the emg signal emg - force relationship signal processing.3

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The EMG Signal EMG - Force Relationship Signal Processing.3

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Page 1: The EMG Signal EMG - Force Relationship Signal Processing.3

The EMG Signal

EMG - Force Relationship

Signal Processing.3

Page 2: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship

An EMG signal will not necessarily reflect the total amount of force (or torque) a muscle can generate– The number of motor units recorded by

electrodes will be less than the total number of motor units that are firing - electrodes can’t pick-up all motor units

Page 3: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Amplitude

If a newly recruited motor unit is close to the electrode the relative increase in the EMG signal amplitude will be greater than the corresponding increase in force

If a motor unit is too far from the electrode the amplitude will not change but the force will increase

Page 4: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Amplitude

Motor unit firing rate will increase as force demand increases– Initially force rises rapidly due to increased

firing rate» EMG amplitude will increase less rapidly

Page 5: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Firing Rate

As force output increases beyond the rate of newly recruited motor units

» Firing rate will increase

» Force produced by the motor unit will saturate

Page 6: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Firing Rate

As force output increases beyond the rate of newly recruited motor units

» Firing rate will increase» Force produced by the motor unit will saturate

Total EMG amplitude increases more than force output (i.e., non-linear)

EMG Force

Motor Unit Firing RateMotor Unit Firing Rate

Page 7: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Isometric vs. Isotonic Contractions

Lippold (1952), Close (1972) & Bigland-Ritchie (1981) often cited in suggesting there is a linear relationship between IEMG and tension.

Zuniga and Simmon (1969) & Vrendenbregt and Rau (1973) suggested a non-linear relationship exists

Page 8: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Isometric vs. Isotonic Contractions

Page 9: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Isometric vs. Isotonic Contractions

During isotonic contractions force production lags EMG– Motor unit twitch (contraction) reaches peak 40

- 100 msec after motor unit activates– Summation of twitch contractions summates

the delay (Inman et al., 1952; Gottlieb and Agarwal (1971)

EMG

Force

Page 10: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Isometric vs. Isotonic Contractions

Working Model: Probably a consensus of opinion that EMG and force are “linear” under isometric condition and non-linear under isotonic conditions (Weir et al., 1992)

Page 11: The EMG Signal EMG - Force Relationship Signal Processing.3

EMG - Force Relationship: Concentric vs. Eccentric Contractions

EMG amplitudes are generally less during negative (eccentric) work vs. positive (concentric) work (Komi, 1973; Komi et al., 1987)– Preloaded tension in tendons (non-contractile

elements) requires less contribution from muscle (contractile elements)

» Less metabolic work required

– EMG ~ muscle metabolism

Page 12: The EMG Signal EMG - Force Relationship Signal Processing.3

Rectification

Translates the raw EMG signal to a single polarity (usually positive)

Facilitates signal processing– Calculation of mean– Integration– Fast Fourier Transform (FFT)

Page 13: The EMG Signal EMG - Force Relationship Signal Processing.3

Rectification - Types

Full-wave Adds the EMG signal below the baseline (usually negative polarity) to the signal above the baseline– Conditioned signal is all

positive polarity

Preferred method– Conserves all signal

energy for analysis

Page 14: The EMG Signal EMG - Force Relationship Signal Processing.3

Rectification - Types

Full-wave Half-wave

Deletes the EMG signal below the baseline

Page 15: The EMG Signal EMG - Force Relationship Signal Processing.3

Rectification - Types

Raw EMG

Full-waveRectified EMG

Half-wave Rectified EMG Delete

Page 16: The EMG Signal EMG - Force Relationship Signal Processing.3

Rectification

Full-wave rectification takes the absolute value of the signal (array of data points)

Page 17: The EMG Signal EMG - Force Relationship Signal Processing.3

Rectification To rectify the signal turn the toggle switch

to the “On” position

Page 18: The EMG Signal EMG - Force Relationship Signal Processing.3

Integration

A method of quantifying the EMG signal– Assigns the signal a numerical value– Permits manipulation

» Calculation Example: Normalization

» Statistical analysis

A form of linear envelope procedure– Measures the area under a curve

Page 19: The EMG Signal EMG - Force Relationship Signal Processing.3

Integration

Area Under a Curve

Units = mV - msec

Page 20: The EMG Signal EMG - Force Relationship Signal Processing.3

Integration - Procedure

EMG signal is Full-wave rectified (Usually) lowpass

filtered– 5 - 8 (10) Hz

Segment selected Integral read (mV-

msec [or secs])

Page 21: The EMG Signal EMG - Force Relationship Signal Processing.3
Page 22: The EMG Signal EMG - Force Relationship Signal Processing.3

Normalization

Question: Is it valid to directly compare the EMG output (e.g., integral) of a muscle across subjects?

