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Hierarchical Control for Trajectory Generation and Tracking Via Active Front Steering

Hellewell, Joseph S.; Popov, Atanas A.; Burnett, Gary E.

Authors

Joseph S. Hellewell

ATANAS POPOV atanas.popov@nottingham.ac.uk
Professor of Engineering Dynamics

GARY BURNETT GARY.BURNETT@NOTTINGHAM.AC.UK
Professor of Transport Human Factors



Abstract

A new hierarchical model predictive controller for autonomous vehicle steering control is presented. The controller generates a path of shortest distance by determining lateral coordinates on a longitudinal grid, while respecting road bounds. This path is then parameterized by arc length before being optimized to restrict the normal acceleration values along the trajectory's arc length. The optimized tra-jectory is then tracked using a nonlinear model predictive control scheme using a bicycle plant model to calculate an optimal steering angle for the tires. The proposed controller is evaluated in simulation during a double-lane-change maneuver, where it generates and tracks a reference trajectory while observing the road boundaries and acceleration limits. Its performance is compared to a controller without path optimization, along with another that uses a smooth, predetermined, reference path instead of creating its own initial reference. It is shown that the proposed controller improves the tracking compared to a controller without path optimization, with a four-times reduction in average lateral tracking error. The average lateral acceleration is also reduced by 6%. The controller also maintains the tracking performance of a controller that uses a smooth reference path, while showing a much greater flexibility due to its ability to create its own initial reference path rather than having to follow a predetermined trajectory.

Citation

Hellewell, J. S., Popov, A. A., & Burnett, G. E. (2020). Hierarchical Control for Trajectory Generation and Tracking Via Active Front Steering. Journal of Dynamic Systems, Measurement, and Control, 142(1), 1-10. https://doi.org/10.1115/1.4044620

Journal Article Type Article
Acceptance Date Jul 9, 2019
Online Publication Date Oct 7, 2019
Publication Date 2020-01
Deposit Date Sep 16, 2019
Publicly Available Date Oct 8, 2020
Journal Journal of Dynamic Systems, Measurement, and Control
Print ISSN 0022-0434
Electronic ISSN 1528-9028
Publisher American Society of Mechanical Engineers
Peer Reviewed Peer Reviewed
Volume 142
Issue 1
Article Number DS-19-1044
Pages 1-10
DOI https://doi.org/10.1115/1.4044620
Public URL https://nottingham-repository.worktribe.com/output/2620543
Publisher URL https://asmedigitalcollection.asme.org/dynamicsystems/article/doi/10.1115/1.4044620/958457/Hierarchical-Control-for-Trajectory-Generation-and
Additional Information © ASME

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