Title :
Multirate active steering control for autonomous vehicle lateral maneuvering
Author :
Lee, Seung-Hi ; Lee, Young Ok ; Son, Youngseop ; Chung, Chung Choo
Author_Institution :
Electr. & Comput. Eng., Hanyang Univ., Seoul, South Korea
Abstract :
A multirate steering control scheme is developed for autonomous vehicle lateral maneuvering. The proposed scheme consists of a multirate extended Kalman filter and a state feedback control. The multirate extended Kalman filter is to estimate the vehicle states at a fast rate of the car ECU using multirate sensing - a slow vision-based lane detection by a camera and fast motion detection by inertia sensors. A method to design the multirate decentralized extended Kalman filter is presented. Through application results, the proposed multirate steering control scheme is shown to exhibit significantly improved control performance.
Keywords :
Kalman filters; automobiles; computer vision; nonlinear filters; object detection; sensors; state feedback; autonomous vehicle lateral maneuvering; camera; car ECU; fast motion detection; inertia sensors; multirate active steering control; multirate decentralized extended Kalman filter; multirate sensing; slow vision-based lane detection; state feedback control; vehicle state estimation; Kalman filters; Machine vision; Roads; Sensors; Vehicle dynamics; Vehicles; Velocity measurement;
Conference_Titel :
Intelligent Vehicles Symposium (IV), 2012 IEEE
Conference_Location :
Alcala de Henares
Print_ISBN :
978-1-4673-2119-8
DOI :
10.1109/IVS.2012.6232294