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MPC-based active steering control using multi-rate kaiman filter for autonomous vehicle systems with vision비젼 기반 자율주행을 위한 다중비율 예측기 설계와 모델예측 기반 능동조향 제어

Other Titles
비젼 기반 자율주행을 위한 다중비율 예측기 설계와 모델예측 기반 능동조향 제어
Authors
Kim, Bo-AhLee, Young OkLee, Seung-HiChung, Chung Choo
Issue Date
May-2012
Publisher
대한전기학회
Keywords
Lane detection; Lane keeping system(lks); Model predictive contro(mpc); Multi-rate system; Steering control
Citation
Transactions of the Korean Institute of Electrical Engineers, v.61, no.5, pp.735 - 743
Indexed
SCOPUS
KCI
Journal Title
Transactions of the Korean Institute of Electrical Engineers
Volume
61
Number
5
Start Page
735
End Page
743
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/165654
DOI
10.5370/KIEE.2012.61.5.735
ISSN
1975-8359
Abstract
In this paper, we present model predictive control (MPC) applied to lane keeping system (LKS) based on a vision module. Due to a slow sampling rate of the vision system, the conventional LKS using single rate control may result in uncomfortable steering control rate in a high vehicle speed. By applying MPC using multi-rate Kaiman filter to active steering control, the proposed MPC-based active steering control system prevents undesirable saturated steering control command. The effectiveness of the MPC is validated by simulations for the LKS equipped with a camera module having a slow sampling rate on the curved lane with the minimum radius of 250[m] at a vehicle speed of 30[m/s].
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