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无人机多光谱遥感对棉花化学打顶的生物量监测研究

徐明军 胡守林 陈兵 万素梅 张志鑫

农业装备与车辆工程2025,Vol.63Issue(9):24-29,6.
农业装备与车辆工程2025,Vol.63Issue(9):24-29,6.DOI:10.3969/j.issn.1673-3142.2025.09.005

无人机多光谱遥感对棉花化学打顶的生物量监测研究

Research on biomass monitoring of cotton chemical topping using UAV multispectral remote sensing

徐明军 1胡守林 1陈兵 2万素梅 1张志鑫1

作者信息

  • 1. 塔里木大学农学院,新疆 阿拉尔 832000
  • 2. 新疆农垦科学院棉花研究所,新疆石河子 832003
  • 折叠

摘要

Abstract

Changes in the biomass of cotton fields after being sprayed with chemical topping agents of different concentrations by UAV were monitored using UAV multispectral images.Key indicators such as the optimal bands,band combinations,and vegetation indices for identifying cotton fields after topping were screened out.A variety of classification models were used to classify two types of images:those based on original images and those based on comprehensive images.The results showed that the maximum likelihood classification model achieved the best performance,with an overall classification accuracy of 84.54%and a Kappa coefficient of 81.73%.UAV multispectral images can monitor changes in cotton biomass after the application of chemical topping agents of different concentrations via UAV and accurately classify the biomass,providing theoretical guidance for the precise evaluation of cotton growth and development after the application of chemical topping agents.

关键词

棉花/无人机/多光谱/化学打顶/分类方法

Key words

cotton/unmanned aerial vehicle/multispectral/chemical topping/classification method

分类

农业科技

引用本文复制引用

徐明军,胡守林,陈兵,万素梅,张志鑫..无人机多光谱遥感对棉花化学打顶的生物量监测研究[J].农业装备与车辆工程,2025,63(9):24-29,6.

基金项目

国家重点研发计划(2023YFD2301200) (2023YFD2301200)

兵团科技计划项目(2023ZD092) (2023ZD092)

新疆"天山英才"计划(2023TSYCCX0126) (2023TSYCCX0126)

农业装备与车辆工程

1673-3142

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