Non-invasive techniques to assess muscle fatigue using biosensors: A review

Muscle fatigue is a common muscle condition which experiences in our daily activity. Muscle fatigue occur when the muscle fail to provide expected force. Electromyography (EMG) has commonly been used to detect muscle fatigue. Effort has been made to improve the current detection using different Myography. Mechanomyogram (MMG) and acoustic myogram (AMG) were used to record mechanical activity of the muscle, which is a useful parameter to detect muscle fatigue. This review discusses the on existing myogram and various signal processing methods and techniques that have been applied. Towards the end of the paper, challenges and future trends are discussed.

[1]  B. Diemont,et al.  Muscle sound and electromyogram spectrum analysis during exhausting contractions in man , 2005, European Journal of Applied Physiology and Occupational Physiology.

[2]  Nacim Betrouni,et al.  Fractal and multifractal analysis: A review , 2009, Medical Image Anal..

[3]  Kenneth Sundaraj,et al.  Mechanomyogram for Muscle Function Assessment: A Review , 2013, PloS one.

[4]  R Merletti,et al.  Comparison of algorithms for estimation of EMG variables during voluntary isometric contractions. , 2000, Journal of electromyography and kinesiology : official journal of the International Society of Electrophysiological Kinesiology.

[5]  Editedby Eleanor Criswell,et al.  Cram's Introduction to Surface Electromyography , 2010 .

[6]  Apostolos Georgakis,et al.  Fatigue analysis of the surface EMG signal in isometric constant force contractions using the averaged instantaneous frequency , 2003, IEEE Transactions on Biomedical Engineering.

[7]  Abdulhamit Subasi,et al.  Muscle Fatigue Detection in EMG Using Time–Frequency Methods, ICA and Neural Networks , 2009, Journal of Medical Systems.

[8]  Travis W. Beck,et al.  Mechanomyographic and electromyographic time and frequency domain responses during submaximal to maximal isokinetic muscle actions of the biceps brachii , 2004, European Journal of Applied Physiology.

[9]  Sound myogram: time and frequency domain analysis , 1989, Images of the Twenty-First Century. Proceedings of the Annual International Engineering in Medicine and Biology Society,.

[10]  S. Andreassen,et al.  Muscle fibre conduction velocity in motor units of the human anterior tibial muscle: a new size principle parameter. , 1987, The Journal of physiology.

[11]  Katsumi Mita,et al.  Mechanomyographic responses during voluntary ramp contractions of the human first dorsal interosseous muscle , 2003, European Journal of Applied Physiology.

[12]  Gregory C. Bogdanis,et al.  Effects of Physical Activity and Inactivity on Muscle Fatigue , 2012, Front. Physio..

[13]  E. Kaplan Muscles Alive. Their Functions Revealed by Electromyography. J. V. Basmajian. Baltimore, The Williams and Wilkins Co., 1962. $8.50 , 1962 .

[14]  Mohan M. Trivedi,et al.  Multimodal information fusion using the iterative decoding algorithm and its application to audio-visual speech recognition , 2008, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing.

[15]  Svend Erik Mathiassen,et al.  Variation of force amplitude and its effects on local fatigue , 2012, European Journal of Applied Physiology.

[16]  Johannes Wagner,et al.  Exploring Fusion Methods for Multimodal Emotion Recognition with Missing Data , 2011, IEEE Transactions on Affective Computing.

[17]  Miriam González-Izal,et al.  New Wavelet Indices to Assess Muscle Fatigue during Dynamic Contractions , 2009 .

[18]  A. J. Fridlund,et al.  Guidelines for human electromyographic research. , 1986, Psychophysiology.

[19]  J. Basmajian Muscles Alive—their functions revealed by electromyography , 1963 .

[20]  D T Barry,et al.  Acoustic signals from frog skeletal muscle. , 1987, Biophysical journal.

[21]  Relationships of the vibromyogram to the surface electromyogram of the human rectus femoris muscle during voluntary isometric contraction. , 1996, Journal of rehabilitation research and development.

[22]  Thilina Dulantha Lalitharatne,et al.  A study on effects of muscle fatigue on EMG-based control for human upper-limb power-assist , 2012, 2012 IEEE 6th International Conference on Information and Automation for Sustainability.

[23]  Jung Kim,et al.  Estimation of elbow flexion force during isometric muscle contraction from mechanomyography and electromyography , 2010, Medical & Biological Engineering & Computing.

[24]  T. Sadoyama,et al.  Frequency analysis of surface EMG to evaluation of muscle fatigue , 2004, European Journal of Applied Physiology and Occupational Physiology.

[25]  A. Veicsteinas,et al.  Time and frequency domain analysis of electromyogram and sound myogram in the elderly , 2004, European Journal of Applied Physiology and Occupational Physiology.

