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Atmospheric correction of OLCI imagery over very turbid waters based on the RED/NIR/SWIR bands

机译:基于RED / NIR / SWIR波段的非常浑浊水域的OLCI图像的大气校正

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The standard NASA atmospheric correction using near infrared bands (700 nm-900 nm) may work for clear to moderately turbid waters, but generally fails for extreme turbidities because of flattening of the water reflectance spectrum. The use of SWIR bands at 1.6 μm and/or 2.3 μm, such as the bands present on MODIS, can be effective in extremely turbid waters, but may not be present, such as in the case of OLCI (Sentinel 3A), where a new SWIR band at 1016 nm is placed instead. This band may help to improve atmospheric correction in turbid waters at a lower marginal cost than longer SWIR bands. In this work, we endeavored to find “atmospheric invariant” quantities using the RED/NIR/SWIR bands on OLCI to construct an atmospheric correction scheme over turbid waters. We found that if we choose certain spectrally-close band triplets (such as OLCI bands at 709-779-865 nm), the Rayleigh-corrected reflectance of the triplet's “middle” band after baseline subtraction (or baseline residual, BLR) is essentially independent of the atmospheric conditions (including for very hazy scenes). In this work, we used three consecutive band triplets of the group of bands 620-709-779-865-1016 nm to construct the three corresponding BLRs and relate them to water reflectances at these wavelengths. To establish this relation, we used a simple water reflectance model for turbid scenarios where we varied backscattering and absorption properties according to previously reported values and the spectral behaviour of in-situ radiometric data from Río de la Plata (Argentina). We also tested the algorithm on a simulated dataset, obtaining good performances (almost 1:1 relation and R2 ≥ 97%) for scenarios without direct sunglint.
机译:使用近红外波段(700 nm-900 nm)进行的标准NASA大气校正可能适用于清澈至中度浑浊的水域,但由于水反射光谱的平坦化,通常不适用于极端浑浊的环境。使用1.6μm和/或2.3μm的SWIR波段(例如MODIS上的波段)在极端浑浊的水中可能有效,但可能不存在,例如在OLCI(哨兵3A)的情况下,取而代之的是放置1016 nm的新SWIR波段。与更长的SWIR波段相比,该波段可以以较低的边际成本帮助改善混浊水中的大气校正。在这项工作中,我们努力使用OLCI上的RED / NIR / SWIR波段寻找“大气不变”量,以构建浑浊水域的大气校正方案。我们发现,如果我们选择某些光谱接近的谱带三重态(例如709-779-865 nm的OLCI谱带),则在减去基线(或基线残差,BLR)之后,三重态“中间”谱带的瑞利校正反射率基本上是独立于大气条件(包括非常朦胧的场景)。在这项工作中,我们使用了620-709-779-865-1016 nm波段组中的三个连续的波段三重峰来构造三个相应的BLR,并将它们与这些波长下的水反射率相关。为了建立这种关系,我们对混浊的情况使用了简单的水反射率模型,在该模型中,根据先前报告的值和来自Ríode la Plata(阿根廷)的原位辐射数据的光谱行为,改变了反向散射和吸收特性。我们还在模拟数据集上测试了该算法,在没有直接日照的情况下获得了良好的性能(几乎为1:1关系,R 2 ≥97 \%)。

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