481

  Karg, Michelle ^a,b   Venture, Gentiane ^c   Hoey, Jesse ^b   Kulic, Dana ^a  

^a UNIVERSITY OF WATERLOO   (Canada)

^b UNIVERSITY OF WATERLOO   (Canada)

^c TOKYO UNIVERSITY OF AGRICULTURE AND TECHNOLOGY   (Japan)

Author keywords

Fatigue; linear regression; parametric hidden Markov model

Indexed keywords

FATIGUE OF MATERIALS; KINEMATICS; LINEAR REGRESSION;

HUMAN MOVEMENT ANALYSIS; INITIAL CONDITIONS; OPTICAL MOTION CAPTURE; STATE TRANSITIONS; SUBJECTIVE RATING; TRAINING EXERCISE;

HIDDEN MARKOV MODELS;

ADULT; ALGORITHM; AUTOMATION; BIOMECHANICS; EXERCISE; FEMALE; HUMAN; MALE; MOVEMENT (PHYSIOLOGY); MUSCLE FATIGUE; PHYSIOLOGY; PROBABILITY; STATISTICAL MODEL; YOUNG ADULT;

ADULT; ALGORITHMS; AUTOMATION; BIOMECHANICAL PHENOMENA; EXERCISE; FEMALE; HUMANS; LINEAR MODELS; MALE; MARKOV CHAINS; MOVEMENT; MUSCLE FATIGUE; YOUNG ADULT;

EID: 84900453322     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2013.2291327     Document Type: Article

References (44)