Subjects will have muscles with– different physiological cross-sections– different lengths - geometry– different ratios of slow- to fast-twitch fibers– different recruitment patterns– different firing frequencies

Page 23: The EMG Signal EMG - Force Relationship Signal Processing.3

Answer

Probably not!

Page 24: The EMG Signal EMG - Force Relationship Signal Processing.3

Solution Normalize the measurement value against a

maximal effort value Divide the sub-maximal effort value (e.g.,

50%, 75%, etc.) by the maximal effort value The resultant ratio (no units) is the

normalized signal making direct comparison possible

Page 25: The EMG Signal EMG - Force Relationship Signal Processing.3

Isometric or Isotonic Effort? Intuitively, it seems to make sense that the

normalizing maximal effort should be the same as the nature of the effort– Isometric - Isometric– Isotonic/Isokinetic - Isotonic/Isokinetic

Page 26: The EMG Signal EMG - Force Relationship Signal Processing.3

Isometric or Isotonic Effort? Intuitively, it seems to make sense that the

normalizing maximal effort should be the same as the nature of the effort– Isometric - Isometric– Isotonic/Isokinetic - Isotonic/Isokinetic

Because the relationship between the EMG signal and isotonic/isokinetic contractions is probably not linear, most sources recommend normalizing with the isometric maximal effort value (i.e., during MVC)

Page 27: The EMG Signal EMG - Force Relationship Signal Processing.3

Therefore...

Isometric contraction normalized with an isometric MVC

and Isotonic/isokinetic contractions normalized

with an isometric MVC

Page 28: The EMG Signal EMG - Force Relationship Signal Processing.3

Example

Integral during MVC of VM of quadriceps = 5.76 mV - msec

Integral of VM at 50% of a sub-maximal effort = 2.13 mV - msec

2.13 mV - msec5.76 mV - msec

=Ratio: .37

Page 29: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference Sources

Bigland-Richie, B. (1981). EMG/force relations and fatigue of human volunatry contractions. In D.I. Miller (Ed.), Exercise and sport sciences reviews (Vol.9, pp.75-117), Philadelphia: Franklin Institute.

Close, R.I. (1972). Dynamic properties of mammalian skeletal muscles. Physiological Review,52, 129-197.

Page 30: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference SourcesGottlieb, G.L., & G.C. Agarwal, G.C. (1971).

Dynamic relatiosnhip between isometric muscle tension and the electromyogram in man. Journal of Applied Physiology, 30, 345-351.

Inman, V.T., Ralston, J.B. Saunders, J.B., Fienstein, B, & Wright, E.W. (1952). Relation of human electromyogram to muscular tension. Medicine, Biology and Engineering, 8, 187-194.

Page 31: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference Sources

Komi, P.V. (1973). Relationship between muscle tension, EMG, and velocity of contraction under concentric and eccentric work. In J.E. Desmedt, New developments in electromyography and clinical neurophysiology (pp. 596-606), Basel, Switzerland: Karger.

Page 32: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference Sources

Komi, P.V., Kaneko, M., & Aura, O. (1987). EMG activity of the leg extensor muscles with special reference to mechanical efficiency in concentric and eccentric exercise. International Journal of Sports Medicine, 8 (suppl), 22-29.

Lippold, O.C.J. (1952). The relationship between integrated action potentials in a human muscle and its isometric tension. Journal of Physiology, 177, 492-499.

Page 33: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference Sources

Vrendenbregt, J., & Rau, G. (1973). Surface electromyography in relation to force, muscle length and endurance. In J.E. Desmedt (Ed.) New developments in electromyography and clinical neurophysiology (pp. 607-622), Basel, Switzerland: Karger.

Page 34: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference Sources

Zuniga, E.N., & Simons, D.G. (1969). Non-linear relationship between averaged electromyogram potential and muscle tension in normal subjects. Archives of Physical Medicine and Rehabilitation, 50, 613-620.

Page 35: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference Sources

Weir, J.P., McDonough, A.L., & Hill, V. (1996). The effects of joint angle on electromyographic indices of fatigue. European Journal of Applied Physiology and Occupational Physiology, 73, 387-392.

Page 36: The EMG Signal EMG - Force Relationship Signal Processing.3

Reference Sources

Weir, J.P, Wagner, L.L., & Housh, T.J. (1992). Linearity and reliability of the IEMG v. torque relationship for the forearm flexors and leg extensors. American Journal of Physical Medicine and Rehabilitation, 71, 283-287.

Page 37: The EMG Signal EMG - Force Relationship Signal Processing.3