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Discrete-Time LPV H-2 Observer With Nonlinear Bounded Varying Parameter and Its Application to the Vehicle State Observer

Title
Discrete-Time LPV H-2 Observer With Nonlinear Bounded Varying Parameter and Its Application to the Vehicle State Observer
Author
정정주
Keywords
Linear parameter varying (LPV); observers; road vehicles
Issue Date
2018-11
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, v. 65, no. 11, page. 8768-8777
Abstract
In this paper, we designed a unique structure and developed a novel linear parameter varying (LPV) formulation design for a vehicle-model-based state observer. The design problem for a vehicle state observer was totally reformulated into an LPV system that depended on online accessible time-varying parameters. The proposed LPV formulation, which is presented for the first time in this paper, did not require high computational costs compared to a conventional approach using an extended Kalman filter (EKF) including a nonlinear term. With regard to vehicle state estimation using a global positioning system, we considered the measured course angle as a varying parameter. Observer gain scheduling was determined using an H-2 filter based on the linear matrix inequality approach. The state observer gain using a discrete-time H-2 filter couldminimize the error from a disturbance to a state. The stability of the proposed algorithm is proven, and the performance of the proposed method was demonstrated with an experimental test through a performance comparison with the EKF.
URI
https://ieeexplore.ieee.org/document/8310581https://repository.hanyang.ac.kr/handle/20.500.11754/120689
ISSN
0278-0046; 1557-9948
DOI
10.1109/TIE.2018.2813961
Appears in Collections:
COLLEGE OF ENGINEERING[S](공과대학) > ELECTRICAL AND BIOMEDICAL ENGINEERING(전기·생체공학부) > Articles
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