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A Multi-Sensor Comparative Analysis on the Suitability of Generated DEM from Sentinel-1 SAR Interferometry Using Statistical and Hydrological Models

机译:一种多传感器比较分析,统计和水文模型从哨兵-1 SAR干涉测量中产生DEM的适用性

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摘要

Digital elevation model (DEM) plays a vital role in hydrological modelling and environmental studies. Many essential layers can be extracted from this land surface information, including slope, aspect, rivers, and curvature. Therefore, DEM quality and accuracy will affect the extracted features and the whole process of modeling. Despite freely available DEMs from various sources, many researchers generate this information for their areas from various observations. Sentinal-1 synthetic aperture radar (SAR) images are among the best Earth observations for DEM generation thanks to their availabilities, high-resolution, and C-band sensitivity to surface structure. This paper presents a comparative study, from a hydrological point of view, on the quality and reliability of the DEMs generated from Sentinel-1 data and DEMs from other sources such as AIRSAR, ALOS-PALSAR, TanDEM-X, and SRTM. To this end, pair of Sentinel-1 data were acquired and processed using the SAR interferometry technique to produce a DEM for two different study areas of a part of the Cameron Highlands, Pahang, Malaysia, a part of Sanandaj, Iran. Based on the estimated linear regression and standard errors, generating DEM from Sentinel-1 did not yield promising results. The river streams for all DEMs were extracted using geospatial analysis tool in a geographic information system (GIS) environment. The results indicated that because of the higher spatial resolution (compared to SRTM and TanDEM-X), more stream orders were delineated from AIRSAR and Sentinel-1 DEMs. Due to the shorter perpendicular baseline, the phase decorrelation in the created DEM resulted in a lot of noise. At the same time, results from ground control points (GCPs) showed that the created DEM from Sentinel-1 is not promising. Therefore, other DEMs’ performance, such as 90-meters’ TanDEM-X and 30-meters’ SRTM, are better than Sentinel-1 DEM (with a better spatial resolution).
机译:数字海拔模型(DEM)在水文建模和环境研究中起着至关重要的作用。许多必需层可以从该地表信息中提取,包括斜坡,方面,河流和曲率。因此,DEM质量和准确性会影响提取的特征和整个建模过程。尽管从各种来源自由获取DEM,但许多研究人员从各种观察结果中为其领域生成了这些信息。由于其可用性,高分辨率和C波段对表面结构的C带敏感性,Sentinal-1合成孔径雷达(SAR)图像是DEM发电的最佳地球观测之一。本文提出了一种比较研究,从水文的角度来看,来自Sentinel-1数据和来自其他来源的DEM的质量和可靠性,例如Airsar,Alos-Palsar,TANDEM-X和SRTM。为此,使用SAR干涉测量技术获取和处理一对Sentinel-1数据,以产生伊朗的一部分Mameron Highlands,Pahang,Malaysia的两个不同研究领域的DEM。基于估计的线性回归和标准错误,从Sentinel-1生成DEM并没有产生有希望的结果。在地理信息系统(GIS)环境中使用地理空间分析工具提取所有DEM的河流。结果表明,由于空间分辨率较高(与SRTM和TANDEM-X相比),从Airsar和Sentinel-1 DEM划算了更多的流订单。由于垂直基线较短,所产生的DEM中的相位去相关导致大量噪音。与此同时,地面控制点(GCP)的结果表明,来自Sentinel-1的创建的DEM是不希望的。因此,其他DEMS的性能,如90米的串联X和30米的SRTM,比Sentinel-1 DEM更好(具有更好的空间分辨率)。

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