Calibration and validation of rainfall thresholds for shallow landslide forecasting in Sicily, southern Italy
被引:180
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作者:
Gariano, S. L.
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CNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Univ Perugia, Dipartimento Fis & Geol, I-06123 Perugia, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Gariano, S. L.
[1
,2
]
Brunetti, M. T.
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机构:
CNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Univ Perugia, Dipartimento Fis & Geol, I-06123 Perugia, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Brunetti, M. T.
[1
,2
]
Iovine, G.
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机构:
CNR IRPI, I-87036 Arcavacata Di Rende, CS, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Iovine, G.
[3
]
Melillo, M.
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机构:
CNR IRPI, Via Madonna Alta 126, I-06128 Perugia, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Melillo, M.
[1
]
Peruccacci, S.
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CNR IRPI, Via Madonna Alta 126, I-06128 Perugia, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Peruccacci, S.
[1
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Terranova, O.
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机构:
CNR IRPI, I-87036 Arcavacata Di Rende, CS, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Terranova, O.
[3
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Vennari, C.
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机构:
CNR IRPI, I-70126 Bari, Italy
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse, I-80138 Naples, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Vennari, C.
[4
,5
]
Guzzetti, F.
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CNR IRPI, Via Madonna Alta 126, I-06128 Perugia, ItalyCNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
Guzzetti, F.
[1
]
机构:
[1] CNR IRPI, Via Madonna Alta 126, I-06128 Perugia, Italy
[2] Univ Perugia, Dipartimento Fis & Geol, I-06123 Perugia, Italy
[3] CNR IRPI, I-87036 Arcavacata Di Rende, CS, Italy
[4] CNR IRPI, I-70126 Bari, Italy
[5] Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse, I-80138 Naples, Italy
Empirical rainfall thresholds are tools to forecast the possible occurrence of rainfall-induced shallow landslides. Accurate prediction of landslide occurrence requires reliable thresholds, which need to be properly validated before their use in operational warning systems. We exploited a catalogue of 200 rainfall conditions that have resulted in at least 223 shallow landslides in Sicily, southern Italy, in the 11-year period 2002-2011, to determine regional event duration-cumulated event rainfall (ED) thresholds for shallow landslide occurrence. We computed ED thresholds for different exceedance probability levels and determined the uncertainty associated to the thresholds using a consolidated bootstrap nonparametric technique. We further determined subregional thresholds, and we studied the role of lithology and seasonal periods in the initiation of shallow landslides in Sicily. Next, we validated the regional rainfall thresholds using 29 rainfall conditions that have resulted in 42 shallow landslides in Sicily in 2012. We based the validation on contingency tables, skill scores, and a receiver operating characteristic (ROC) analysis for thresholds at different exceedance probability levels, from 1% to 50%. Validation of rainfall thresholds is hampered by lack of information on landslide occurrence. Therefore, we considered the effects of variations in the contingencies and the skill scores caused by lack of information. Based on the results obtained, we propose a general methodology for the objective identification of a threshold that provides an optimal balance between maximization of correct predictions and minimization of incorrect predictions, including missed and false alarms. We expect that the methodology will increase the reliability of rainfall thresholds, fostering the operational use of validated rainfall thresholds in operational early warning system for regional shallow landslide forecasting. (C) 2014 Elsevier B.V. All rights reserved.
机构:
Shanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Chinese Acad Sci, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou 730000, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Li WeiYue
Liu Chun
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机构:
Tongji Univ, Coll Surveying & Geoinformat, Shanghai 200234, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Liu Chun
Scaioni, Marco
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机构:
Tongji Univ, Coll Surveying & Geoinformat, Shanghai 200234, Peoples R China
Politecn Milan, Dept Architecture Built Environm & Construct Engn, I-20133 Milan, ItalyShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Scaioni, Marco
Sun WeiWei
论文数: 0引用数: 0
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机构:
Ningbo Univ, Coll Architectural Engn Civil Engn & Environm, Ningbo 315211, Zhejiang, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Sun WeiWei
Chen Yu
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机构:
Shandong Acad Bldg Res, Jinan 250031, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Chen Yu
Yao DongJing
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机构:
Shanghai Normal Univ, Dept Geog, Shanghai 200234, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Yao DongJing
Chen Sheng
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机构:
Sun Yat Sen Univ, Sch Atmospher Sci, Guangzhou 510275, Guangdong, Peoples R China
Guangxi Teachers Educ Univ, Key Lab Beibu Gulf Environm Evolut & Resources Ut, Nanning 530001, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Chen Sheng
Hong Yang
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机构:
Univ Oklahoma, Sch Civil Engn & Environm Sci, Oklahoma City, OK 73074 USA
Tsinghua Univ, Dept Hydraul Engn, Beijing 100084, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Hong Yang
Zhang KaiHang
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机构:
Shanghai Normal Univ, Inst Tourism, Shanghai 200234, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Zhang KaiHang
Cheng GuoDong
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机构:
Shanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
Chinese Acad Sci, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou 730000, Peoples R ChinaShanghai Normal Univ, Inst Urban Study, Shanghai 200234, Peoples R China
机构:
Italian Natl Res Council, Res Inst Geohydrol Protect, Via Madonna Alta 126, I-06127 Perugia, Italy
Univ Perugia, Dept Phys & Geol, Piazza Univ, I-06123 Perugia, ItalyItalian Natl Res Council, Res Inst Geohydrol Protect, Via Madonna Alta 126, I-06127 Perugia, Italy
Gariano, Stefano Luigi
Petrucci, Olga
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Italian Natl Res Council, Res Inst Geohydrol Protect, Via Cavour 4-6, I-87036 Arcavacata Di Rende, CS, ItalyItalian Natl Res Council, Res Inst Geohydrol Protect, Via Madonna Alta 126, I-06127 Perugia, Italy
Petrucci, Olga
Guzzetti, Fausto
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Italian Natl Res Council, Res Inst Geohydrol Protect, Via Madonna Alta 126, I-06127 Perugia, ItalyItalian Natl Res Council, Res Inst Geohydrol Protect, Via Madonna Alta 126, I-06127 Perugia, Italy
Guzzetti, Fausto
ADVANCING CULTURE OF LIVING WITH LANDSLIDES, VOL 5: LANDSLIDES IN DIFFERENT ENVIRONMENTS,
2017,
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