首页|基于Sentinel-1 SAR数据的鄱阳湖水体提取方法对比研究

基于Sentinel-1 SAR数据的鄱阳湖水体提取方法对比研究

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遥感水体提取技术在水体规划与监测中发挥着关键作用.针对Sentinel-1 SAR数据的水体提取,首先分析水体及其周围主要地物的后向散射特性,其次引入纹理、地形特征,对比分析阈值法、分类器法和面向对象法的水体提取效果,最后针对鄱阳湖的典型水体环境,提出不同方法的应用策略,以便更有效地提取水体.研究表明:多特征融合提取可减少水体信息的混淆;RF算法对细小水体和边界的提取相对精细,总体精度高达97.8%;针对含有植被的浅水区,SDWI、Otsu等阈值法展现出更好的识别能力;水面上的船体对水体提取的完整性造成影响.研究探讨了 Sentinel-1 SAR数据在鄱阳湖水体提取中的方法适用性,以期为鄱阳湖的水资源监测提供技术支持.
Comparative Study of Water Body Extraction Methods for Poyang Lake Based on Sentinel-1 SAR Data
Remote sensing technique plays a crucial role in water body planning and monitoring.This study focused on water body extraction using Sentinel-1 SAR data.Firstly,the backscattering characteristics of water bodies and their surrounding land features were analyzed.Secondly,in conjunction with texture and terrain attributes,the effectiveness of threshold,classifier,and object-oriented methods for water body extraction were compared.Subsequently,to explore the extraction of typical water environ-ments in Poyang Lake,application strategies for various methods were presented.The results indicate that the fusion of multiple features reduces ambiguity in water body information.The RF algorithm demonstrates precise extraction of small water bodies,achieving an overall accuracy of 97.8%.Threshold methods like SDWI and Otsu exhibit commendable recognition capabilities for shallow water areas with vegetation.Notably,ships on the water surface impact the completeness of water body extraction.This re-search discusses the applicability of Sentinel-1 SAR data for water body extraction,aiming to provide crucial technical support of monitoring water resources in Poyang Lake.

Sentinel-1 SARwater extractionPoyang Lakethreshold methodclassifier method

郭丽清、况润元

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江西理工大学土木与测绘工程学院,江西赣州 341000

Sentinel-1 SAR 水体提取 鄱阳湖 阈值法 分类器法

2024

水文
水利部水文局 水利部水利信息中心

水文

CSTPCD北大核心
影响因子:0.742
ISSN:1000-0852
年,卷(期):2024.44(5)