Frontiers | A semi-automatic interpretation method for utilizing InSAR results to recognize active landslides considering causative factors

IF 2 3区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY
Weiming Liao, Pengyuan Liu, Yanfei Kang, Lichuan Chen, Manqian Liu, Minyan Liao
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引用次数: 0

Abstract

Synthetic Aperture Radar Interferometry (InSAR), which can map subtle ground displacement over large areas, has been widely utilized to recognize active landslides. Nevertheless, due to various origins of subtle ground displacement, their presence on slopes may not always reflect the occurrence of active landslides. Therefore, interpretation of exact landslide-correlated deformation from InSAR results can be very challenging, especially in mountainous areas, where natural phenomenon like soil creep, anthropogenic activities and erroneous deformational signals accumulated during InSAR processing can easily lead to misinterpretation. In this paper, a two-phase interpretation method applicable to regional-scale active landslide recognition utilizing InSAR results is presented. The first phase utilizes statistical threshold and clustering analysis to detect unstable regions mapped by InSAR. The second phase introduces landslide susceptibility combined with empirical rainfall threshold, which are considered as causative factors for active landslides triggered by rainfall, to screen unstable regions indicative of active landslides. A case study validated by field survey indicates that the proposed interpretation method, when compared to a baseline model reported in the literature, can achieve better interpretation accuracy and miss rate.
前沿 | 利用 InSAR 结果识别活动山体滑坡的半自动判读方法,考虑成因因素
合成孔径雷达干涉测量法(InSAR)可以绘制大面积的细微地面位移图,已被广泛用于识别活动滑坡。然而,由于细微地面位移的来源各不相同,它们在斜坡上的出现并不总能反映活动滑坡的发生。因此,从 InSAR 结果中准确解释与滑坡相关的变形可能非常具有挑战性,尤其是在山区,土壤蠕变等自然现象、人为活动以及 InSAR 处理过程中积累的错误变形信号很容易导致误解。本文提出了一种适用于利用 InSAR 结果进行区域尺度活动滑坡识别的两阶段解释方法。第一阶段利用统计阈值和聚类分析来检测 InSAR 绘制的不稳定区域。第二阶段引入滑坡易发性和经验降雨阈值,将其视为降雨引发活动滑坡的致灾因素,从而筛选出表明存在活动滑坡的不稳定区域。通过实地调查验证的案例研究表明,与文献中报道的基线模型相比,所提出的解释方法可以获得更好的解释精度和漏判率。
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来源期刊
Frontiers in Earth Science
Frontiers in Earth Science Earth and Planetary Sciences-General Earth and Planetary Sciences
CiteScore
3.50
自引率
10.30%
发文量
2076
审稿时长
12 weeks
期刊介绍: Frontiers in Earth Science is an open-access journal that aims to bring together and publish on a single platform the best research dedicated to our planet. This platform hosts the rapidly growing and continuously expanding domains in Earth Science, involving the lithosphere (including the geosciences spectrum), the hydrosphere (including marine geosciences and hydrology, complementing the existing Frontiers journal on Marine Science) and the atmosphere (including meteorology and climatology). As such, Frontiers in Earth Science focuses on the countless processes operating within and among the major spheres constituting our planet. In turn, the understanding of these processes provides the theoretical background to better use the available resources and to face the major environmental challenges (including earthquakes, tsunamis, eruptions, floods, landslides, climate changes, extreme meteorological events): this is where interdependent processes meet, requiring a holistic view to better live on and with our planet. The journal welcomes outstanding contributions in any domain of Earth Science. The open-access model developed by Frontiers offers a fast, efficient, timely and dynamic alternative to traditional publication formats. The journal has 20 specialty sections at the first tier, each acting as an independent journal with a full editorial board. The traditional peer-review process is adapted to guarantee fairness and efficiency using a thorough paperless process, with real-time author-reviewer-editor interactions, collaborative reviewer mandates to maximize quality, and reviewer disclosure after article acceptance. While maintaining a rigorous peer-review, this system allows for a process whereby accepted articles are published online on average 90 days after submission. General Commentary articles as well as Book Reviews in Frontiers in Earth Science are only accepted upon invitation.
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