Multivariate analysis of muscular fatigue during bicycle ergometer exercise

IEEE Transactions on Biomedical Engineering

Volumn 44, Issue 8, 1997, Pages 665-672

  Kiryu, Tohru ^a   Takahashi, Kohsei ^a   Ogawa, Katsunori ^a  

^a NIIGATA UNIVERSITY   (Japan)

Author keywords

Bicycle ergometer exercise; Dynamic movement; Multichannel; Multivariate analysis; Muscle fatigue; Principal component analysis

Indexed keywords

BIOMECHANICS; CORRELATION METHODS; EIGENVALUES AND EIGENFUNCTIONS; ELECTRODES; EXERCISE EQUIPMENT; PHYSIOLOGY; PROBLEM SOLVING; SIGNAL PROCESSING;

MULTIVARIATE ANALYSIS; MYOELECTRIC SIGNALS; PRINCIPAL COMPONENT ANALYSIS (PCA);

MUSCLE;

ADULT; ANALYTIC METHOD; ARTICLE; BICYCLE ERGOMETRY; CARDIOVASCULAR RESPONSE; ENDURANCE; HEART RATE; HUMAN; HUMAN EXPERIMENT; INNERVATION; MULTICHANNEL RECORDER; MULTIVARIATE ANALYSIS; MUSCLE FATIGUE; MUSCLE FORCE; MUSCLE INJURY; MYOELECTRICITY; NEUROMUSCULAR SYNAPSE; NORMAL HUMAN; OXYGEN CONSUMPTION;

ADULT; ELECTROMYOGRAPHY; EXERCISE TEST; FATIGUE; HUMANS; MALE; MULTIVARIATE ANALYSIS; MUSCLE, SKELETAL; REFERENCE VALUES; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 0031213564     PISSN: 00189294     EISSN: None     Source Type: Journal    
DOI: 10.1109/10.605423     Document Type: Article

References (40)

