JOURNAL ARTICLE

Estimation of Sideslip Angle Based on Extended Kalman Filter

Yupeng HuangChunjiang BaoJian WuYan Ma

Year: 2017 Journal:   Journal of Electrical and Computer Engineering Vol: 2017 Pages: 1-9   Publisher: Hindawi Publishing Corporation

Abstract

The sideslip angle plays an extremely important role in vehicle stability control, but the sideslip angle in production car cannot be obtained from sensor directly in consideration of the cost of the sensor; it is essential to estimate the sideslip angle indirectly by means of other vehicle motion parameters; therefore, an estimation algorithm with real-time performance and accuracy is critical. Traditional estimation method based on Kalman filter algorithm is correct in vehicle linear control area; however, on low adhesion road, vehicles have obvious nonlinear characteristics. In this paper, extended Kalman filtering algorithm had been put forward in consideration of the nonlinear characteristic of the tire and was verified by the Carsim and Simulink joint simulation, such as the simulation on the wet cement road and the ice and snow road with double lane change. To test and verify the effect of extended Kalman filtering estimation algorithm, the real vehicle test was carried out on the limit test field. The experimental results show that the accuracy of vehicle sideslip angle acquired by extended Kalman filtering algorithm is obviously higher than that acquired by Kalman filtering in the area of the nonlinearity.

Keywords:
CarSim Kalman filter Control theory (sociology) Nonlinear system Extended Kalman filter Engineering Electronic stability control Computer science Vehicle dynamics Artificial intelligence Automotive engineering Control (management)

Metrics

9
Cited By
0.55
FWCI (Field Weighted Citation Impact)
10
Refs
0.70
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Vehicle Dynamics and Control Systems
Physical Sciences →  Engineering →  Automotive Engineering
Soil Mechanics and Vehicle Dynamics
Physical Sciences →  Engineering →  Civil and Structural Engineering
Real-time simulation and control systems
Physical Sciences →  Engineering →  Control and Systems Engineering

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