4.7 Article

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

期刊

IEEE-ASME TRANSACTIONS ON MECHATRONICS
卷 20, 期 1, 页码 447-456

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TMECH.2014.2334612

关键词

Agricultural robot; autonomous vehicle; decentralized nonlinear model predictive control (NMPC); nonlinear moving horizon estimation (NMHE); tractor-trailer system; tube-based nonlinear model predictive control

资金

  1. IWT-SBO - Institute for the Promotion of Innovation through Science and Technology in Flanders (IWT-Vlaanderen) [80032]

向作者/读者索取更多资源

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 nonlinearmodel 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.

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