Active safety diagnosis of brake-by-wire systems with unscented Kalman filter

Wei-Song Lin, T. Tang
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引用次数: 7

Abstract

Electric vehicle with brake-by-wire system may perform active safety control while keeping the vehicle lithe and nimble. Active safety diagnosis of the brake-by-wire system may find braking component that is on the brink of ceasing effectiveness. The diagnosis relies on using a diagnostic observer to continuously monitor the disk-pad friction coefficient and the tire forces; safety flaw is announced if any observed value violates the safety requirements. This paper presents a design of the diagnostic observer with the unscented Kalman filter. The unscented Kalman filter enforces the parameter observations more adaptive for dealing with the nonlinear vehicle-tire dynamics. The diagnostic observer is verified for active safety diagnosis of a vehicle under many operation conditions; simulation results show that the design is efficacious.
基于无气味卡尔曼滤波的线控制动系统主动安全诊断
采用线控制动系统的电动汽车可以在保持车辆轻便灵活的同时进行主动安全控制。线控制动系统的主动安全诊断可以发现处于失效边缘的制动部件。诊断依赖于使用诊断观测器连续监测盘垫摩擦系数和轮胎力;如果观测值违反安全要求,则宣布存在安全缺陷。本文提出了一种无气味卡尔曼滤波诊断观测器的设计。无气味卡尔曼滤波增强了参数观测值对处理非线性车辆-轮胎动力学的适应性。验证了诊断观测器在多种工况下对车辆进行主动安全诊断;仿真结果表明,该设计是有效的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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