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Minimally Invasive Surgery
Volume 2016, Article ID 5624630, 8 pages
http://dx.doi.org/10.1155/2016/5624630
Research Article

Prediction of Muscle Fatigue during Minimally Invasive Surgery Using Recurrence Quantification Analysis

Industrial Engineering, Southern Illinois University Edwardsville, Edwardsville, IL 62026, USA

Received 29 October 2015; Revised 29 February 2016; Accepted 12 April 2016

Academic Editor: Othmar Schöb

Copyright © 2016 Ali Keshavarz Panahi and Sohyung Cho. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. R. Berguer, J. Chen, and W. D. Smith, “A comparison of the physical effort required for laparoscopic and open surgical techniques,” Archives of Surgery, vol. 138, no. 9, pp. 967–970, 2003. View at Publisher · View at Google Scholar · View at Scopus
  2. R. Berguer, D. L. Forkey, and W. D. Smith, “Ergonomic problems associated with laparoscopic surgery,” Surgical Endoscopy, vol. 13, no. 5, pp. 466–468, 1999. View at Publisher · View at Google Scholar · View at Scopus
  3. U. Matern, P. Waller, C. Giebmeyer, K. D. Rückauer, and E. H. Farthmann, “Ergonomics: requirements for adjusting the height of laparoscopic operating tables,” Journal of the Society of Laparoendoscopic Surgeons, vol. 5, no. 1, pp. 7–12, 2001. View at Google Scholar · View at Scopus
  4. T. M. Kowalewski, Real-time quantitative assessment of surgical skill [Ph.D. dissertation], University of Washington Department of Electrical Engineering, 2012.
  5. M. Riojas, C. Feng, A. Hamilton, and J. Rozenblit, “Knowledge elicitation for performance assessment in a computerized surgical training system,” Applied Soft Computing, vol. 11, no. 4, pp. 3697–3708, 2011. View at Publisher · View at Google Scholar · View at Scopus
  6. E. Domany, “Protein folding in contact map space,” Physica A: Statistical Mechanics and Its Applications, vol. 288, no. 1–4, pp. 1–9, 2000. View at Publisher · View at Google Scholar · View at Scopus
  7. R. Berguer, W. D. Smith, and Y. H. Chung, “Performing laparoscopic surgery is significantly more stressful for the surgeon than open surgery,” Surgical Endoscopy, vol. 15, no. 10, pp. 1204–1207, 2001. View at Publisher · View at Google Scholar · View at Scopus
  8. A. G. Gallagher and R. M. Satava, “Virtual reality as a metric for the assessment of laparoscopic psychomotor skills,” Surgical Endoscopy and Other Interventional Techniques, vol. 16, no. 12, pp. 1746–1752, 2002. View at Publisher · View at Google Scholar · View at Scopus
  9. J. H. Peters, G. M. Fried, L. L. Swanstrom et al., “Development and validation of a comprehensive program of education and assessment of the basic fundamentals of laparoscopic surgery,” Surgery, vol. 135, no. 1, pp. 21–27, 2004. View at Publisher · View at Google Scholar · View at Scopus
  10. P. Dolan, A. F. Mannion, and M. A. Adams, “Fatigue of the erector spinae muscles-a quantitative assessment using ‘frequency banding’ of the surface electromyography signa,” Spine, vol. 20, no. 2, pp. 149–159, 1995. View at Publisher · View at Google Scholar · View at Scopus
  11. M. P. Van der Grinten, “Test-retest reliability of a practical method for measuring body part discomfort,” in Designing for Everyone, Y. Quéinnec and R. Daniellou, Eds., pp. 54–57, Taylor & Francis, 1991. View at Google Scholar
  12. N. Hubert, M. Gilles, K. Desbrosses, J. P. Meyer, J. Felblinger, and J. Hubert, “Ergonomic assessment of the surgeon's physical workload during standard and robotic assisted laparoscopic procedures,” The International Journal of Medical Robotics and Computer Assisted Surgery, vol. 9, no. 2, pp. 142–147, 2013. View at Publisher · View at Google Scholar · View at Scopus
