Revised Rainfall Threshold in the Indonesian Landslide Early Warning System

被引:10
|
作者
Yuniawan, Ragil Andika [1 ,2 ]
Rifa'i, Ahmad [1 ]
Faris, Fikri [1 ]
Subiyantoro, Andy [3 ,4 ]
Satyaningsih, Ratna [3 ,5 ]
Hidayah, Alidina Nurul [2 ]
Hidayat, Rokhmat [2 ]
Mushthofa, Akhyar [2 ]
Ridwan, Banata Wachid [2 ]
Priangga, Eka [2 ]
Muntohar, Agus Setyo [6 ]
Jetten, Victor G. [3 ]
van Westen, Cees J. [3 ]
den Bout, Bastian, V [3 ]
Sutanto, Samuel J. [7 ]
机构
[1] Univ Gadjah Mada, Fac Engn, Dept Civil & Environm Engn, Jalan Grafika 2, Yogyakarta 55281, Indonesia
[2] Minist Publ Works & Housing, Balai Tekn Sabo, Direktorat Bina Tekn, Jl Sabo 1, Sleman 55282, Yogyakarta, Indonesia
[3] Univ Twente, Fac Geoinformat Sci & Earth Observat ITC, NL-7514 AE Enschede, Netherlands
[4] Minist Publ Works & Housing, Direktorat Jenderal Sumber Daya Air, Balai Besar Wilayah C3, Jl Ustad Uzair Yahya 1, Serang 206111, Banten, Indonesia
[5] Indonesian Agcy Meteorol Climatol & Geophys, Ctr Res & Dev, Jakarta 10720, Indonesia
[6] Univ Muhammadiyah Yogyakarta UMY, Dept Civil Engn, Yogyakarta 55183, Indonesia
[7] Wageningen Univ & Res, Water Syst & Global Change Grp, Droevendaalsesteeg 3a, NL-6708 PB Wageningen, Netherlands
关键词
landslides; early warning system; rainfall threshold; ROC; SHALLOW LANDSLIDES; REGIONAL-SCALE; SUSCEPTIBILITY; VALIDATION; MODEL;
D O I
10.3390/geosciences12030129
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Landslides are one of the most disastrous natural hazards that frequently occur in Indonesia. In 2017, Balai Sabo developed an Indonesia Landslide Early Warning System (ILEWS) by utilizing a single rainfall threshold for an entire nation, leading to inaccuracy in landslide predictions. The study aimed to improve the accuracy of the system by updating the rainfall threshold. We analyzed 420 landslide events in Java with the 1-day and 3-day effective antecedent rainfall for each landslide event. Rainfall data were obtained from the Global Precipitation Measurement (GPM), which is also used in the ILEWS. We propose four methods to derive the thresholds: the first is the existing threshold applied in the Balai Sabo ILEWS, the second and third use the average and minimum values of rainfall that trigger landslides, respectively, and the fourth uses the minimum value of rainfall that induces major landslides. We used receiver operating characteristic (ROC) analysis to evaluate the predictability of the rainfall thresholds. The fourth method showed the best results compared with the others, and this method provided a good prediction of landslide events with a low error value. The chosen threshold was then applied in the Balai Sabo-ILEWS.
引用
收藏
页数:17
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