安徽科技学院学报2024,Vol.38Issue(4) :78-86.DOI:10.19608/j.cnki.1673-8772.2024.0411

基于AprilTag的农用无人机起降标识与定位算法

Identification and location algorithm of agricultural UAV landing based on AprilTag

高皓宇 国海 王洋 张中杰
安徽科技学院学报2024,Vol.38Issue(4) :78-86.DOI:10.19608/j.cnki.1673-8772.2024.0411

基于AprilTag的农用无人机起降标识与定位算法

Identification and location algorithm of agricultural UAV landing based on AprilTag

高皓宇 1国海 2王洋 1张中杰1
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作者信息

  • 1. 安徽科技学院机械工程学院,安徽凤阳 233100
  • 2. 安徽科技学院电气与电子工程学院,安徽蚌埠 233030
  • 折叠

摘要

目的:实现无人机田间复杂环境下的精准降落,有效解决无人机农田作业时续航不足与生产资料补给的问题.方法:设计一种基于AprilTag的着陆标识,并提出相应的识别算法.标志识别方法为转换颜色空间后,设定颜色与形状的阈值,检测到2个值均在设定范围内,则开启AprilTag检测,解算相机与标志的相对位置,通过控制相对位置实现精准降落.为提高受干扰时识别标志的能力,研究并设计一种基于SURF特征检测的抗干扰算法.结果:复杂工作环境下的定位误差波动较小,采用抗干扰算法使平均识别效率提升约38%.结论:能够满足无人机田间精准起降要求,为无人机起降平台设计提供有益的参考和借鉴.

Abstract

Objective:To achieve precise landing of unmanned aerial vehicles(UAV)in complex agricultural environments and effectively address the issues of insufficient endurance and supply of production materials during UAV field operations.Methods:A landing sign based on AprilTag is designed,and the corresponding recognition algorithm is proposed.The logo recognition method is to set the thresholds of color and shape after converting the color space.When both values are detected to be within the set range,AprilTag detection is started to calculate the relative position between the camera and the logo,and accurate landing can be achieved by controlling the relative position.In order to improve the ability of identifying signs when disturbed,an anti-jamming algorithm based on SURF feature detection is studied and designed.Results:Experiments show that the positioning error fluctuates little in complex working environment,and the average recognition efficiency is improved by about 38%by using anti-jamming algorithm.Conclusion:It can meet the requirements of precise take-off and landing of UAV in the field and provide useful reference for the design of UAV take-off and landing platform.

关键词

机器视觉/图像识别/AprilTag/干扰环境/识别定位

Key words

Machine vision/Logo recognition/AprilTag/Interference environment/Recognition posi-tioning

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基金项目

安徽省高校自然科学研究重大项目(2022AH040234)

出版年

2024
安徽科技学院学报
安徽科技学院

安徽科技学院学报

影响因子:0.434
ISSN:1673-8772
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