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무향 칼만 필터를 이용한 타이어 수직하중 변화 추정open accessEstimation of Vertical Load Variation on a Tire Using Unscented Kalman Filter

Other Titles
Estimation of Vertical Load Variation on a Tire Using Unscented Kalman Filter
Authors
김석원정용우김진성이승희정정주
Issue Date
Jan-2020
Publisher
Korean Society of Automotive Engineers
Keywords
Chassis control; Lateral load transfer; Road friction coefficient; Roll dynamis; Unscented kalman filter; Vertical tire forces; 롤 역학; 샤시 제어; 무향 칼만 필터; 타이어 수직력; 황방향 하중이동; 도로 마찰 계수
Citation
Transactions of the Korean Society of Automotive Engineers, v.28, no.1, pp.43 - 52
Indexed
SCOPUS
KCI
Journal Title
Transactions of the Korean Society of Automotive Engineers
Volume
28
Number
1
Start Page
43
End Page
52
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/146406
DOI
10.7467/KSAE.2020.28.1.043
ISSN
1225-6382
Abstract
In this study, we present an estimator of vertical tire forces based on Unscented Kalman Filter(UKF) to improve the performance of the chassis control. When the vehicle is maneuvered to change lanes, the vertical load transfer caused by the centrifugal force can affect cornering stability and rollover. In the previous study, a Kalman Filter with a fixed gain, obtained from infinite horizon, has been conventionally used. However, this estimator does not fully compensate for the model's uncertainty on slippery road conditions. To reflect the model's uncertainty effectively, this paper is proposing a new estimator of vertical tire forces with UKF. Moreover, to reflect roll behavior on the low road friction coefficient accurl-ately, we used roll rate information. The effectiveness and the performance of the proposed method were validated by using CarSim for vehicle dynamics.
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