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
Link To Document