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From Multi-Sensor Tracking of Sea Surface Films to Mesoscale and Sub-Mesoscale Sea Surface Current Fields

机译:从海面膜的多传感器跟踪到Mescle和Sub-Mescle海表面电流场

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The knowledge about mesoscale and sub-mesoscale sea surface current fields is of high interdisciplinary interest, since it results in a better understanding of ocean-atmosphere interactions. However, many available numerical model results are of resolutions, which are too coarse to investigate mesoscale and sub-mesoscale turbulent features like eddies, particularly in coastal waters. In this work we present the results of tracking biogenic and anthropogenic surface film signatures on multi-sensor satellite images (SAR and multispectral images) to estimate the local sea surface current field. The main advantage of this approach is that the resolution of the derived current fields depends mainly on the resolution of the images, which have been used for tracking. Due to the large temporal distance between two acquisitions of a scene and the high variability of the tracked sea surface films, classical tracking methods, e.g. feature based or Optical Flow methods may not be applicable to successfully track the imaged signatures of the surface films. In this work, we use our former developed generic framework, which ensures the applicability and increases the stability of the results for well-known tracking and Optical Flow algorithms. With this framework, it is e.g. possible to compute the sea surface current field using Optical Flow approaches even for large spatiotemporal distances and with partial scene coverage. We present and compare the results of different tracking algorithms by means of tracking biogenic sea surface films. The investigated areas are the Baltic Sea and the Black Sea. We present the use of Landsat TM, SeaWiFS, ERS-2, TerraSAR-X and RADARSAT-2 data for the derivation of sea surface currents. The resolution of the images used varies from moderate to fine resolution, which allows the derivation sea surface current fields of moderate to fine resolutions.
机译:关于Mesoscale和Sub-Mesoscale海面电流场的知识具有高跨学科兴趣,因为它导致对海洋气氛相互作用的更好理解。然而,许多可用的数值模型结果是分辨率,这太粗糙,无法调查Mesoscale和Sub-Mesoscale湍流特征,如漩涡,特别是在沿海水域。在这项工作中,我们介绍了在多传感器卫星图像(SAR和多光谱图像)上跟踪生物和人为表面膜签名的结果,以估计局部海面电流场。这种方法的主要优点是导出的当前字段的分辨率主要取决于已经用于跟踪的图像的分辨率。由于两个采集的场景和跟踪海面膜的高可变性之间的时间距离,典型跟踪方法,例如,特征基或光学流动方法可能不适用于成功跟踪表面膜的成像签名。在这项工作中,我们使用前者发达的通用框架,这确保了适用性并增加了众所周知的跟踪和光学流算法的结果的稳定性。有了这个框架,它是如此。即使对于大型时空距离和部分场景覆盖,也可以使用光学流动方法计算海面电流场。我们通过跟踪生物海面薄膜来表现出不同跟踪算法的结果。调查的区域是波罗的海和黑海。我们介绍了Landsat TM,SeaWIFS,ERS-2,Terrasa-X和Radarsat-2数据的使用,以获得海面电流的推导。所用图像的分辨率从中度到精细分辨率变化,这允许推导海面当前场的中等到精细分辨率。

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