DocumentCode :
86061
Title :
A Unified Approach to Threat Assessment and Control for Automotive Active Safety
Author :
Gray, Alison ; Ali, Mohamed ; Yiqi Gao ; Hedrick, J. Karl ; Borrelli, Francesco
Author_Institution :
Dept. of Mech. Eng., Univ. of California, Berkeley, Berkeley, CA, USA
Volume :
14
Issue :
3
fYear :
2013
fDate :
Sept. 2013
Firstpage :
1490
Lastpage :
1499
Abstract :
This paper presents the design of a novel active safety system preventing unintended roadway departures. The proposed framework unifies threat assessment, stability, and control of passenger vehicles into a single combined optimization problem. A nonlinear model predictive control (MPC) problem is formulated, where nonlinear vehicle dynamics, in closed-loop with a driver model, is used to optimize the steering and braking actions needed to keep the driver safe. A model of the driver´s nominal behavior is estimated based on his observed behavior. The driver commands the vehicle, whereas the safety system corrects the driver´s steering and braking actions in case there is a risk that the vehicle will unintentionally depart from the road. The resulting predictive controller is always active, and mode switching is not necessary. We show simulation results detailing the behavior of the proposed controller and experimental results obtained by implementing the proposed framework on embedded hardware in a passenger vehicle. The results demonstrate the capability of the proposed controller to detect and avoid roadway departures while avoiding unnecessary interventions.
Keywords :
automobiles; braking; closed loop systems; embedded systems; nonlinear control systems; optimisation; predictive control; road safety; road vehicles; stability; vehicle dynamics; active predictive controller; automotive active safety system; braking action optimization; closed-loop system; driver model; driver nominal behavior estimation; driver safety; embedded hardware; nonlinear MPC problem; nonlinear model predictive control problem; nonlinear vehicle dynamics; optimization problem; passenger vehicle control; passenger vehicle stability; passenger vehicle threat assessment; roadway departure avoidance; roadway departure detection; steering action optimization; threat assessment; threat control; unified approach; unintended roadway departure prevention; vehicle risk; Active safety; collision avoidance; predictive control; threat assessment;
fLanguage :
English
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1524-9050
Type :
jour
DOI :
10.1109/TITS.2013.2262097
Filename :
6522881
Link To Document :
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