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首页> 外文期刊>Journal of Geographic Information System >Soil Salinity Detection in Semi-Arid Region Using Spectral Unmixing, Remote Sensing and Ground Truth Measurements
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Soil Salinity Detection in Semi-Arid Region Using Spectral Unmixing, Remote Sensing and Ground Truth Measurements

机译:半干旱地区土壤盐度检测使用光谱解密,遥感和地面真理测量

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摘要

Soil salinity is one of the serious environmental problems ravaging the soils of arid and semi-arid region, thereby affecting crop productivity, livestock, increase level of poverty and land degradation. Hyperspectral remote sensing is one of the important techniques to monitor, analyze and estimate the extent and severity of soil salt at regional to local scale. In this study we develop a model for the detection of salt-affected soils in arid and semi-arid regions and in our case it’s Ghannouch, Gabes. We used fourteen spectral indices and six spectral bands extracted from the Hyperion data. Linear Spectral Unmixing technique (LSU) was used in this study to improve the correlation between electrical conductivity and spectral indices and then improve the prediction of soil salinity as well as the reliability of the model. To build the model a multiple linear regression analysis was applied using the best correlated indices. The standard error of the estimate is about 1.57 mS/cm. The results of this study show that hyperion data is accurate and suitable for differentiating between categories of salt affected soils. The generated model can be used for management strategies in the future.
机译:土壤盐度是肆虐干旱和半干旱地区土壤的严重环境问题之一,从而影响作物生产力,牲畜,增加贫困和土地退化水平。高光谱遥感是监测,分析和估计区域到地方规模土壤盐的程度和严重程度的重要技术之一。在这项研究中,我们开发了一种用于检测干旱和半干旱地区的盐受影响的土壤的模型,并在我们的情况下是纪念,Gabes。我们使用了来自Hyperion数据中提取的十四个频谱索引和六个光谱带。在本研究中使用了线性光谱解密技术(LSU)以改善电导率和光谱指标之间的相关性,然后改善土壤盐度的预测,以及模型的可靠性。为了构建模型,使用最佳相关指数来应用多元线性回归分析。估计的标准误差约为1.57ms / cm。该研究的结果表明,Hyperion数据是准确的,适合区分盐影响的土壤的类别。生成的模型可用于未来的管理策略。

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