  13. M. Heiden, E. Lyskov, M. Djupsjöbacka, F. Hellström, and A. G. Crenshaw, “Effects of time pressure and precision demands during computer mouse work on muscle oxygenation and position sense,” European Journal of Applied Physiology, vol. 94, no. 1-2, pp. 97–106, 2005. View at Publisher · View at Google Scholar · View at Scopus
  14. J. V. Basmajian and C. J. De Luca, Muscles Alive: Their Functions Revealed by Electromyography, Lippincott Williams & Wilkins, Baltimore, Md, USA, 5th edition, 1962.
  15. C. J. De Luca, “Myoelectrical manifestations of localized muscular fatigue in humans,” Critical Reviews in Biomedical Engineering, vol. 11, no. 4, pp. 251–279, 1984. View at Google Scholar · View at Scopus
  16. O. Lippold, “The tremor in fatigue,” Ciba Foundation Symposium, vol. 82, pp. 234–248, 1981. View at Google Scholar · View at Scopus
  17. T. Bosch, M. P. de Looze, and J. H. van Dieën, “Development of fatigue and discomfort in the upper trapezius muscle during light manual work,” Ergonomics, vol. 50, no. 2, pp. 161–177, 2007. View at Publisher · View at Google Scholar · View at Scopus
  18. G. P. Y. Szeto, L. M. Straker, and P. B. O'Sullivan, “A comparison of symptomatic and asymptomatic office workers performing monotonous keyboard work–1: neck and shoulder muscle recruitment patterns,” Manual Therapy, vol. 10, no. 4, pp. 270–280, 2005. View at Publisher · View at Google Scholar · View at Scopus
  19. J. T. Dennerlein, V. M. Ciriello, K. J. Kerin, and P. W. Johnson, “Fatigue in the forearm resulting from low-level repetitive ulnar deviation,” American Industrial Hygiene Association Journal, vol. 64, no. 6, pp. 799–805, 2003. View at Publisher · View at Google Scholar · View at Scopus
  20. K. R. Sahlin and J. M. Ren, “Relationship of contraction capacity to metabolic changes during recovery from a fatiguing contraction,” Journal of Applied Physiology, vol. 67, no. 2, pp. 648–654, 1989. View at Google Scholar · View at Scopus
  21. E.-P. Takala, “Static muscular load, an increasing hazard in modern information technology,” Scandinavian Journal of Work, Environment and Health, vol. 28, no. 4, pp. 211–213, 2002. View at Publisher · View at Google Scholar · View at Scopus
  22. M. L. Uhrich, R. A. Underwood, J. W. Standeven, N. J. Soper, and J. R. Engsberg, “Assessment of fatigue, monitor placement, and surgical experience during simulated laparoscopic surgery,” Surgical Endoscopy and Other Interventional Techniques, vol. 16, no. 4, pp. 635–639, 2002. View at Publisher · View at Google Scholar · View at Scopus
  23. P. S. Slack, C. J. Coulson, X. Ma, K. Webster, and D. W. Proops, “The effect of operating time on surgeons' muscular fatigue,” Annals of the Royal College of Surgeons of England, vol. 90, no. 8, pp. 651–657, 2008. View at Publisher · View at Google Scholar · View at Scopus
  24. C. L. Webber Jr., M. A. Schmidt, and J. M. Walsh, “Influence of isometric loading on biceps EMG dynamics as assessed by linear and nonlinear tools,” Journal of Applied Physiology, vol. 78, no. 3, pp. 814–822, 1995. View at Google Scholar · View at Scopus
  25. G. Filligoi and F. Felici, “Detection of hidden rhythms in surface EMG signals with a non-linear time-series tool,” Medical Engineering and Physics, vol. 21, no. 6-7, pp. 439–448, 1999. View at Publisher · View at Google Scholar · View at Scopus
  26. N. Marwan, M. C. Romano, M. Thiel, and J. Kurths, “Recurrence plots for the analysis of complex systems,” Physics Reports, vol. 438, no. 5-6, pp. 237–329, 2007. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  27. J.-P. Eckmann, S. Oliffson Kamphorst, and D. Ruelle, “Recurrence plots of dynamical systems,” EPL, vol. 4, no. 9, pp. 973–977, 1987. View at Publisher · View at Google Scholar · View at Scopus
  28. F. Takens, “Detecting strange attractors in turbulence,” in Dynamical Systems and Turbulence, Warwick 1980, D. Rand and L.-S. Young, Eds., vol. 898 of Lecture Notes in Mathematics, pp. 366–381, Springer, New York, NY, USA, 1981. View at Publisher · View at Google Scholar
