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Methods

Fatigue detection in strength training using three-dimensional accelerometry and principal component analysis

, , &
Pages 139-150 | Received 27 Jul 2015, Accepted 18 Feb 2016, Published online: 25 Apr 2016

References

  • Baechle, T. R., & Earle, R. W. (2008). Essentials of strength training and conditioning (3rd. ed., pp. 392–405). Champaign, IL: Human Kinetics.
  • Brown, N., Bichler, S., & Alt, W. (2015). Detecting repetitions and time features in resistance training using triaxial accelerometry. Sports Technology, 9, 1–9. Epub(01 Sep 2015).
  • Brzycki, M. (1993). Strength testing-predicting a one-rep max from reps-to-fatigue. JOPERD–The Journal of Physical Education, Recreation and Dance, 64, 88–90.10.1080/07303084.1993.10606684
  • Cormie, P., McGuigan, M., & Newton, R. (2011). Developing maximal neuromuscular power: Part 1 - biological basis of maximal power production. Sports Medicine, 41, 17–38.10.2165/11537690-000000000-00000
  • Cortes, N., Onate, J., & Morrison, S. (2014). Differential effects of fatigue on movement variability. Gait & Posture, 39, 888–893.
  • Crewther, B., Cronin, J., & Keogh, J. (2006). Possible stimuli for strength and power adaptation: Acute metabolic responses. Sports Medicine, 36, 65–78.10.2165/00007256-200636010-00005
  • Crewther, B., Keogh, J., Cronin, J., & Cook, C. (2006). Possible stimuli for strength and power adaptation: Acute hormonal responses. Sports Medicine, 36, 215–238.10.2165/00007256-200636030-00004
  • Daffertshofer, A., Lamoth, C. J. C., Meijer, O. G., & Beek, P. J. (2004). PCA in studying coordination and variability: A tutorial. Clinical Biomechanics, 19, 415–428. doi:10.1016/j.clinbiomech.2004.01.005
  • Dimitrov, G. V., Arabadzhiev, T. I., Mileva, K. N., Bowtell, J. L., Crichton, N., Dimitrova, N. A. (2006). Muscle fatigue during dynamic contractions assessed by new spectral indices. Medicine & Science in Sports & Exercise, 38, 1971–1979.
  • Dimitrova, N. A., & Dimitrov, G. V. (2003). Interpretation of EMG changes with fatigue: Facts, pitfalls, and fallacies. Journal of Electromyography and Kinesiology, 13, 13–36.
  • Drinkwater, E. J., Galna, B., McKenna, M. J., Hunt, P. H., & Pyne, D. B. (2007). Validation of an optical encoder during free weight resistance movements and analysis of bench press sticking point power during fatigue. Journal of Strength and Conditioning Research., 21, 510–517.
  • Enoka, R. M., Baudry, S., Rudroff, T., Farina, D., Klass, M., & Duchateau, J. (2011). Unraveling the neurophysiology of muscle fatigue. Journal of Electromyography and Kinesiology, 21, 208–219.
  • Federolf, P., Tecante, K., & Nigg, B. (2012). A holistic approach to study the temporal variability in gait. Journal of Biomechanics, 45, 1127–1132.
  • Folland, J. P., Irish, C. S., Roberts, J. C., Tarr, J. E., & Jones, D. A. (2002). Fatigue is not a necessary stimulus for strength gains during resistance training. British Journal of Sports Medicine, 36, 370–373. discussion 374.10.1136/bjsm.36.5.370
  • Gandevia, S. C. (2001). Spinal and supraspinal factors in human muscle fatigue. Physiological Reviews, 81, 1725–1789.
  • Gearhart, R. F., Lagally, K. M., Riechman, S. E., Andrews, R. D., & Robertson, R. J. (2009). Strength tracking using the OMNI resistance exercise scale in older men and women. Journal of Strength and Conditioning Research., 23, 1011–1015.
  • Giannesini, B. (2003). Non-invasive investigations of muscular fatigue: Metabolic and electromyographic components. Biochimie, 85, 873–883.
  • González-Izal, M., Malanda, A., Gorostiaga, E., & Izquierdo, M. (2012). Electromyographic models to assess muscle fatigue. Journal of Electromyography and Kinesiology, 22, 501–512.
  • Hollander, D. B., Reeves, G. V., Clavier, J. D., Francois, M. R., Thomas, C., & Kraemer, R. R. (2010). Partial occlusion during resistance exercise alters effort sense and pain. Journal of Strength and Conditioning Research., 24, 235–243.
