Fuzzy control with amplitude/pulse-width modulation of nerve electrical stimulation for muscle force control

Chou-Ching Lin, W. C. Liu, C. C. Chan, Ming-Shaung Ju

Research output: Contribution to journalArticle

6 Citations (Scopus)

Abstract

The main goal of this study was to study the performance of fuzzy logic controllers combined with simplified hybrid amplitude/pulse-width (AM/PW) modulation to regulate muscle force via nerve electrical stimulation. The recruitment curves with AM/PW and AM modulations were constructed for the calf muscles of rabbits. Integrated with the modulation methods, a proportional-integral-derivative (PID) and three fuzzy logic controllers were designed and applied for the electrical stimulation of tibial nerves to control the ankle torque under isometric conditions. The performance of the two modulation methods combined with the four controllers was compared when the ankle was fixed at three positions for both in vivo experiments and model simulations using a nonlinear muscle model. For the animal experiments, AM/PW modulation performed better than AM modulation alone. The fuzzy PI controller performed marginally better and was resistant to external noises, though it tended to have a larger overshoot. The performance of the controllers had a similar trend in the three different joint positions, and the simulation results with the nonlinear model matched the experimental results well. In conclusion, AM/PW modulation improved controller performance, while the contribution of fuzzy logic was only marginal.

Original languageEnglish
Article number026026
JournalJournal of Neural Engineering
Volume9
Issue number2
DOIs
Publication statusPublished - 2012 Apr 1

Fingerprint

Fuzzy Logic
Force control
Fuzzy control
Pulse width modulation
Electric Stimulation
Muscle
Nonlinear Dynamics
Ankle
Muscles
Controllers
Modulation
Fuzzy logic
Tibial Nerve
Torque
Noise
Joints
Rabbits
Animals
Experiments
Derivatives

All Science Journal Classification (ASJC) codes

  • Biomedical Engineering
  • Cellular and Molecular Neuroscience

Cite this

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Fuzzy control with amplitude/pulse-width modulation of nerve electrical stimulation for muscle force control. / Lin, Chou-Ching; Liu, W. C.; Chan, C. C.; Ju, Ming-Shaung.

In: Journal of Neural Engineering, Vol. 9, No. 2, 026026, 01.04.2012.

Research output: Contribution to journalArticle

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