Nonlinear Intelligent Control of Two Link Robot Arm by Considering Human Voluntary Components

Sensors (Basel). 2022 Feb 12;22(4):1424. doi: 10.3390/s22041424.

Abstract

This paper proposes a nonlinear intelligent control of a two link robot arm by considering human voluntary components. In general, human arm viscoelastic properties are regulated in different manners according to various task requirements. The viscoelasticity consists of joint stiffness and viscosity. The research of the viscoelasticity can improve the development of industrial robots, rehabilitation and sports etc. So far, some results have been shown using filtered human arm viscoelasticity measurements. That is, human motor command is removed. As a result, the dynamics of human voluntary component during movements is omitted. In this paper, based on the feedforward characteristics of human multi joint arm, a model is obtained by considering human voluntary components using a support vector regression technique. By employing the learned model, a nonlinear intelligent control of two link robot arm is proposed. Experimental results confirm the effectiveness of this proposal.

Keywords: feedforward control; human arm viscoelastic; nonlinear intelligent control; support vector regression.

MeSH terms

  • Humans
  • Movement
  • Robotics*
  • Viscosity