  • Izquierdo, M., Ibañez, J., González-Badillo, J. J., Häkkinen, K., Ratamess, N. A., Kraemer, W. J., … Gorostiaga, E. M. (2006). Differential effects of strength training leading to failure versus not to failure on hormonal responses, strength, and muscle power gains. Journal of Applied Physiology, 100, 1647–1656.
  • Kobsar, D., Osis, S. T., Hettinga, B. A., & Ferber, R. (2014). Classification accuracy of a single tri-axial accelerometer for training background and experience level in runners. Journal of Biomechanics, 47, 2508–2511.
  • McBride, J. M., McCaulley, G. O., Cormie, P., Nuzzo, J. L., Cavill, M. J., & Triplett, N. T. (2009). Comparison of methods to quantify volume during resistance exercise. Journal of Strength and Conditioning Research., 23, 106–110.10.1519/JSC.0b013e31818efdfe
  • McGuigan, M. R., & Foster, C. (2004). A new approach to monitoring resistance training. Strength and Conditioning Journal, 26, 42–47.10.1519/00126548-200412000-00008
  • Millet, G. Y., Bachasson, D., Temesi, J., Wuyam, B., Féasson, L., Vergès, S., & Lévy, P. (2012). Potential interests and limits of magnetic and electrical stimulation techniques to assess neuromuscular fatigue. Neuromuscular Disorders, 22, S181–S186.
  • Novatchkov, H., & Baca, A. (2012). Machine learning methods for the automatic evaluation of exercises on sensor-equipped weight training machines. Procedia Engineering, 34, 562–567.
  • Place, N., Yamada, T., Bruton, J. D., & Westerblad, H. (2010). Muscle fatigue: From observations in humans to underlying mechanisms studied in intact single muscle fibres. European Journal of Applied Physiology, 110, 1–15.
  • Pyne, D. B., & Martin, D. T. (2011). Fatigue insights from individual and team sports. In F. E. F. Marino (Ed.), Regulation of fatigue in exercise (pp. 177–185). New York, NY: Nova Science.
  • Rogers, D. R., & MacIsaac, D. T. (2011). EMG-based muscle fatigue assessment during dynamic contractions using principal component analysis. Journal of Electromyography and Kinesiology, 21, 811–818.
  • Rogers, D. R., & MacIsaac, D. T. (2013). A comparison of EMG-based muscle fatigue assessments during dynamic contractions. Journal of Electromyography and Kinesiology, 23, 1004–1011.
  • Sánchez-Medina, L., & González-Badillo, J. J. (2011). Velocity loss as an indicator of neuromuscular fatigue during resistance training. Medicine and Science in Sports and Exercise, 43, 1725–1734.
  • Shi, J., Zheng, Y. P., Chen, X., & Huang, Q. H. (2007). Assessment of muscle fatigue using sonomyography: Muscle thickness change detected from ultrasound images. Medical Engineering & Physics, 29, 472–479.
  • Singh, F., Foster, C., Tod, D., & McGuigan, M. (2007). Monitoring different types of resistance training using session rating of perceived exertion. International Journal of Sports Physiology and Performance, 2, 34–45.
  • Stevens, J. P. (2009). Applied multivariate statistics for the social sciences (5th ed., pp. 340–342). Hillsdale, NJ: Erlbaum.
  • Sweet, T., Foster, C., McGuigan, M., & Brice, G. (2004). Quantitation of resistance training using the session rating of perceived exertion method. Journal of Strength and Conditioning Research., 18, 796–802.
  • Van Roie, E., Delecluse, C., Coudyzer, W., Boonen, S., & Bautmans, I. (2013). Strength training at high versus low external resistance in older adults: Effects on muscle volume, muscle strength, and force-velocity characteristics. Experimental Gerontology, 48, 1351–1361.
  • Walker, S., Davis, L., Avela, J., & Häkkinen, K. (2012). Neuromuscular fatigue during dynamic maximal strength and hypertrophic resistance loadings. Journal of Electromyography and Kinesiology, 22, 356–362.
  • Witte, K., Heller, M., Baca, A., & Kornfeind, P. (2011). Application of PCA for analysis of movement coordination during fatigue. In Proceedings of the 8th International Symposium on Computer Science in Sport (IACSS2011) (pp. 41–44). Liverpool: World Academic Union.

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