Combining ALOS-PALSAR imagery with field water level measurements for flood mapping of a tropical floodplain

H. Hidayat, D. Hoekman, M. Vissers, A. Hoitink
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引用次数: 8

Abstract

Radar imagery is potentially useful for the identification, mapping, and measurement of streams, lakes, and wetlands. Many studies showed that comparison of two consecutive radar images is useful for determining flood extent. However, the use of radar data series for flood mapping is still rarely reported. The purpose of this study is to explore the use of ALOS-PALSAR imagery for observing the dynamics of the Mahakam River floodplain in Kalimantan, Indonesia, by incorporating field water level measurements. Water level measurements were carried out along the river, lakes and at two peatland locations, using arrays of pressure transducers. The first peatland (P1) is part of the Mahakam floodplain, representing open peat area dominated by shrub and reed. The second peatland (P2) represents a forest covered peatland. A series of PALSAR imagery (polarity: HH; pixel spacing: 50 m) covering the middle and lower Mahakam area in the years 2007 and 2008 was collected. A land use/land cover map was available from a previous analysis of PALSAR imagery. To analyze Radar backscatter behavior for different land cover types, several regions of interest were selected, based on the land cover classes. A number of land cover classes (medium shrub, high shrub, fern/grass, and secondary forest) were found to be sensitive to flooding, whereas in some other classes (peat forest, riverine forest and tree plantation) backscatter signatures remained almost unchanged with flood inundation. Correlations between water level and radar backscatter of the regions of interest were used to distinguish between three types of flooding signal, viz. flooding of low vegetation, flooding of high vegetation, and the boundary shift of lakes. An analysis of the relationship between radar backscatter and water levels was carried out in each of the regions of interest. For lakes and shrub covered peatland in P1, where the range of water level variation was high, a good water level-backscatter correlation was obtained. In peat forest covered peatland in P2, subject to a small range of water level variation, water level-backscatter correlations were poor.
将ALOS-PALSAR图像与实地水位测量相结合,用于绘制热带洪泛平原的洪水地图
雷达图像对河流、湖泊和湿地的识别、测绘和测量具有潜在的用途。许多研究表明,比较两个连续的雷达图像对确定洪水范围是有用的。然而,利用雷达数据序列进行洪水制图的报道仍然很少。本研究的目的是探索利用ALOS-PALSAR图像,通过结合现场水位测量,观察印度尼西亚加里曼丹Mahakam河洪泛平原的动态。利用压力传感器阵列,沿着河流、湖泊和两个泥炭地进行了水位测量。第一泥炭地(P1)是Mahakam洪泛区的一部分,代表以灌木和芦苇为主的开放泥炭区。第二个泥炭地(P2)代表森林覆盖的泥炭地。一系列PALSAR图像(极性:HH;像元间距:50 m),收集了2007年和2008年马哈坎中下游地区的数据。根据先前对PALSAR图像的分析,可以获得土地利用/土地覆盖图。为了分析不同土地覆盖类型的雷达后向散射行为,根据土地覆盖类型选择了几个感兴趣的区域。许多土地覆盖类型(中灌丛、高灌丛、蕨类/草类和次生林)对洪水敏感,而其他类型(泥炭林、河流林和人工林)的后向散射特征随洪水淹没几乎保持不变。利用感兴趣区域的水位与雷达后向散射之间的相关性来区分三种类型的洪水信号,即低植被的洪水、高植被的洪水和湖泊的边界移动。在每个感兴趣的区域,对雷达后向散射与水位之间的关系进行了分析。P1的湖泊和灌木覆盖泥炭地水位变化幅度较大,具有较好的水位-后向散射相关。P2泥炭林覆盖泥炭地,受水位变化范围小的影响,水位-后向散射相关性较差。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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