NMPC-based Controller for Autonomous Vehicles Considering Handling Performance
Version 2 2024-06-06, 00:21Version 2 2024-06-06, 00:21
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conference contribution
posted on 2024-06-06, 00:21 authored by M Rokonuzzaman, Navid MohajerNavid Mohajer, S Nahavandi© 2019 IEEE. Autonomous Vehicles (AVs) have shown an evolutionary impact on the transportation systems by providing several benefits in terms of active safety as well as saving travel cost and time. The growing market of the AVs reflects the fact that different aspects of the AVs are still improving to provide a more comfortable and safer environment for the passengers. One of the subsystems which has potential to be improved is the path tracking controller. This subsystem is mainly responsible for the accurate and safe implementation of the trajectories. In this study, a nonlinear path tracking controller is proposed to improve the handling behavior of the AV. To this aim, a Nonlinear Model Predictive Controller (NMPC) is developed to optimise the tracking error and the handling behaviour of the AV. The constrained optimisation problem is solved using a nonlinear programming approach. The outcomes of the study show that adoption of this technique can result in improvement of handling behaviour and passengers comfort while meeting the requirement of an accurate path tracking.
History
Volume
00Pagination
266-270Location
Delft, The NetherlandsPublisher DOI
Start date
2019-11-06End date
2019-11-08ISBN-13
9781728137872Language
engPublication classification
E1 Full written paper - refereedTitle of proceedings
ICCMA 2019 : Proceedings of the 7th International Conference on Control, Mechatronics and AutomationEvent
Control, Mechatronics and Automation (2019 : 7th : Delft, The Netherlands)Publisher
IEEEPlace of publication
Piscataway, N.J.Publication URL
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Keywords
Autonomous VehicleModel Predictive ControlHandling PerformancePassenger ComfortScience & TechnologyTechnologyAutomation & Control SystemsEngineering, Electrical & ElectronicRoboticsEngineeringWHEELED MOBILE ROBOTSSTEERING CONTROLSTABILIZATIONALGORITHMTRACKING091302 Automation and Control Engineering091303 Autonomous Vehicles080110 Simulation and Modelling880109 Road Safety880199 Ground Transport not elsewhere classified970109 Expanding Knowledge in EngineeringIISRI4602 Artificial intelligence4007 Control engineering, mechatronics and robotics
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