A novel adaptive control approach for path tracking control of autonomous vehicles subject to uncertain dynamics

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1 Citation (Scopus)

Abstract

Autonomous ground vehicles are constantly exposed to matched/mismatched uncertainties and disturbances and different operating conditions. Consequently, robustness to resist the undesirable effect of changes in the nominal parameters of the vehicle is a significant provision for satisfactory path-tracking control of these vehicles. The accomplishment of lateral path-tracking control is an essential task expectable from autonomous ground vehicles, particularly during critical maneuvers, abrupt cornering, and lane changes at high speeds. This paper presents a new control approach based on immersion and invariance control theorem. The asymptotic stability of the proposed method is ensured and the adaptation laws for the parameters are derived based on the I&I stability theorem. The effectiveness of the proposed control method is confirmed for autonomous ground vehicles systems while making a double-lane-change at various forward speeds. The robustness of the proposed control method is evaluated under parametric uncertainties related to the autonomous ground vehicle and different road conditions. The obtained results suggest that the proposed control method holds the capacity to be applied effectively to the path-tracking task of autonomous ground vehicles under a broad range of operating conditions, parametric uncertainness, and external disturbances.
Original languageEnglish
Pages (from-to)2115-2126
Number of pages12
JournalProceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering
Volume234
Issue number8
Early online date22 Feb 2020
DOIs
Publication statusPublished - 1 Jul 2020

Keywords

  • Autonomous vehicles
  • compensator
  • immersion and invariance control
  • parametric uncertainness
  • robustness

ASJC Scopus subject areas

  • Aerospace Engineering
  • Mechanical Engineering

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