使用Sentinel-1合成孔径雷达(SAR)干涉测量的受损区域测绘和地面位移估计:2020年1月12日,菲律宾塔尔火山爆发案例研究

IF 0.4 Q4 MULTIDISCIPLINARY SCIENCES Mindanao Journal of Science and Technology Pub Date : 2022-12-22 DOI:10.61310/mndjsteect.1149.22
R. Ramirez, Rajiv Eldon E. Abdullah
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引用次数: 0

摘要

在菲律宾,灾害评估地图和地面位移信息的可用性是至关重要的,菲律宾经历了各种类型的气候诱发和自然驱动的地质灾害。自由获取的星载合成孔径雷达(SAR)数据的出现导致了干涉SAR (InSAR)在菲律宾的应用。然而,大多数InSAR研究只关注地面位移检测、监测和建模,而不是地质灾害造成的损害。本研究利用Sentinel-1火山喷发前后的干涉测量对数据集和Sentinel-1应用平台工具,采用相干差异分析方法,为2020年菲律宾塔尔火山喷发创建了基于像素的损害代理地图(DPM)。利用火山爆发前相干差数据堆栈均值和标准差,获得相干差阈值,合理地创建了包括建筑物和道路在内的受损区域的DPM。通过与菲律宾火山学和地震学研究所(PHIVOLCS)的实地调查和报告进行比较,对DPM进行了定性评估,并显示出89%的总体准确性。通过对视距位移场图的分解,揭示了火山喷发引起的动态地质活动。来自InSAR的垂直位移和来自现场检查和PHIVOLCS报告的原位测量结果显示,均方根值小于2 cm,决定系数(R2)接近1,结果非常吻合。总体而言,将InSAR应用于Sentinel-1 SAR图像成功地绘制了与2020年1月12日塔尔火山喷发相关的受损区域并估计了地面位移。
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Damaged Area Mapping and Ground Displacement Estimation using Sentinel-1 Synthetic Aperture Radar (SAR) Interferometry: January 12, 2020, Taal Volcano Eruption Case Study, Philippines
The availability of damage assessment maps and ground displacement information is essential in the Philippines, which experiences various types of climate-induced and naturally-driven geohazards. The emergence of freely accessible space-borne synthetic aperture radar (SAR) data has led to interferometric SAR (InSAR) applications in the Philippines. However, most InSAR studies only focused on ground displacement detection, monitoring, and modeling and not on damages resulting from geohazards. This work used pre- and co-eruption Sentinel-1 interferometric pair datasets and the SeNtinel-1 Application Platform tool to create a pixel-based damage proxy map (DPM) for the 2020 Taal Volcano eruption in the Philippines, employing a coherence difference analysis. The pre-eruption coherence difference data stack mean and standard deviation were exploited to achieve a coherence difference threshold that reasonably created the DPM that delineated damaged areas, which included buildings and roads. The DPM was qualitatively evaluated through comparison with the field investigation and reports obtained from the Philippine Institute of Volcanology and Seismology (PHIVOLCS) and showed significant agreement with 89% overall accuracy. The decomposition of the line-of-sight displacement field map revealed the dynamic geological activities due to the phreatomagmatic eruption. The vertical displacements from InSAR and in-situ measurements obtained from field inspection and PHIVOLCS reports showed excellent agreement with root-mean-squared less than 2 cm and coefficient of determination (R2) close to unity. Overall, the application of InSAR to Sentinel-1 SAR images successfully mapped damaged areas and estimated ground displacements associated with the Taal Volcano phreatomagmatic eruption on January 12, 2020.
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来源期刊
Mindanao Journal of Science and Technology
Mindanao Journal of Science and Technology MULTIDISCIPLINARY SCIENCES-
CiteScore
0.90
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0.00%
发文量
18
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