Advanced biofeedback from surface electromyography signals using fuzzy system

Medical and Biological Engineering and Computing

Volumn 48, Issue 9, 2010, Pages 865-873

  Samani, Afshin ^a,b   Holtermann, Andreas ^b   Søgaard, Karen ^c   Madeleine, Pascal ^a  

^a AALBORG UNIVERSITY   (Denmark)

^b NATIONAL RESEARCH CENTRE FOR THE WORKING ENVIRONMENT   (Denmark)

^c UNIVERSITY OF SOUTHERN DENMARK   (Denmark)

Author keywords

Fuzzy logic; Non uniform activation pattern; Permuted sample entropy; Regularity; Variability

Indexed keywords

COMPUTER WORK; ELECTROMYOGRAPHIC; MUSCLE ACTIVATION; MUSCLE ACTIVITIES; NONUNIFORM; REGULARITY; ROOT MEAN SQUARE; SAMPLE ENTROPY; SURFACE ELECTROMYOGRAPHY SIGNALS; SURFACE EMG; TRAPEZIUS MUSCLE; VARIABILITY;

BIOFEEDBACK; ENTROPY; FUZZY INFERENCE; FUZZY SETS;

MUSCLE;

ADULT; ARTICLE; COMPUTER; CUMULATIVE TRAUMA DISORDER; ELECTROMYOGRAPHY; EVALUATION; FUZZY LOGIC; HUMAN; MALE; METHODOLOGY; OCCUPATIONAL DISEASE; PHYSIOLOGY; PSYCHOPHYSIOLOGY; SHOULDER; SIGNAL PROCESSING; SKELETAL MUSCLE;

ADULT; BIOFEEDBACK, PSYCHOLOGY; COMPUTERS; CUMULATIVE TRAUMA DISORDERS; ELECTROMYOGRAPHY; FUZZY LOGIC; HUMANS; MALE; MUSCLE, SKELETAL; OCCUPATIONAL DISEASES; SHOULDER JOINT; SIGNAL PROCESSING, COMPUTER-ASSISTED; YOUNG ADULT;

EID: 77957770045     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11517-010-0651-9     Document Type: Article

References (39)

