仪器仪表学报2024,Vol.45Issue(7) :313-320.DOI:10.19650/j.cnki.cjsi.J2412575

基于扩张状态观测器的里程计定位补偿无人车轨迹跟踪控制

Trajectory tracking control of unmanned vehicles with odometer positioning compensation based on extended state observer

刘小松 魏昌斌 单泽涛 单泽彪 刘云清
仪器仪表学报2024,Vol.45Issue(7) :313-320.DOI:10.19650/j.cnki.cjsi.J2412575

基于扩张状态观测器的里程计定位补偿无人车轨迹跟踪控制

Trajectory tracking control of unmanned vehicles with odometer positioning compensation based on extended state observer

刘小松 1魏昌斌 1单泽涛 2单泽彪 3刘云清1
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作者信息

  • 1. 长春理工大学电子信息工程学院 长春 130022
  • 2. 诺博橡胶制品有限公司河北省汽车减震与密封橡胶产品技术创新中心 保定 072550
  • 3. 长春理工大学电子信息工程学院 长春 130022;长春气象仪器研究所 长春 130102
  • 折叠

摘要

无人车的轨迹跟踪精度与车载传感器密切相关,应用图像、基站定位等方法容易受到实际中存在的各种干扰的影响导致传感器数据出现误差甚至丢失,进而影响无人车的轨迹跟踪精度.鉴于此本文以差速驱动型无人车为研究对象,提出了一种仅依赖轮式里程计的无人车轨迹跟踪控制方法,同时通过扩张状态观测器来估计总扰动的方式解决里程计在复杂工况下受干扰产生读数偏移以及长时间运行产生的累计误差等问题.本文首先对里程计的定位过程进行了分析,通过对里程计建立扩张状态观测器准确测量影响定位的干扰,并且针对里程计的偏差,采取扰动补偿措施以提升定位精度.随后对车辆的轨迹跟踪动态误差进行了深入研究,并设计了相应的误差方程,以制定轨迹跟踪控制策略.在实际弯曲道路测试中,车辆可以稳定在0.21 m的跟踪误差范围内,验证了本文所提方法的可行性和有效性.

Abstract

The precision of trajectory tracking in autonomous vehicles is closely linked to the performance of onboard sensors.However,various interferences can cause sensor data loss,impacting the vehicle's movement.This article focuses on differential drive unmanned vehicles,proposing a trajectory tracking control method that relies solely on wheel odometers.By expanding the state observer to estimate total disturbances,it addresses the issues of reading deviations caused by interference in complex conditions and cumulative errors from long-term odometer operation.Firstly,the paper analyzes the odometer's positioning process and uses an extended state observer to accurately measure disturbances affecting positioning.Compensation measures are then applied to reduce odometer bias and improve positioning accuracy.Following this,the dynamic tracking errors of the vehicle are thoroughly investigated,leading to the formulation of error equations for a trajectory tracking control strategy.In actual road testing,the vehicle is stabilized within a tracking error range of 0.21 m,verifying the feasibility and effectiveness of the proposed method.

关键词

无人车控制/扩张状态观测器/轮式里程计/扰动补偿/自抗扰控制

Key words

unmanned vehicle control/extended state observer/wheel odometry/disturbance compensation/active disturbance rejection control

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基金项目

吉林省自然科学基金项目(YDZJ202301ZYTS412)

吉林省教育厅产业化培育项目(JJKH20240940CY)

吉林省教育厅科学技术项目(JJKH20240938KJ)

出版年

2024
仪器仪表学报
中国仪器仪表学会

仪器仪表学报

CSTPCD北大核心
影响因子:2.372
ISSN:0254-3087
参考文献量6
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