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基于栅格法的农业机器人路径规划方法研究

姜龙腾 迟瑞娟 马悦琦 董乃希 黄修炼 班超 朱晓龙

农机化研究2024,Vol.46Issue(6):19-24,6.
农机化研究2024,Vol.46Issue(6):19-24,6.

基于栅格法的农业机器人路径规划方法研究

Research on Path Planning Method of Agricultural Robot Based on Grid Method

姜龙腾 1迟瑞娟 1马悦琦 1董乃希 1黄修炼 1班超 1朱晓龙1

作者信息

  • 1. 中国农业大学 工学院, 北京 100083||中国农业大学 车辆智能控制实验室, 北京 100083
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摘要

Abstract

Intelligent agricultural robot is an important link to realize the complete replacement of manual labor by ma-chines in unmanned farms,and path planning is an important key technology of agricultural robots.According to the spe-cial working environment of farmland and agronomic requirements,this paper proposes a global path planning method and a local optimal planning method for agricultural robots.The idea of full coverage path planning of farmland is expounded,and the full coverage path planning method based on neural network and the local optimal path planning method based on Dijkstra algorithm are designed.The feasibility of the path planning method is verified by MATLAB simulation test.The grid map is established,and the obstacle information is randomly set to simulate the actual working environment.The re-sults show that the coverage completion rate of the two planning methods of biological excitation and neuron excitation is 100%,and the difference between the path length and the number of turns is small,However,the path repetition rate of the neuron excitation method is 5.49%,which is far less than that of the biological excitation method,which is 12.66%.The full coverage path planning method based on the neuron excitation network method has a lower re tillage rate than the full coverage path planning method based on the biological excitation network method,and can realize the large-scale coverage operation of farmland plots;The local optimal path planning method based on Dijkstra algorithm can realize au-tonomous optimal path planning for obstacle maps with different complexity.

关键词

农业机器人/全覆盖路径规划/避障路径/栅格法

Key words

agricultural robot/full coverage path planning/obstacle avoidance path/grids

分类

农业科技

引用本文复制引用

姜龙腾,迟瑞娟,马悦琦,董乃希,黄修炼,班超,朱晓龙..基于栅格法的农业机器人路径规划方法研究[J].农机化研究,2024,46(6):19-24,6.

基金项目

国家自然科学基金项目(52172396) (52172396)

农机化研究

OA北大核心

1003-188X

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