Precision route planning method based on UAV remote sensing and genetic algorithm for weeding machine

被引:0
|
作者
Kunlin Zou
Han Wang
Fan Zhang
Chunlong Zhang
Deng Kai
机构
[1] China Agricultural University,College of Engineering
[2] Zhejiang Lab,undefined
来源
Applied Intelligence | 2023年 / 53卷
关键词
Weed managemet; Remote sensing; Route planning; GA; Herbicides;
D O I
暂无
中图分类号
学科分类号
摘要
Weeds are one of the most important agricultural hazards. The widespread spraying of herbicides not only wastes chemicals but also pollutes the environment. In this paper, a precisely route planning method for weeding machine based on UAV(Unmanned Aerial Vehicle) images was proposed. A genetic algorithm (GA) was used to optimize the operation route. For genetic algorithm, a new route encoding approach and fitness function were presented. The GA-optimized operating route saves up to 80.03% of working time compared to uniform spraying in the experiment. This method could effectively plan the operation route of spraying machines and reduce herbicide usage. This was important for both cost-saving and environment protection.
引用
收藏
页码:11203 / 11213
页数:10
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