Control System of a Lower-Extremity Exoskeleton Based on the Artificial Neural Network

Stud Health Technol Inform. 2020 Sep 4:273:91-96. doi: 10.3233/SHTI200620.

Abstract

A lower-extremity exoskeleton can facilitate the lower limbs' rehabilitation by providing additional structural support and strength. This article discusses the design and implementation of a functional prototype of lower extremity brace actuation and its wireless communication control system. The design provides supportive torque and increases the range of motion after complications reducing muscular strength. The control system prototype facilitates elevating a leg, gradually followed by standing and slow walking. The main control modalities are based on an Artificial Neural Network (ANN). The prototype's functionality was tested by time-angle graphs. The final prototype demonstrates the potential application of the ANN in the control system of exoskeletons for joint impairment therapy.

Keywords: Keras; Lower-extremity; control system; exoskeleton; neural network; walking.

MeSH terms

  • Exoskeleton Device*
  • Lower Extremity
  • Neural Networks, Computer
  • Torque
  • Walking