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MULTIRESOLUTION FUSION OF RADAR SOUNDER AND ALTIMETER DATA FOR THE GENERATION OF HIGH RESOLUTION DEMS OF ICE SHEETS

机译:雷达测深仪和高分辨率数据的多分辨率融合以生成高分辨率的冰片

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摘要

Understanding the dynamics and processes of the ice sheets is crucial for predicting the behavior of climate change. A potential approach to achieve this is by using high resolution (HR) digital elevation models (DEMs) of the ice surface derived from remote sensing radar or laser altimeters. Unfortunately, at present HR DEMs of large portions of the ice sheets are not available. To address this issue, in this paper we propose a multisensor data fusion technique for the generation of a HR DEM of the ice sheets, which fuses two types of data, i.e., radargrams acquired by radar sounder (RS) instruments and ice surface elevation data measured by altimeter (ALT) instruments. The aim of the technique is to generate a DEM of the ice surface at the best possible horizontal resolution by exploiting the complementary characteristics of the RS and ALT data. This is done by defining a novel processing scheme that involves image processing techniques based on data rescaling, geostatistical interpolation and multiresolution analysis (MRA). The method has been applied to a subset of RS and ALT data acquired over a portion of the Byrd Glacier in Antarctica. Experimental results confirm the effectiveness of the proposed method.
机译:了解冰盖的动力学和过程对于预测气候变化的行为至关重要。实现这一目标的一种潜在方法是使用源自遥感雷达或激光高度计的高分辨率冰层数字高程模型(DEM)。不幸的是,目前还没有大面积冰盖的HR DEM。为了解决这个问题,在本文中,我们提出了一种用于冰盖HR DEM生成的多传感器数据融合技术,该技术融合了两种类型的数据,即由雷达测深仪(RS)仪器获取的雷达图和冰面高程数据用高度计(ALT)仪器测量。该技术的目的是通过利用RS和ALT数据的互补特性,以最佳的水平分辨率生成冰面的DEM。这是通过定义一种新颖的处理方案来完成的,该方案涉及基于数据缩放,地统计插值和多分辨率分析(MRA)的图像处理技术。该方法已应用于在南极的伯德冰川一部分上采集的RS和ALT数据的子集。实验结果证实了该方法的有效性。

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