Vehicle running state and tire magic formula parameter joint estimation method

A magic formula, vehicle driving technology, applied in calculation, electrical digital data processing, special data processing applications, etc., can solve problems such as dwelling, poor estimation accuracy and stability

Inactive Publication Date: 2015-03-11
LIAONING UNIVERSITY OF PETROLEUM AND CHEMICAL TECHNOLOGY
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AI Technical Summary

Problems solved by technology

The focus of the research is to estimate the yaw rate and vehicle speed of the vehicle through the Kalman filter and its improved algorithm, and most of them stay in the simulation research stage. Due to the limitations of the Kalman filter itself, the estimation accuracy and stability are also poor; However, there are few studies on the identification of key parameters of vehicles, especially the key parameters of tires, and the research on the joint estimation of vehicle tire parameters and vehicle driving state is especially important for future intelligent driving technology.

Method used

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  • Vehicle running state and tire magic formula parameter joint estimation method
  • Vehicle running state and tire magic formula parameter joint estimation method
  • Vehicle running state and tire magic formula parameter joint estimation method

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Embodiment Construction

[0022] The inventive method is described in detail as follows in conjunction with the accompanying drawings:

[0023] 1) Establish a multi-degree-of-freedom vehicle dynamics equation, and use the Runge-Kutta method to reduce the order of the equation and convert the equation into the form of a Markov chain;

[0024] 2) Initialize the particles according to the estimated physical quantity and prior information, and complete the particle weight calculation;

[0025] 3) Through the auxiliary particle filter technology, through the secondary weighting, the particle distribution is more reasonable;

[0026] 4) The random perturbation technique is adopted in the resampling process, and random perturbation is superimposed on the particles with the largest weight, which increases the diversity of particles while solving particle degradation.

[0027] 5) The estimation of peak factor D, curvature factor E, shape factor C, and slope factor B in the vehicle driving state and the magic f...

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Abstract

The invention relates to a tire key parameter and vehicle running state identification method and belongs to the field of information science. The method comprises the steps of establishing a multi-degree of freedom vehicle kinetic equation, substituting lateral force determined in a tire magic formula into the equation, utilizing a Runge-Kutta method to convert the vehicle kinetic equation into a Markov chain form, achieving vehicle running state and tire magic formula parameter joint estimation through particle filter, introducing an auxiliary variable to enable particle weight change to be more stable through secondary weighting operation, adopting a polynomial sampling method to perform particle re-sampling, introducing a random perturbation method in the re-sampling process to increase particle diversity while improving particle degeneracy, and achieving simultaneous estimation of tire magic formula parameters and a vehicle running state. A good estimation result can be obtained, road adhesion coefficients can be further calculated according to estimated parameters, road surface characteristics can be determined, and a basis is provided for future intelligent vehicle running control.

Description

technical field [0001] The invention belongs to the field of system state and key parameter estimation in information technology, in particular to a method for jointly estimating vehicle driving state and tire magic formula parameters. Background technique [0002] The state estimation in the process of automobile driving is an important problem in automobile dynamics. Its purpose is to determine the important state variables such as longitudinal speed, yaw rate, center of mass side slip angle and yaw angle displacement under the driving state of the car. One of the key technologies of chassis active control. The longitudinal dynamics control of the car depends on the accurate estimation of the longitudinal vehicle speed; the lateral dynamics control of the car depends on the accurate estimation of the yaw rate or the sideslip angle of the center of mass. Although these state variables to be estimated can be directly measured by sensors, they must rely on expensive special ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F17/50
Inventor 包瑞新石成江栗佳张涛于会龙
Owner LIAONING UNIVERSITY OF PETROLEUM AND CHEMICAL TECHNOLOGY
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