1. A. Kralj, T. Bajd, and M. Munih, "Fatigue index and the prediction of FES enabled standing endurance," in Proc. 14th Annu. Int. Conf. IEEE Eng. Med. EM. Soc.. 1992, pp. 1322-1323.
2. B. Saltin and P-O. Astrand, "Maximal oxygen uptake in athletes," J. Appl. Physiol., vol. 23, pp. 347-352, 1967.
3. J.A. Davis, M. H. Frank, B. J. Whipp, and K. Wasserman, "Anaerobic threshold alternations caused by endurance training in middle-aged men," J. Appl. Physiol.: Respirât. Environ. Exercise Physiol., vol. 46, pp. 1039-1046, 1979.
4. K.T. Francis, P. R. McClatchey, J. R. Sumsion, and D. E. Hansen, "The relationship between anaerbic threshold and heat rate linearity dyring cycle ergometry," Ear. J. Appl. Physiol., vol. 59, pp. 273-277, 1989.
5. K. Wasserman, W.E. Beaver, and B. J. Whipp, "Gas exchange theory and the lactic acidosis (anaerobic) threshold," Circ., vol. 81, suppl. 2, pp. 14-30, 1990.
6. J. Mateika and J. Duffin, "The ventilation, lactate and electromyographic thresholds during incremental exercise tests in normoxia, hypoxia and hyperoxia," Ear.J. Applied Physiol., vol. 69, pp. 110-118, 1994.
7. C.J. De Euca and M. Knaflitz, Surface Electromyography: What's New?. Torino, Italy, CEUT, 1992.
8. J.V. Basmajian and C. J. De Euca, Muscles Alive, Their Functions Revealed by Electromyography, 5th ed. Baltimore, MD: Williams & Wilkins, 1985, ch. 8.
9. R. Triolo and M. Lawrence, "An autometed method for describing muscle fatigue," in Proc. 16th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 1994, pp. 337-338.
10. C.J. De Luca, "Myoelectrical manifestations of localized muscular fatigue in humans," CRC Crit. Rev. Bioeng., vol. 11, pp. 251-279, 1984.
11. R. Merletti, L.R. Lo Conte, and C. Orizio, "Indices of muscle fatigue," J. Electromyogr. Kinesiol., vol. 1, pp. 20-33, 1991.
12. E. Park and G. Meek, "Fatigue compensation of the electromyographic signal for prosthetic control and force estimation," IEEE Trans. Biomed. Eng., vol. 40, pp. 1019-1023, 1993.
13. T. Kiryu, H. Kaneko, and Y. Saitoh, "Motion artifact elimination using fuzzy rule based adaptive nonlinear filter," Inst. Electron, Inform. Communient. Eng. (IEICE) Trans. Fundamentals, vol. E77-A, 5, pp. 833-838, 1994.
14. L.H. Lindström and I. Petersén, "Power spectra of myoelectric signals: motor unit activity and muscle fatigue," Clinical Neurophysiology, E. Stalberg and R. R. Young, Eds. London, U.K.: Butterworths, 1981, vol. 66.
15. S.H. Roy, C. J. De Luca, and J. Schneider, "Effects of electrode location on myoelectric conduction velocity and median frequency estimates," J. Appl. Physiol, vol. 61, pp. 1510-1517, 1986.
16. K. Saitou, M. Okada, T. Sadoyama, and T. Masuda, "Effect on surface EMG wave forms of electrode location with respect to the neuromuscular junctions: Its significance in EMG-muscle length relation," Electromyographical Kinesiology, P.A. Anderson, D. Hobart, and J. Danoff, Eds. Amsterdam, the Netherlands: Excerpta Medica, 1991, pp. 27-30.
17. T. Kiryu, H. Kaneko, and Y. Saitoh, "Influence of an innervation zone on surface EMG signals and its compensation," in Proc. 14th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 1992, pp. 1444-1445.
18. T. Masuda, H. Miyano, and T. Sadoyama, "The position of innervation zones in the biceps brachii investigated by surface electromyography," IEEE Trans. Biomed. Eng., vol. BME-32, no. 1, pp. 3612, 1985.
19. J.V. Basmajian and C. J. De Luca, Muscles Alive, Their Fnctions Revealed by Electromyography, 5th ed. Baltimore, MD: Williams & Wilkins, 1985, ch. 2.
20. L.H. Lindström and R. I. Magnusson, "Interpretation of myoelectric power spectra: a model and its applications," Proc. IEEE, vol. 65, pp. 653-662, 1977.
21. G.F. Inbar, J. Allin, and H. Kranz, "Surface EMG spectral changes with muscle length," Med., Biol. Eng., Comput., vol. 25, pp. 683-689, 1987.
22. J.S. Petrofsky, "Frequency and amplitude analysis of the EMG during exercise on the bicycle ergometer," Eur. J. Appl. Physiol., vol. 41, pp. 1-15, 1979.
23. H. Broman, G. Bilotto, and C.J. De Luca, "Myoelectric signal conduction velocity and spectral parameters: influence of force and time," J. Appl. Physiol., vol. 58, pp. 1428-1437, 1985.
24. T. Sadoyama and T. Masuda, "Changes of the average muscle fiber conduction velocity during a varying force contraction," Electroencephal. Clin. Neurophisiol, vol. 67, pp. 49597, 1987.
25. J.T. Mortimer, R. Magnusson, and I. Petersén, "Conduction velocity in ischémie muscle: Effect on EMG frequency spectrum," Amer. J. Physiol., vol. 219, pp. 1324-1329, 1970.
26. T. Sadoyama, T. Masuda, and H. Miyano, "Relationships between muscle fiber conduction velocity and frequency parameters of surface EMG during sustained contraction," Eur.J. Appl. Physiol., vol. 51, pp. 247-256, 1983.
27. N. Hogan and W. Mann, "Myoelectric signal processing: Optimal estimation applied to electromyography-Part I: Derivation of the optimal myoprocessor," IEEE Trans. Biomed. Eng., vol. BME-27, pp. 382-395, 1980.
28. P.C. Doerschuk, D. E. Gustafson, and A. S. Willsky, "Upper extremity limb function discrimination using EMG signal analysis," IEEE Trans. Biomed. Eng., vol. BME-30, pp. 18-29, 1983.
29. R.J. Triolo and G. D. Moskowitz, "The theoretical development of a multichannel time-series myoprocessor for simultaneous limb function detection and muscle force estimation," IEEE Trans. Biomed. Eng., vol. 36, pp. 1004-1017, 1989.
30. T. Kiryu and Y. Saitoh, "Estimation of muscle fatigue change points from multidimensional EMG manifestation time-series," in Proc. 15th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 1993, pp. 1207-1208.
31. H. Kaneko, T. Kiryu, and Y. Saitoh, "Estimation of an innervation zone from surface EMG's during dynamic contractions," in Proc. 14th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., 1992, pp. 1442-1443.
32. M. Naeije and H. Zorn, "Estimation of the action potential conduction velocity in human skeletal muscles using the surface EMG crosscorrelation technique," Electromyogr. Clin. Neurophysiol, vol. 23, pp. 73-80, 1980.
33. J.S. Petrofsky and A. R. Lind, "The influence of temperature on the amplitude and frequency components of the EMG during brief and sustained isometric contractions," Eur. J. Appl. Physiol., vol. 44, pp. 189-200, 1980.
34. J.S. Bendat and A. G. Piersol, Random data: Analysis and measurement procedures. New York: Wiley, 1971, ch. 4.8. [35] P. G. Hoel, Introduction to Mathematical statistics. New York: Wiley, 1971, ch. 10.
35. D. Hawkins and M.L. Hull, "Muscle force as affected by fatigue: Mathematical model and experimental verification," J. Biomech., vol. 26, pp. 1117-1128, 1993.
36. M. Knaflitz, R. Merletti, and C.J. De Luca, "Inference of motor unit recruitment order in voluntary and electrically elicited contractions," J. Appl. Physiol., vol. 64, pp. 1657-1667, 1990.
37. P. Tesch, B. Sjödin, A. Thorstensson, and J. Karlsson, "Muscle fatigue and its relation to lactate accumulation and LDH activity in man," Acta. Physiol. Scand., vol. 103, pp. 41320, 1978.
38. M.D. Huffman, C. A. Williams, and A. R. Lind, "Changes in isometric function following rhythmic exercise," Eur. J. Appl. Physiol. & Occup. Physiol., vol. 54, pp. 177-183, 1985.
39. S. Morimoto, Y. Umazume, and M. Masuda, "Properties of spike potentials detected by a surface electrode in intact human muscle," Japan.J. Physiol., vol. 30, pp. 71-80, 1980.
40. Y. Giat, J. Mizrahi, and M. Levy, "A musculotendon model of the fatigue profiles of paralyzed quadriceps muscle under FES," IEEE Trans. Biomed. Eng., vol. 40, pp. 664-674, 1993.