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Pedaling skill training system with visual feedback of muscle activity pattern
Volume 12 (2017) Number 04
- Author :
- Takuhiro SATOTatsushi TOKUYASU
ABSTRACT
For cycling competitors, the pedaling exercise is typically accompanied by a binding pedal system. The purpose of this pedal system is to attach the body of the pedal and the sole of the cycling shoe together in order to allow the cyclist to rotate the crank efficiently. Although the importance of a pedaling skill that streamlines the muscle activity of the leg muscles recruited in the pedaling exercise has been widely recognized in the field of cycling, no instructional method based on scientific evidence has been established yet. Hence, this study first proposes an evaluation standard for the pedaling skill by using the muscle activity data of a skilled cyclist. Subsequently, the training system based on the proposed evaluation standard is developed. The system measures the surface electromyogram of the leg muscles and the angle of crank rotation during the pedaling exercise. In addition, the system employs principal component analysis to extract the features of the muscle activity pattern from a beginner and an intermediate cyclist. Furthermore, the online visualization of their pedaling skill, based on the results of the principal component analysis, is implemented to enable cyclists to objectively monitor their pedaling skill. The experimental results obtained from the developed training system and the relationship between the pedaling skill and the consistency of the muscle activity pattern are discussed. The experimental results revealed the significant aspects of the pedaling skills, in which the consistency of the muscle activity pattern and the motion of pulling the pedal up were relatively clear in the pedaling of the skilled cyclist.
- Keywords
- Principal component analysis, Electromyography, Pedaling exercise, Real-time assessment
- Paper information
- Takuhiro SATO, Tatsushi TOKUYASU, “Pedaling skill training system with visual feedback of muscle activity pattern”, Journal of Biomechanical Science and Engineering, Vol.12, No.4 (2017), p.17-00234. doi:10.1299/jbse.17-00234. Final Version Released on September 15, 2017, Advance Publication Released on August 01, 2017.
Development of Saddle Height Control System for Cycle Road Racer based on SEMG Signals of the Leg Muscles
Volume 08 (2013) Number 01
- Author :
- Tatsushi TOKUYASUShimpei MATSUMOTO
ABSTRACT
The saddle height of a cycle road racer influences the competitive performance of the cyclist. Cyclists can adjust the saddle height carefully according to their kinesthetic sense while riding a bicycle. The saddle height control system we have developed consists of a saddle height control device and a measurement instrument for a surface electromyogram (SEMG). The evaluation criteria for the saddle height based on SEMG signals, which are measured from the leg muscles during pedaling exercise, are established. Our experiments indicate that the saddle height was controlled at a relatively low level regardless of the cycling level of the subjects. The effects of muscle fatigue due to pedaling exercise are suspected to affect these experimental results.
- Keywords
- Sports Cycling Exercise, Bio-Signal Processing, Fuzzy Inference
- Paper information
- Tatsushi TOKUYASU and Shimpei MATSUMOTO, “Development of Saddle Height Control System for Cycle Road Racer based on SEMG Signals of the Leg Muscles”, Journal of Biomechanical Science and Engineering, Vol. 8, No. 1 (2013), pp. 94-103. doi:10.1299/jbse.8.94