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首页> 外文期刊>Journal of Applied Meteorology and Climatology >Estimating Urban Canopy Parameters Using Synthetic Aperture Radar Data
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Estimating Urban Canopy Parameters Using Synthetic Aperture Radar Data

机译:使用合成孔径雷达数据估算城市冠层参数

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摘要

This paper introduces a remote sensing-based approach to rapidly derive urban morphological characteristics using radar satellite data. The approach is based on the expectation that the magnitude of the synthetic aperture radar (SAR) backscatter can be related to urban canopy parameters (UCPs) describing the height, density, and roughness of buildings, trees, and other objects in cities. This hypothesis was tested with full-feature terrain elevation and SAR datasets for the Houston, Texas, metropolitan area. The backscatter magnitude was found to vary as expected across the city with higher backscatter values in the downtown tall building district relative to adjacent residential and commercial areas. To demonstrate the concept of using radar backscatter to estimate UCPs, relationships were derived between SAR backscatter and mean height, plan area fraction, and frontal area index of roughness elements (e.g., buildings and trees). In addition, SAR backscatter relationships were derived with roughness lengths computed using morphometric approaches. In all cases, the derived relationships were found to provide estimates of UCPs acceptable for use in meteorological models. Further testing using data from the Salt Lake City, Utah, metropolitan area validated the relationships and identified key areas for improvement for future research, including SAR instrument view angle differences and buildings split between SAR pixels.
机译:本文介绍了一种基于遥感的方法,可利用雷达卫星数据快速得出城市形态特征。该方法基于以下期望:合成孔径雷达(SAR)背向散射的幅度可能与描述建筑物,树木和城市中其他物体的高度,密度和粗糙度的城市冠层参数(UCP)相关。使用全功能地形标高和德克萨斯州休斯顿市区的SAR数据集检验了该假设。人们发现,整个城市的背向散射强度均发生了变化,相对于相邻的住宅区和商业区,市中心高层建筑区的背向散射值更高。为了证明使用雷达反向散射估算UCP的概念,得出了SAR反向散射与平均高度,平面面积分数和粗糙度元素(例如建筑物和树木)的正面面积指数之间的关系。此外,SAR反向散射关系是通过使用形态计量学方法计算出的粗糙度长度得出的。在所有情况下,都发现派生的关系提供了可用于气象模型的UCP估计值。使用来自犹他州盐湖城都会区的数据进行的进一步测试验证了这种关系,并确定了需要改进的关键区域,以供将来研究,其中包括SAR仪器的视角差异和SAR像素之间的建筑物分割。

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