1. S Abe MS Lan 1995 A method for fuzzy rules extraction directly from numerical data and its application to pattern classification IEEE Trans Fuzzy Syst 3 18 28 10.1109/91.366565
2. C Alexander R Miley S Stynes PJ Harrison 2007 Differential control of the scapulothoracic muscles in humans J Physiol (Lond.) 580 777 10.1113/jphysiol.2006.126276 1:CAS:528:DC%2BD2sXltVKjtLk%3D
3. Basmajian JV (1989) Biofeedback: principles and practice for clinicians. Williams & Wilkins, Baltimore
4. L Birch L Arendt-Nielsen T Graven-Nielsen H Christensen 2001 An investigation of how acute muscle pain modulates performance during computer work with digitizer and puck Appl Ergon 32 281 286 10.1016/S0003-6870(00)00061-2 1:STN:280:DC%2BD3Mzislaktg%3D%3D 11394468
5. S Brewer DV Eerd BC Amick Iii E Irvin KM Daum F Gerr JS Moore K Cullen D Rempel 2006 Workplace interventions to prevent musculoskeletal and visual symptoms and disorders among computer users: a systematic review J Occup Rehabil 16 317 350 10.1007/s10926-006-9031-6
6. M Costa AL Goldberger CK Peng 2002 Multiscale entropy analysis of complex physiologic time series Phys Rev Lett 89 68102 10.1103/PhysRevLett.89.068102
7. A Crenshaw M Djupsjöbacka Å Svedmark 2006 Oxygenation, EMG and position sense during computer mouse work. Impact of active versus passive pauses Eur J Appl Physiol 97 59 67 10.1007/s00421-006-0138-4 1:STN:280:DC%2BD283itVSrsw%3D%3D 16468061
8. HJ Hermens MMR Hutten 2002 Muscle activation in chronic pain: its treatment using a new approach of myofeedback Int J Ind Ergonomics 30 325 336 10.1016/S0169-8141(02)00134-8
9. A Holtermann K Roeleveld PJ Mork C Grönlund JS Karlsson LL Andersen HB Olsen MK Zebis G Sjøgaard K Søgaard 2008 Selective activation of neuromuscular compartments within the human trapezius muscle J Electromyogr Kinesiol 19 896 902 10.1016/j.jelekin.2008.04.016 18585928
10. A Holtermann K Søgaard H Christensen B Dahl AK Blangsted 2008 The influence of biofeedback training on trapezius activity and rest during occupational computer work: a randomized controlled trial Eur J Appl Physiol 104 983 989 10.1007/s00421-008-0853-0 1:STN:280:DC%2BD1cjhs1Smtw%3D%3D 18704481
11. C Jensen 2003 Development of neck and hand-wrist symptoms in relation to duration of computer use at work Scand J Work Environ Health 29 197 205 12828389
12. C Jensen L Finsen K Hansen H Christensen 1999 Upper trapezius muscle activity patterns during repetitive manual material handling and work with a computer mouse J Electromyogr Kinesiol 9 317 325 10.1016/S1050-6411(99)00007-3 1:STN:280:DyaK1MvlsVegtQ%3D%3D 10527213
13. Khezri M, Jahed M (2007) A novel approach to recognize hand movements via sEMG patterns. In: Engineering in medicine and biology society, 2007, EMBS 2007, 29th annual international conference of the IEEE, pp 4907-4910
14. P Madeleine TMT Madsen 2009 Changes in the amount and structure of motor variability during a deboning process are associated with work experience and neck-shoulder discomfort Appl Ergon 40 887 894 10.1016/j.apergo.2008.12.006 1:STN:280:DC%2BD1MzmtlKgtA%3D%3D 19195644
15. P Madeleine P Vedsted A Blangsted G Sjøgaard K Søgaard 2006 Effects of electromyographic and mechanomyographic biofeedback on upper trapezius muscle activity during standardized computer work Ergonomics 49 921 933 10.1080/00140130600665828 16803724
16. P Madeleine SE Mathiassen L Arendt-Nielsen 2008 Changes in the degree of motor variability associated with experimental and chronic neck-shoulder pain during a standardised repetitive arm movement Exp Brain Res 185 689 698 10.1007/s00221-007-1199-2 18030457
17. P Madeleine M Voigt SE Mathiassen 2008 The size of cycle-to-cycle variability in biomechanical exposure among butchers performing a standardised cutting task Ergonomics 51 1078 1095 10.1080/00140130801958659 18568966
18. SE Mathiassen T Möller M Forsman 2003 Variability in mechanical exposure within and between individuals performing a highly constrained industrial work task Ergonomics 46 800 824 10.1080/0014013031000090125 12745980
