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基于多光谱卫星影像的小麦种植分布遥感监测方法研究

陈春晖 梁树能 李金超

安徽农业科学2025,Vol.53Issue(9):196-202,7.
安徽农业科学2025,Vol.53Issue(9):196-202,7.DOI:10.3969/j.issn.0517-6611.2025.09.042

基于多光谱卫星影像的小麦种植分布遥感监测方法研究

Study on Remote Sensing Method of Wheat Planting Area Monitoring Based on Multispectral Satellites Images

陈春晖 1梁树能 2李金超1

作者信息

  • 1. 安徽省基础测绘信息中心/江淮耕地资源保护与生态修复重点实验室,安徽 合肥 230031
  • 2. 自然资源部国土卫星遥感应用中心,北京 100048
  • 折叠

摘要

Abstract

This study adopted a remote sensing method of wheat planting area monitoring.Based on multispectral remote sensing images,an experiment was carried out in a 440 km2 area which was part of Suzhou City.NDVI time series of Sentinel-2 satellites was established,and S-G method was used to smooth the NDVI time series.U-Net method was employed to identify wheat planting area while other two methods,SAM and MLP,were used for comparison.The result showed that all of three methods could achieve the accuracy level of 80%.U-Net had the lowest omission rate,and SAM had the lowest error rate.U-Net which achieved the overall accuracy of 83.15%,is the best method under the same condition.

关键词

多光谱/归一化植被指数/U-Net模型/光谱匹配/人工神经网络

Key words

Multispectral/NDVI/U-Net/SAM/MLP

分类

农业科技

引用本文复制引用

陈春晖,梁树能,李金超..基于多光谱卫星影像的小麦种植分布遥感监测方法研究[J].安徽农业科学,2025,53(9):196-202,7.

基金项目

安徽省自然资源科技项目(2023-K-2). (2023-K-2)

安徽农业科学

0517-6611

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