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Neural Network Identification of a Racing Car Tire Model
Joint Authors
Ding, Liang
Gao, Haibo
Wang, Jianfeng
Liu, Yiqun
Li, Jun
Liang, Yuhan
Sun, Tianyao
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-05-29
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
In order to meet the demands of small race car dynamics simulation, a new method of parameter identification in the Magic Formula tire model is presented in this work, based on an analysis of the Magic Formula tire model structure.
A high-precision tire model used for vehicle dynamics simulation is established via this method.
It is difficult for students to build a high-precision tire model because of the complexity of widely used tire models such as Magic Formula and UniTire.
At a pure side slip condition, building a lateral force model is an example, which illustrate the utilization of a multilayer feed-forward neural network to build an intelligent tire model conveniently.
In order to fully understand the difference between the two models, a two-degrees-of-freedom (2 DOF) vehicle model is established.
The advantages, disadvantages, and applicable scope of the two tire models are discussed after comparing the simulation results of the 2 DOF model with the Magic Formula and intelligent tire model.
American Psychological Association (APA)
Wang, Jianfeng& Liu, Yiqun& Ding, Liang& Li, Jun& Gao, Haibo& Liang, Yuhan…[et al.]. 2018. Neural Network Identification of a Racing Car Tire Model. Journal of Engineering،Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1184192
Modern Language Association (MLA)
Wang, Jianfeng…[et al.]. Neural Network Identification of a Racing Car Tire Model. Journal of Engineering No. 2018 (2018), pp.1-11.
https://search.emarefa.net/detail/BIM-1184192
American Medical Association (AMA)
Wang, Jianfeng& Liu, Yiqun& Ding, Liang& Li, Jun& Gao, Haibo& Liang, Yuhan…[et al.]. Neural Network Identification of a Racing Car Tire Model. Journal of Engineering. 2018. Vol. 2018, no. 2018, pp.1-11.
https://search.emarefa.net/detail/BIM-1184192
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1184192