Data-driven automatic parking constrained control for four-wheeled mobile vehicles

Author:

Yan Wenxu1,Deng Jing1,Xu Dezhi1

Affiliation:

1. School of Internet of Things Engineering, Institute of Electrical Engineering and Intelligent Equipment, Jiangnan University, Wuxi, China

Abstract

In this article, a novel data-driven constrained control scheme is proposed for automatic parking systems. The design of the proposed scheme only depends on the steering angle and the orientation angle of the car, and it does not involve any model information of the car. Therefore, the proposed scheme-based automatic parking system is applicable to different kinds of cars. In order to further reduce the desired trajectory coordinate tracking errors, a coordinates compensation algorithm is also proposed. In the design procedure of the controller, a novel dynamic anti-windup compensator is used to deal with the change magnitude and rate saturations of automatic parking control input. It is theoretically proven that all the signals in the closed-loop system are uniformly ultimately bounded based on Lyapunov stability analysis method. Finally, a simulation comparison among the proposed scheme with coordinates compensation and Proportion Integration Differentiation (PID) control algorithm is given. It is shown that the proposed scheme with coordinates compensation has smaller tracking errors and more rapid responses than PID scheme.

Publisher

SAGE Publications

Subject

Artificial Intelligence,Computer Science Applications,Software

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