  29. G. B. Mindlin and R. Gilmore, “Topological analysis and synthesis of chaotic time series,” Physica D: Nonlinear Phenomena, vol. 58, no. 1–4, pp. 229–242, 1992. View at Publisher · View at Google Scholar · View at MathSciNet · View at Scopus
  30. Y. Liu, M. Kankaanpää, J. P. Zbilut, and C. L. Webber Jr., “EMG recurrence quantifications in dynamic exercise,” Biological Cybernetics, vol. 90, no. 5, pp. 337–348, 2004. View at Publisher · View at Google Scholar · View at Zentralblatt MATH · View at Scopus
  31. B. R. Jensen, M. Pilegaard, and G. Sjøgaard, “Motor unit recruitment and rate coding in response to fatiguing shoulder abductions and subsequent recovery,” European Journal of Applied Physiology, vol. 83, no. 2-3, pp. 190–199, 2000. View at Publisher · View at Google Scholar · View at Scopus
  32. D. Farina, L. Fattorini, F. Felici, and G. Filligoi, “Nonlinear surface EMG analysis to detect changes of motor unit conduction velocity and synchronization,” Journal of Applied Physiology, vol. 93, no. 5, pp. 1753–1763, 2002. View at Publisher · View at Google Scholar · View at Scopus
  33. K. Walker-Bone and C. Cooper, “Hard work never hurt anyone: or did it? A review of occupational associations with soft tissue musculoskeletal disorders of the neck and upper limb,” Annals of the Rheumatic Diseases, vol. 64, no. 10, pp. 1391–1396, 2005. View at Publisher · View at Google Scholar · View at Scopus
  34. S. Kvarnström, “Occurrence of musculoskeletal, disorders in a manufacturing industry with special attention to occupational shoulder disorders,” Scandinavian Journal of Rehabilitation Medicine, Supplement, vol. 8, no. 1, pp. 1–114, 1983. View at Google Scholar
  35. H. Christensen, “Muscle activity and fatigue in the shoulder muscles during repetitive work—an electromyographic study,” European Journal of Applied Physiology and Occupational Physiology, vol. 54, no. 6, pp. 596–601, 1986. View at Publisher · View at Google Scholar · View at Scopus
  36. L. Rosendal, A. K. Blangsted, J. Kristiansen et al., “Interstitial muscle lactate, pyruvate and potassium dynamics in the trapezius muscle during repetitive low-force arm movements, measured with microdialysis,” Acta Physiologica Scandinavica, vol. 182, no. 4, pp. 379–388, 2004. View at Publisher · View at Google Scholar · View at Scopus
  37. G. Sjøgaard, G. Savard, and C. Juel, “Muscle blood flow during isometric activity and its relation to muscle fatigue,” European Journal of Applied Physiology and Occupational Physiology, vol. 57, no. 3, pp. 327–335, 1988. View at Publisher · View at Google Scholar · View at Scopus
  38. G. W. Kroon and M. Naeije, “Recovery of the human biceps electromyogram after heavy eccentric, concentric or isometric exercise,” European Journal of Applied Physiology and Occupational Physiology, vol. 63, no. 6, pp. 444–448, 1991. View at Publisher · View at Google Scholar · View at Scopus
  39. E. Henneman, G. Somjen, and D. O. Carpenter, “Excitability and inhibitability of motoneurons of different sizes,” Journal of Neurophysiology, vol. 28, no. 3, pp. 599–620, 1965. View at Google Scholar · View at Scopus
  40. B. Rolander, D. Jonker, A. Karsznia, and T. Öberg, “Evaluation of muscular activity, local muscular fatigue, and muscular rest patterns among dentists,” Acta Odontologica Scandinavica, vol. 63, no. 4, pp. 189–195, 2005. View at Publisher · View at Google Scholar · View at Scopus
  41. Santy and S. Z. Dawal, “Investigation on time to fatigue for upper limb muscle during a repetitive light assembly task,” in Proceedings of the International MultiConference of Engineers and Computer Scientists (IMECS '10), vol. 3, pp. 1584–1588, March 2010. View at Scopus