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首页> 外文期刊>Geografisk Tidsskrift >Estimating topsoil organic matter content in two experimental fields in Denmark using multi-spectral aerial imagery and topographic data
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Estimating topsoil organic matter content in two experimental fields in Denmark using multi-spectral aerial imagery and topographic data

机译:使用多光谱航空影像和地形数据估算丹麦两个实验田的表层土壤有机质含量

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摘要

The potential use of spectral reflectance data and topographical measurements for the estimation of topsoil organic matter (SOM) content is investigated. Intensive measurements of soil texture and topography in two Danish fields combined with digital aerial photographs, representing blue, green, red and nearinfrared wavelength regions, form the basis of the investigation. Analyses of semivariograms indicate similarity between the spatial variation of the spectral, topographic and textural measurements, and confirms that the sampling density is sufficient to account for the spatial variation of SOM within each field. Multivariate statistics were applied to investigate the potential of spectral reflectance data, including selected spectral indices, and topographical data for prediction of SOM. The results show that the spectral reflectance data obtained within the visible and near infrared range are correlated with the SOM content in both fields, and that the spectral bands are almost co-linear. The relative importance of spectral reflectance and topographical data varied in the two fields, although the combined use of these data improved the estimation of SOM significantly in both fields. The data indicated that SOM content above 3.5% was rare in both fields although a high SOM content was found in one field, which was related to kettle holes characterised by poor drainage. The study focused on the estimation of SOM from zero to 3.5% within the 2 fields. The Predicted accuracy varied between 0.24 and 0.30 % SOM, depending on the field and input parameters used in the model. The results also revealed that the data used in the investigation were insufficient to properly describe the variations of SOM within the fields.
机译:研究了光谱反射率数据和地形测量在估算表土有机物(SOM)含量方面的潜在用途。深入研究了两个丹麦田地的土壤质地和地形,并结合了代表蓝色,绿色,红色和近红外波长范围的数字航空照片,构成了研究的基础。半变异函数的分析表明光谱,地形和纹理测量的空间变化之间具有相似性,并确认采样密度足以说明每个场内SOM的空间变化。应用多元统计数据研究光谱反射率数据(包括选定的光谱指数)和地形数据以预测SOM的潜力。结果表明,在可见光和近红外范围内获得的光谱反射率数据与两个场中的SOM含量相关,并且光谱带几乎是共线性的。光谱反射率和地形数据的相对重要性在两个领域中有所不同,尽管这些数据的组合使用显着改善了两个领域中SOM的估计。数据表明,尽管在一个田地中发现高的SOM含量,但在两个田地中SOM含量都很少高于3.5%,这与以排水不良为特征的壶孔有关。该研究集中在两个领域内的SOM估计从零到3.5%。预测精度在SOM的0.24%至0.30%之间变化,具体取决于模型中使用的字段和输入参数。结果还表明,调查中使用的数据不足以正确描述田间SOM的变化。

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