• DocumentCode
    8846
  • Title

    Robust Tube-Based Decentralized Nonlinear Model Predictive Control of an Autonomous Tractor-Trailer System

  • Author

    Kayacan, Erdal ; Kayacan, Erdal ; Ramon, Herman ; Saeys, Wouter

  • Author_Institution
    Dept. of Biosyst., Univ. of Leuven, Leuven, Belgium
  • Volume
    20
  • Issue
    1
  • fYear
    2015
  • fDate
    Feb. 2015
  • Firstpage
    447
  • Lastpage
    456
  • Abstract
    This paper addresses the trajectory tracking problem of an autonomous tractor-trailer system by using a decentralized control approach. A fully decentralized model predictive controller is designed in which interactions between subsystems are neglected and assumed to be perturbations to each other. In order to have a robust design, a tube-based approach is proposed to handle the differences between the nominal model and real system. Nonlinear moving horizon estimation is used for the state and parameter estimation after each new measurement, and the estimated values are fed to robust tube-based decentralized nonlinear model predictive controller. The proposed control scheme is capable of driving the tractor-trailer system to any desired trajectory ensuring high control accuracy and robustness against neglected subsystem interactions and environmental disturbances. The experimental results show an accurate trajectory tracking performance on a bumpy grass field.
  • Keywords
    agricultural machinery; control system synthesis; decentralised control; mobile robots; nonlinear control systems; parameter estimation; perturbation techniques; predictive control; remotely operated vehicles; robust control; state estimation; trajectory control; autonomous tractor-trailer system; bumpy grass field; environmental disturbances; fully decentralized model predictive controller; nonlinear moving horizon estimation; parameter estimation; perturbations; robust tube-based decentralized nonlinear model predictive control; state estimation; trajectory tracking problem; tube-based approach; Agricultural machinery; Mathematical model; Optimization; Real-time systems; Robustness; Trajectory; Wheels; Agricultural robot; autonomous vehicle; decentralized nonlinear model predictive control (NMPC); nonlinear moving horizon estimation (NMHE); tractor–trailer system; tractor??trailer system; tube-based nonlinear model predictive control;
  • fLanguage
    English
  • Journal_Title
    Mechatronics, IEEE/ASME Transactions on
  • Publisher
    ieee
  • ISSN
    1083-4435
  • Type

    jour

  • DOI
    10.1109/TMECH.2014.2334612
  • Filename
    6870427