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 :
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