1. C. Smith, L. Hale, K.Olson, andA. G. Schneiders, "Howdoes exerciseinfluence fatigue in people with multiple sclerosis?, " Disabil. Rehabil., vol. 31, no. 9, pp. 685-692, Feb. 2009.
2. J. Mizrahi, O. Verbitsky, E. Isakov, and D. Daily, "Effect of fatigueon leg kinematics and impact acceleration in long distance running, "Hum. Movement Sci., vol. 19, no. 2, pp. 139-151, 2000.
3. J. Abt et al., "Running kinematics and shock absorption do not changeafter brief exhaustive running, " J. Strenght Cond. Res., vol. 25, no. 6, pp. 1479-1479, 2011.
4. P.Bonato, P.Boissy, U.D. Croce, and S.Roy, "Changes in the surfaceEMG signal and the biomechanics of motion during a repetitive liftingtask, " IEEE Trans. Neural Syst. Rehabil. Eng., vol. 10, no. 1, pp. 38-47, Mar. 2002. (Pubitemid 34827674)
5. C. Strohrmann, H. Harms, C. Setz, and G. Tröster, "Monitoringkinematic changes with fatigue in running using body-worn sensors, "IEEE Trans. Inf. Tech. Biomed., vol. 16, no. 5, pp. 983-990, Sep. 2012.
6. C. Strohrmann, M. Rossi, B. Arnrich, and G. Troster, "A data-drivenapproach to kinematic analysis in running using wearable technology, "in Proc. IEEE Int. Conf. Wearable Implantable Body Sensor Netw., 2012, pp. 118-123.
7. J. Dingwell, J. Joubert, F. Diefenthaeler, and J. Trinity, "Changes inmuscle activity and kinematics of highly trained cyclists during fatigue, "IEEE Trans. Biomed. Eng., vol. 55, no. 11, pp. 2666-2674, Nov.2008.
8. M. Karg et al., "Expression and automatic recognition of exhaustionin natural walking, " in IADIS Int. Conf. Interfaces Human Comput.Interact., Amsterdam, The Netherlands, 2008, pp. 165-172.
9. M. Choudry, T. A. C. Beach, J. P. Callaghan, and D. Kulic, "A stochasticframework for movement strategy identification and analysis, "IEEE Trans. Human-Mach. Syst., vol. 43, no. 3, pp. 314-327, May2013.
10. D. Kulic, G. Venture, and Y. Nakamura, "Detecting changes in motioncharacteristics during sports training, " in Proc. Int. Conf. IEEE Eng.Med. Biol. Soc., 2009, pp. 4011-4014.
11. M. Karg, K. Kühnlenz, and M. Buss, "Recognition of affect based ongait patterns, " IEEE Trans. Syst., Man, Cybern. B. Cybern., vol. 40, no.4, pp. 1050-1061, Aug. 2010.
12. D. Janssen et al., "Recognition of emotions in gait patterns by meansof artificial neural nets, " J. Nonverbal Behav., vol. 32, no. 2, pp. 79-92, 2008.
13. W. Seiberl et al., "Analysis of human motion with methods from machinelearning, " in Congr. Int. Soc. Biomechan. Sports, 2009, vol. 10, pp. 9760-9760.
14. N. Troje, "Decomposing biological motion: A framework for analysisand synthesis of human gait patterns, " J. Vision, vol. 2, no. 5, 2002.
15. G. Tortora and B. Derrickson, Principles of Anatomy and Physiology, 13th ed. : Wiley, 2012.
16. W. Ament and G. Verkerke, "Exercise and fatigue, " Sports Med., vol.39, no. 5, pp. 389-422, 2009.
17. D. Allen, G. Lamb, and H. Westerblad, "Skeletal muscle fatigue: Cellularmechanismus, " Phys. Rev., vol. 88, pp. 287-332, 2008.
18. C. Liu, C.-S. Chen, and T. Shiang, "Comparison of muscle fatigue betweenactive and passive squat movement, " J. Biomech., vol. 39, pp.S38-S38, 2006.
19. B. M. Kluger, L. B. Krupp, and R. M. Enoka, "Fatigue and fatigabilityin neurologic illnesses: Proposal for a unified taxonomy, " Neurology, vol. 80, no. 4, pp. 409-416, 2013.
20. R. Meeusen et al., "Central fatigue: The serotonin hypothesis and beyond, "Sports Med., vol. 36, no. 10, pp. 881-909, 2006. (Pubitemid 44497464)
21. J. L. Taylor, G. Todd, and S. C. Gandevia, "Evidence for a supraspinalcontribution to human muscle fatigue, " Clin. Exp. Pharmacol., vol. 33, no. 4, pp. 400-405, 2006.
22. J. M. Kalmar and E. Cafarelli, "Central fatigue and transcranial magneticstimulation: Effect of caffeine and the confound of peripheraltransmission failure, " J. Neurosci. Meth., vol. 138, no. 1, pp. 15-26, 2004. (Pubitemid 39485972)
23. E. Yiou, A. Heugas, M. Mezaour, and S. L. Bosec, "Effect of lowerlimb muscle fatigue induced by high-level isometric contractionson postural maintenance and postural adjustments associated withbilateral forward-reach task, " Gait Posture, vol. 29, pp. 97-101, 2009.
24. H. Xie, Y. Zheng, and G. Jing-Yi, "Detection of chaos in human fatiguemechanomyogarphy signals, " in Proc. Int. Conf. IEEE Eng. Med. Biol.Soc., 2009, pp. 4379-4382.
25. R. Witte, K. Kim, B. Martin, and M. O'Donnell, "Effect of fatigueon muscle elasticity in the human forearm using ultrasound strainimaging, " in Proc. IEEE Int. Conf. Eng. Med. Biol. Soc., 2006, pp.4490-4493. (Pubitemid 46520910)
26. M. Reaz, M. Hussain, and F. Mohd-Yasin, "Techniques of EMG signalanalysis: Detection, processing, classification and applications, " Biol.Proc. Online, vol. 8, no. 1, pp. 11-35, 2006.
27. N. Strimpakos et al., "Issues in relation to the repeatability of and correlationbetween EMG and Borg scale assessments of neck muscle fatigue, "J. Electromyogr. Kinesiol., vol. 15, no. 5, pp. 452-465, 2005. (Pubitemid 40797673)
28. P. Bonato et al., "EMG-based measures of fatigue during a repetitivesquat exercise, " IEEE Eng. Med. Biol. Mag., vol. 20, no. 6, pp.133-143, Nov./Dec. 2001. (Pubitemid 34110994)
29. R. Chattopadhyay, G. Pradhan, and S. Panchanathan, "Subject independentcomputational framework for myoelectric signals, " in Proc.IEEE Conf. Instrumen. Measur. Technol., 2011, pp. 1-4.
30. G. Tartarisco et al., "A personal monitoring architecture to detect muscularfatigue in elderly, " Neuromuscul. Disord., vol. 22, pp. S192-197, 2012.
31. M. Al-Mulla, F. Sepulveda, M. Colley, and A. Kattan, " Classificationof localizedmuscle fatigue with genetic programming on sEMG duringisometric contraction, " in Proc. Int. Conf. IEEE Eng. Med. Biol. Soc., 2009, pp. 2633-2638.
32. T. Paillard, "Effects of general and local fatigue on postural control: Areview, " Neurosci. Biobehav., vol. 36, pp. 162-176, 2012.
33. S. Fischer, W. Albert, and T. McGarry, "Visual perception of fatiguedlifting actions, " Hum. Movement Sci., vol. 31, no. 6, pp. 1552-1559, 2012.
34. E. Kellis and C. Liassou, "The effect of selective muscle fatigue onsagittal lower limb kinematics and muscle activity during level running, "J. Orthop. Sports Phys., vol. 39, no. 3, pp. 210-220, 2009.
35. P. Sparto et al., "The effect of fatigue on multijoint kinematics, coordination, and postural stability during a repetitive lifting test, " J. Orthop.Sports Phys., vol. 25, no. 1, pp. 3-3, 1997.
36. J. Chappell et al., "Effect of fatigue on knee kinetics and kinematics instop-jump tasks, " Am. J. Sports Med., vol. 33, no. 7, pp. 1022-1029, 2005. (Pubitemid 40917552)
37. A. Sehle et al., "Objective assessment ofmotor fatigue inmultiple sclerosisusing kinematic gait analysis: A pilot study, " J. Neuroeng. Rehabil., vol. 8, no. 1, pp. 1-13, 2011.
38. D. Kulic, W. Takano, and Y. Nakamura, "Incremental learning, clusteringand hierarchy formation of whole body motion patterns usingadaptive hidden Markov chains, " Int. J. Robot. Res., vol. 27, no. 7, pp.761-784, 2008.
39. L. Rabiner, "A tutorial on hiddenMarkov models and selected applicationsin speech recognition, " Proc. IEEE, vol. 77, no. 2, pp. 257-286, 1989.
40. A.Wilson and A. Bobick, "Parametric hidden Markov models for gesturerecognition, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 21, no.9, pp. 884-900, Sep. 1999. (Pubitemid 30532489)
41. S. Yu, "Hidden semi-Markov models, " Artif. Intell., vol. 174, no. 2, pp.215-243, 2010.
42. S. Vaseghi, "State duration modelling in hidden Markov models, "Signal Process., vol. 41, no. 1, pp. 31-41, 1995.
43. G. Venture, K. Ayusawa, and Y. Nakamura, "Motion capture basedidentification of the human body inertial parameters, " in Proc. IEEEInt. Conf. Eng. Med. Biol., 2008, pp. 4575-4578.
44. K. Yamane and Y. Nakamura, "Natural motion animation through constrainingand deconstraining atwill, " IEEE Trans. Vis. Comput.Graph., vol. 9, no. 3, pp. 352-360, 2003.