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Linear Parameter Varying Observer for Lane Estimation Using Cylinder Domain in Vehicles

Authors
Kang, C.M.Kim, W.
Issue Date
Nov-2021
Publisher
Institute of Electrical and Electronics Engineers Inc.
Keywords
cylinder domain; lane change; state observer; Vehicle
Citation
IEEE Transactions on Intelligent Transportation Systems, v.22, no.11, pp 7030 - 7039
Pages
10
Journal Title
IEEE Transactions on Intelligent Transportation Systems
Volume
22
Number
11
Start Page
7030
End Page
7039
URI
https://scholarworks.bwise.kr/cau/handle/2019.sw.cau/51945
DOI
10.1109/TITS.2020.3000957
ISSN
1524-9050
1558-0016
Abstract
In this paper, to address the vehicle state estimation problem, we propose an approach that can overcome the practical problems associated with vehicle lane changes on highways. The vehicle state with respect to the road, which is called the lateral offset, jumps in camera vision sensors when the vehicle changes lanes. Thus, we solve this state jump problem by translating the state estimation problem into a new domain called the cylinder domain. We propose a linear parameter varying (LPV) observer to estimate the vehicle states by considering the lane width variation during a lane change. The lane information is estimated by the proposed LPV observer in the cylinder domain; thus, the estimated lane information does not jump. Consequently, the lane estimation performance can be improved during the transient response when the lateral position of the autonomous vehicle crosses over between the original and target lanes in the event of a lane change. The proposed algorithm is validated with real vehicle driving data obtained using a camera vision sensor. © 2000-2011 IEEE.
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Kim, Won Hee
공과대학 (에너지시스템 공학부)
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