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基于B样条优化的改进纯追踪农机导航曲线跟踪方法

张闻宇 胡力文 王辉 张国城 罗锡文 张智刚

农业机械学报2024,Vol.55Issue(9):42-51,115,11.
农业机械学报2024,Vol.55Issue(9):42-51,115,11.DOI:10.6041/j.issn.1000-1298.2024.09.003

基于B样条优化的改进纯追踪农机导航曲线跟踪方法

Improved Pure Pursuit Agricultural Machinery Navigation Curve Path Tracking Method Based on B-spline Optimization

张闻宇 1胡力文 2王辉 3张国城 2罗锡文 1张智刚1

作者信息

  • 1. 华南农业大学南方农业机械与装备关键技术教育部重点实验室,广州 510642||广东省农业人工智能重点实验室,广州 510642
  • 2. 华南农业大学南方农业机械与装备关键技术教育部重点实验室,广州 510642
  • 3. 潍柴雷沃智慧农业科技股份有限公司,潍坊 261200
  • 折叠

摘要

Abstract

Aiming at the influence of the smoothness of the sampling path of driving agricultural machinery on the tracking effect and the low tracking adaptability caused by the variable curvature of the curve path,a fuzzy pure tracking control method with integral compensation based on B-spline path optimization was proposed.Firstly,B-spline interpolation method was used to smooth and optimize the sampling path information.Based on the driving law,the interaction between the curvature of agricultural machinery and the operating speed on the tracking control was analyzed,and the pure tracking control method of fuzzy adjusting the forward-looking distance was designed.According to the previous test results,the pure tracking forward-looking distance was fuzzy adjusted by the tractor speed and the average curvature of the forward-looking path.At the same time,the tracking lateral deviation was used to design the front wheel angle integral compensation to reduce the steady-state error.The Simulink simulation model of curve tracking was designed and constructed,and the simulation experiment was carried out.The simulation results showed that the average absolute and maximum absolute lateral deviation of the improved method were reduced by 4.8%and 7.1%compared with that of the traditional pure tracking control method.The sinusoidal curve tracking test of agricultural machinery in the field was carried out.The interpolation path comparison test results showed that the tracking error after path interpolation was reduced by 75.9%compared with that before interpolation.The control algorithm comparison test results showed that when the agricultural machinery tracked the sinusoidal path with different amplitudes at speeds of 1.0 m/s,1.5 m/s and 2.5 m/s,the average absolute transverse deviation of the improved pure tracking method was reduced by 36.80%,62.50%and 61.03%,and the average standard deviation was reduced by 27.8%,24.0%and 46.3%,respectively.Finally,the random sampling path in the field was tracked.When the speed was 2.5 m/s,the horizontal deviation standard deviation was 0.06 m.This method effectively improved the accuracy of agricultural machinery curve path tracking,and met the agricultural production needs of curve operation.

关键词

农机导航曲线/B样条曲线/改进纯追踪/模糊控制/积分补偿

Key words

agricultural machinery navigation curves/B-spline curve/improve pure pursuit/fuzzy control/integral compensation

分类

农业科技

引用本文复制引用

张闻宇,胡力文,王辉,张国城,罗锡文,张智刚..基于B样条优化的改进纯追踪农机导航曲线跟踪方法[J].农业机械学报,2024,55(9):42-51,115,11.

基金项目

国家重点研发计划项目(2022YFD200160103)和山东省重点研发计划项目(2022SFGC0202) (2022YFD200160103)

农业机械学报

OA北大核心CSTPCD

1000-1298

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