Three-dimensional hydrological thresholds to predict shallow landslides

IF 0.8 4区 地球科学 Q4 GEOSCIENCES, MULTIDISCIPLINARY Terrestrial, Atmospheric and Oceanic Sciences Pub Date : 2023-10-18 DOI:10.1007/s44195-023-00052-4
Seulchan Lee, Seungcheol Oh, Ram. L. Ray, Yangwon Lee, Minha Choi
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Abstract

Abstract Past studies have focused on the importance of hydrological variables in analyzing landslide initiation condition. Even though precipitation is the main driver of shallow landslides and debris flows, use of only rainfall-based parameters has shown some limitations. Soil moisture has been used widely to improve threshold detection capabilities. Since soil moisture directly reflects the wetness status of the ground, it can be used to identify pore pressure fluctuations more effectively. This study used rainfall and soil moisture simultaneously to capture landslide initiation conditions in detail. Results showed that continued rainfall on the day of landslide leaded to a sudden increase in soil moisture, and that soil moisture increments (∆SM) were positive in 155 out of 170 landslide cases (91%). Two simple thresholds (daily precipitation over 40 mm, ∆SM over 0) and daily precipitation (P), Antecedent Precipitation Index (API), ∆SM-based three-dimensional threshold planes having 5%, 20% probability levels were applied and compared. With respect to false alarms (FA), P-based threshold was most effective among the single thresholds (FA ranging from 24 to 28 from September 2016 to December 2019 at five validation locations). Combining P- and ∆SM-based thresholds, FA reduced without compromising the detection accuracy (2 to 3 reduction in FA). Additionally combining three-dimensional threshold with 20% probability level, FA reduced significantly (ranging from 12 to 16), at the cost of two detection failures. These findings demonstrate the need for combining precipitation and soil moisture to determine landslide thresholds.
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预测浅层滑坡的三维水文阈值
摘要以往的研究主要关注水文变量在分析滑坡发生条件中的重要性。尽管降水是浅层滑坡和泥石流的主要驱动因素,但仅使用基于降雨量的参数显示出一些局限性。土壤湿度被广泛用于提高阈值检测能力。由于土壤湿度直接反映了地面的湿润状态,因此可以更有效地识别孔隙压力波动。本研究同时利用降雨和土壤湿度来详细捕捉滑坡发生的条件。结果表明:滑坡发生当天持续降雨导致土壤水分突然增加,170例滑坡中155例土壤水分增量(∆SM)为正,占91%;采用了两个简单阈值(日降水量大于40 mm,∆SM大于0)和日降水量(P)、前降水指数(API)、∆SM为基础的三维阈值平面,分别具有5%和20%的概率水平,并进行了比较。对于假警报(FA),基于p的阈值在单一阈值中最有效(2016年9月至2019年12月,五个验证点的FA范围为24至28)。结合基于P和∆sm的阈值,FA降低而不影响检测精度(FA降低2 - 3)。此外,结合三维阈值和20%概率水平,FA显著降低(范围从12到16),代价是两次检测失败。这些发现表明需要结合降水和土壤湿度来确定滑坡阈值。
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来源期刊
CiteScore
2.00
自引率
0.00%
发文量
29
审稿时长
4.5 months
期刊介绍: The major publication of the Chinese Geoscience Union (located in Taipei) since 1990, the journal of Terrestrial, Atmospheric and Oceanic Sciences (TAO) publishes bi-monthly scientific research articles, notes, correspondences and reviews in all disciplines of the Earth sciences. It is the amalgamation of the following journals: Papers in Meteorological Research (published by the Meteorological Society of the ROC) since Vol. 12, No. 2 Bulletin of Geophysics (published by the Institute of Geophysics, National Central University) since No. 27 Acta Oceanographica Taiwanica (published by the Institute of Oceanography, National Taiwan University) since Vol. 42.
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