[26]  F. Mohd-Yasin,et al.  Techniques of EMG signal analysis: detection, processing, classification and applications , 2006, Biological Procedures Online.

[27]  Sabine Van Huffel,et al.  Estimation of muscle fatigue using surface electromyography and near-infrared spectroscopy. , 2011, Advances in experimental medicine and biology.

[28]  B. Maton,et al.  Phonomyogram from single motor units during voluntary isometric contraction , 2004, European Journal of Applied Physiology and Occupational Physiology.

[29]  Joseph P. Weir,et al.  Mechanomyographic and electromyographic responses during fatigue in humans: influence of muscle length , 2000, European Journal of Applied Physiology.

[30]  H. Westerblad,et al.  MECHANISMS OF FATIGUE INDUCED BY ISOMETRIC CONTRACTIONS IN EXERCISING HUMANS AND IN MOUSE ISOLATED SINGLE MUSCLE FIBRES , 2009, Clinical and experimental pharmacology & physiology.

[31]  E A Clancy,et al.  Estimation and application of EMG amplitude during dynamic contractions. , 2001, IEEE engineering in medicine and biology magazine : the quarterly magazine of the Engineering in Medicine & Biology Society.

[32]  D T Barry,et al.  Muscle fatigue measured with evoked muscle vibrations , 1992, Muscle & nerve.

[33]  R. Enoka,et al.  Muscle fatigue: what, why and how it influences muscle function , 2008, The Journal of physiology.

[34]  M. Tarata Mechanomyography versus Electromyography, in monitoring the muscular fatigue , 2003, Biomedical engineering online.

[35]  M. Ferdjallah,et al.  Correlation of muscle fatigue indices between intramuscular and surface EMG signals , 2007, Proceedings 2007 IEEE SoutheastCon.

[36]  P. Nohama,et al.  Investigation of muscle behavior during different functional electrical stimulation profiles using Mechanomyography , 2010, 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology.

[37]  V. I. Pustovoĭt,et al.  Choi-Williams transform and atomic functions in digital signal processing , 2007 .

[38]  D T Barry,et al.  Acoustic myography: A noninvasive monitor of motor unit fatigue , 1985, Muscle & nerve.

[39]  M. Naeije,et al.  Recovery of the human biceps electromyogram after heavy eccentric, concentric or isometric exercise , 2004, European Journal of Applied Physiology and Occupational Physiology.

[40]  N. Dimitrova,et al.  Muscle fatigue during dynamic contractions assessed by new spectral indices. , 2006, Medicine and science in sports and exercise.

[41]  A Malanda,et al.  EMG spectral indices and muscle power fatigue during dynamic contractions. , 2010, Journal of electromyography and kinesiology : official journal of the International Society of Electrophysiological Kinesiology.

[42]  R. Puers,et al.  THE ACCELEROMETER MMG MEASUREMENT APPROACH, IN MONITORING THE MUSCULAR FATIGUE , 2001 .

[43]  D T Barry,et al.  Muscle sound frequencies of the frog are modulated by skeletal muscle tension. , 1994, Biophysical journal.

[44]  Mauro Gonçalves,et al.  EMG amplitude and frequency parameters of muscular activity: effect of resistance training based on electromyographic fatigue threshold. , 2009, Journal of electromyography and kinesiology : official journal of the International Society of Electrophysiological Kinesiology.

[45]  Gregory S. Rash,et al.  Electromyography Fundamentals , 1999 .

[46]  Mami Tanaka,et al.  Study on evaluation of muscle conditions using a mechanomyogram sensor , 2011, 2011 IEEE International Conference on Systems, Man, and Cybernetics.

[47]  A. Veicsteinas,et al.  Electromyogram and mechanomyogram changes in fresh and fatigued muscle during sustained contraction in men , 1998, European Journal of Applied Physiology and Occupational Physiology.

[48]  Carlo J. De Luca,et al.  Muscle Fatigue Monitor (MFM): Second Generation , 1985, IEEE Transactions on Biomedical Engineering.

[49]  Lars Arendt-Nielsen,et al.  Muscle fibre conduction velocity, mean power frequency, mean EMG voltage and force during submaximal fatiguing contractions of human quadriceps , 2004, European Journal of Applied Physiology and Occupational Physiology.

[50]  A. Eftekhar,et al.  Applying EMG spike and peak counting for a real-time muscle fatigue monitoring system , 2012, 2012 IEEE Biomedical Circuits and Systems Conference (BioCAS).

[51]  Carlo J. De Luca,et al.  Muscle Fatigue Monitor: A Noninvasive Device for Observing Localized Muscular Fatigue , 1982, IEEE Transactions on Biomedical Engineering.