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Sensor Fault Detection and Compensation with Performance Prescription for Robotic Manipulators

S. Mohammadreza Ebrahimi, Farid Norouzi, Hossein Dastres, Reza Faieghi, Mehdi Naderi, Milad Malekzadeh

Abstract

This paper focuses on sensor fault detection and compensation for robotic manipulators. The proposed method features a new adaptive observer and a new terminal sliding mode control law established on a second-order integral sliding surface. The method enables sensor fault detection without the need to know the bounds on fault value and/or its derivative. It also enables fast and fixed-time fault-tolerant control whose performance can be prescribed beforehand by defining funnel bounds on the tracking error. The ultimate boundedness of the estimation errors for the proposed observer and the fixed-time stability of the control system are shown using Lyapunov stability analysis. The effectiveness of the proposed method is verified using numerical simulations on two different robotic manipulators, and the results are compared with existing methods. Our results demonstrate performance gains obtained by the proposed method compared to the existing results.

Sensor Fault Detection and Compensation with Performance Prescription for Robotic Manipulators

Abstract

This paper focuses on sensor fault detection and compensation for robotic manipulators. The proposed method features a new adaptive observer and a new terminal sliding mode control law established on a second-order integral sliding surface. The method enables sensor fault detection without the need to know the bounds on fault value and/or its derivative. It also enables fast and fixed-time fault-tolerant control whose performance can be prescribed beforehand by defining funnel bounds on the tracking error. The ultimate boundedness of the estimation errors for the proposed observer and the fixed-time stability of the control system are shown using Lyapunov stability analysis. The effectiveness of the proposed method is verified using numerical simulations on two different robotic manipulators, and the results are compared with existing methods. Our results demonstrate performance gains obtained by the proposed method compared to the existing results.
Paper Structure (17 sections, 117 equations, 12 figures)

This paper contains 17 sections, 117 equations, 12 figures.

Figures (12)

  • Figure 1: Block diagram of the proposed fault estimation and compensation method
  • Figure 2: Two-link rigid robotics manipulator system
  • Figure 3: Tracking error within the bounds of the performance prescription function with $\mu_0=5$, $\mu_\infty$ = 2, and $l=0.1$.
  • Figure 4: Tracking error within the bounds of the performance prescription function $\mu_0=1$, $\mu_\infty$ = 0.01, and $l=10$.
  • Figure 5: Time trajectory of robot joint positions for the proposed method, Gao et al. gao2021elm and Ma et al. ma2016simultaneous
  • ...and 7 more figures