A stochastic model of knee angle in response to electrical stimulation of the quadriceps and hamstrings muscles

Artif Organs. 2011 Dec;35(12):1169-74. doi: 10.1111/j.1525-1594.2011.01228.x. Epub 2011 Aug 2.

Abstract

A novel stochastic model of knee angle in response to stimulation of the quadriceps and hamstrings muscle groups is presented. This model includes uncertainty due to fatigue and day-to-day changes in the stimulated muscles. The model consists of a normally distributed random variable whose mean and standard deviation vary with time and is characterized using data from a complete spinal cord injuries subject. The experimental data show a significant difference between the left and right legs under certain conditions, and suggest that fatigue-related and day-to-day variation may also be important. The purpose of this model is to generate more realistic electrically stimulated knee movements. This stochastic modeling technique could be incorporated into a comprehensive model of a joint actuated with electrical stimulation, and has great potential as a tool for analyzing closed-loop performance of electrically stimulated systems.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Electric Stimulation Therapy*
  • Humans
  • Knee Joint / physiology*
  • Knee Joint / physiopathology
  • Models, Biological
  • Models, Statistical
  • Muscle Fatigue*
  • Muscle, Skeletal / physiology
  • Muscle, Skeletal / physiopathology
  • Quadriceps Muscle / physiology*
  • Quadriceps Muscle / physiopathology
  • Spinal Cord Injuries / physiopathology
  • Spinal Cord Injuries / therapy*
  • Stochastic Processes