A Unified Approach to Threat Assessment and Control for Automotive Active Safety

被引:67
作者
Gray, Andrew [1 ]
Ali, Mohammad [2 ]
Gao, Yiqi [1 ]
Hedrick, J. Karl [1 ]
Borrelli, Francesco [1 ]
机构
[1] Univ Calif Berkeley, Dept Mech Engn, Berkeley, CA 94720 USA
[2] Volvo Car Corp, Act Safety & Chassis, Gothenburg, Sweden
关键词
Active safety; collision avoidance; predictive control; threat assessment; AVOIDANCE;
D O I
10.1109/TITS.2013.2262097
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
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.
引用
收藏
页码:1490 / 1499
页数:10
相关论文
共 23 条
[1]  
Ali M, 2012, IEEE DECIS CONTR P, P6315, DOI 10.1109/CDC.2012.6425989
[2]   An optimal-control-based framework for trajectory planning, threat assessment, and semi-autonomous control of passenger vehicles in hazard avoidance Scenarios [J].
Anderson S.J. ;
Peters S.C. ;
Pilutti T.E. ;
Iagnemma K. .
International Journal of Vehicle Autonomous Systems, 2010, 8 (2-4) :190-216
[3]   Vision-based intelligent vehicles: State of the art and perspectives [J].
Bertozzi, M ;
Broggi, A ;
Fascioli, A .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2000, 32 (01) :1-16
[4]  
Biral F., 2011, P ATT 20 C ASS IT ME, P12
[5]  
Cacciabue C, 2007, Modelling Driver Behaviour in Automotive Environments: Critical Issues in Driver Interactions with Intelligent Transport Systems
[6]  
Distner M., 2009, P 21 INT TECH C ENH
[7]  
Falcone P., 2008, P 9 INT S ADV VEH CO
[8]   Predictive active steering control for autonomous vehicle systems [J].
Falcone, Paolo ;
Borrelli, Francesco ;
Asgari, Jahan ;
Tseng, Hongtei Eric ;
Hrovat, Davor .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2007, 15 (03) :566-580
[9]   Predictive Threat Assessment via Reachability Analysis and Set Invariance Theory [J].
Falcone, Paolo ;
Ali, Mohammad ;
Sjoeberg, Jonas .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2011, 12 (04) :1352-1361
[10]   Combining lanekeeping and vehicle following with hazard maps [J].
Gerdes, JC ;
Rossetter, EJ ;
Saur, U .
VEHICLE SYSTEM DYNAMICS, 2001, 36 (4-5) :391-411