All major leg muscle groups (i.e., the quadriceps, hamstrings, and gluteus maximus) cooperate to push the pedal while cycling. The RF is most important as a knee extensor
[17], since the primary action of this muscle occurs during the power phase, when the hip and knee are extending [
18,
19]. A time–frequency analysis of surface EMG data can be obtained via a continuous wavelet transform (CWT)
[20]. During repetitive maximum dynamic knee extensions, the decrease in the EMG mean power spectral frequency (MNF) upon contraction time was related to force decreases due to the progression of localized muscle fatigue
[21]. However, there was no significant sign of localized muscle fatigue in 30 min cycling tests on an ergometer
[22], since the decrement in the instantaneous MNF during the exercise was always lower than 5% of the initial value.