19. K Michels 1997 A model-based fuzzy controller Fuzzy Sets Syst 85 223 232 10.1016/0165-0114(95)00359-2
20. T Moller SE Mathiassen H Franzon S Kihlberg 2004 Job enlargement and mechanical exposure variability in cyclic assembly work Ergonomics 47 19 40 10.1080/0014013032000121651 14660216
21. Montgomery DC (1991) Design and analysis of experiments, chap 12, 5th edn. Wiley, New York, pp 511-520
22. C Oberli J Urzua C Saez M Guarini A Cipriano B Garayar G Lema R Canessa C Sacco M Irarrazaval 1999 An expert system for monitor alarm integration J Clin Monit Comput 15 29 35 10.1023/A:1009951928395 1:STN:280:DC%2BD3s%2FmslCltQ%3D%3D 12578059
23. G Palmerud R Kadefors H Sporrong U Jarvholm P Herberts C Hogfors B Peterson 1995 Voluntary redistribution of muscle activity in human shoulder muscles Ergonomics 38 806 815 1:STN:280:DyaK2M3ks1Oiuw%3D%3D 7729405
24. G Palmerud H Sporrong P Herberts R Kadefors 1998 Consequences of trapezius relaxation on the distribution of shoulder muscle forces: an electromyographic study J Electromyogr Kinesiol 8 185 193 10.1016/S1050-6411(97) 00033-3 1:STN:280:DyaK1czktlWhtg%3D%3D 9678153
25. SM Pincus 1991 Approximate entropy as a measure of system complexity Proc Natl Acad Sci 88 2297 2301 10.1073/pnas.88.6.2297 1:STN:280: DC%2BD3MrmtFaisQ%3D%3D 11607165
26. SM Pincus WM Huang 1992 Approximate entropy: statistical properties and applications Commun Stat Theory Methods 21 3061 3077 10.1080/03610929208830963
27. SM Pincus RR Viscarello 1992 Approximate entropy: a regularity measure for fetal heart rate analysis Obstet Gynecol 79 249 1:STN:280: DyaK387hsFantw%3D%3D 1731294
28. SM Pincus IM Gladstone RA Ehrenkranz 1991 A regularity statistic for medical data analysis J Clin Monit Comput 7 335 345 10.1007/BF01619355 1:STN:280:DyaK38%2FnvV2ktg%3D%3D
29. SM Pincus TR Cummins GG Haddad 1993 Heart rate control in normal and aborted-SIDS infants Am J Physiol 264 638
30. JS Richman JR Moorman 2000 Physiological time-series analysis using approximate entropy and sample entropy Am J Physiol Heart Circ Physiol 278 2039 2049
31. MH Rose T Bandholm BR Jensen 2009 Approximate entropy based on attempted steady isometric contractions with the ankle dorsal-and plantarflexors: reliability and optimal sampling frequency J Neurosci Methods 177 212 216 10.1016/j.jneumeth.2008.09.025 18955081
32. T Sadoyama H Miyano 1981 Frequency analysis of surface EMG to evaluation of muscle fatigue Eur J Appl Physiol Occup Physiol 47 239 246 10.1007/BF00422469 1:STN:280:DyaL38%2Fnt1KrsA%3D%3D 7198034
33. A Samani A Holtermann K Søgaard P Madeleine 2009 Active pauses induces more variable electromyographic pattern of the trapezius muscle activity during computer work J Electromyogr Kinesiol 19 e430 e437 10.1016/j.jelekin. 2008.11.011 19135388
34. A Samani A Holtermann K Søgaard P Madeleine 2009 Experimental pain leads to reorganisation of trapezius electromyography during computer work with active and passive pauses Eur J Appl Physiol 106 857 866 10.1007/s00421-009- 1083-9 19479276
35. B Schmidt-Rohlfing F Bergamo S Williams HJ Erli G Rau FU Niethard C Disselhorst-Klug 2006 Interpretation of surface EMGs in children with cerebral palsy: an initial study using a fuzzy expert system J Orthop Res 24 438 447 10.1002/jor.20043 16450406
36. G Sjøgaard K Søgaard 1998 Muscle injury in repetitive motion disorders Clin Orthop 351 21 9646743
37. DE Vaillancourt KM Newell 2002 Changing complexity in human behavior and physiology through aging and disease Neurobiol Aging 23 1 11 10.1016/S0197-4580(01)00310-4 11755010
38. B Visser JH van Dieën 2006 Pathophysiology of upper extremity muscle disorders J Electromyogr Kinesiol 16 1 16 10.1016/j.jelekin.2005.06.005 16099676
39. G Voerman L Sandsjö M Vollenbroek-Hutten C Groothuis-Oudshoorn H Hermens 2004 The influence of different intermittent myofeedback training schedules on learning relaxation of the trapezius muscle while performing a gross-motor task Eur J Appl Physiol 93 57 64 10.1007/s00421-004-1161-y 1:STN:280:DC%2BD2crnvFahtg%3D%3D 15232700