The southern Apuan Alps (Italy) are prone to rainfall-induced landslides. A first attempt to calculate rainfall thresholds was made in 2006 using non-statistical and repeatable methods for the 1975-2002 period. This research aims to update, validate, and compare the results of that attempt through different statistical approaches. Furthermore, a new dataset of rainfall and landslides from 2008 to 2016 was collected and analyzed by reconstructing the rainfall events via an automatic procedure. To obtain the rainfall thresholds in terms of the duration-intensity relationship, we applied three different statistical methods for the first time in this area: logistic regression (LR), quantile regression (QR), and least-squares linear fit (LSQ). The updated rainfall thresholds, obtained through statistical methods and related to the 1975-2002 dataset, resulted in little difference from the ones obtained with non-statistical methods and have similar efficiency values among themselves. The best one is provided by the LR, with a landslide probability of 0.55 (efficiency of 89.8%). The new rainfall thresholds, calculated by applying the three statistical methods on the dataset from 2008-2016, are similar to the 1975-2002 ones, except for the LR threshold, which exhibits a higher slope. This result confirms the validity of the thresholds obtained with the old database.
机构:
School of Civil Engineering and Environmental Sciences,University of Oklahoma
School of Atmospheric Sciences,Sun Yat-sen UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
LI WeiYue
LIU Chun
论文数: 0引用数: 0
h-index: 0
机构:
Shandong Academy of Building ResearchSchool of Civil Engineering and Environmental Sciences,University of Oklahoma
LIU Chun
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机构:
Marco SCAIONI
SUN WeiWei
论文数: 0引用数: 0
h-index: 0
机构:
Department of Geography,Shanghai Normal UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
SUN WeiWei
CHEN Yu
论文数: 0引用数: 0
h-index: 0
机构:
Department of Architecture,Built Environment and Construction Engineering,Politecnico MilanoSchool of Civil Engineering and Environmental Sciences,University of Oklahoma
CHEN Yu
YAO DongJing
论文数: 0引用数: 0
h-index: 0
机构:
Institute of Urban Study,Shanghai Normal UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
YAO DongJing
CHEN Sheng
论文数: 0引用数: 0
h-index: 0
机构:
Institute of Tourism,Shanghai Normal University
College of Surveying and Geo-Informatics,Tongji UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
CHEN Sheng
HONG Yang
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Beibu Gulf Environmental Evolution and Resources Utilization,Guangxi Teachers Education University
Cold and Arid Region Environmental and Engineering Research Institute,Chinese Academy of SciencesSchool of Civil Engineering and Environmental Sciences,University of Oklahoma
HONG Yang
ZHANG KaiHang
论文数: 0引用数: 0
h-index: 0
机构:
Department of Hydraulic Engineering,Tsinghua UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
ZHANG KaiHang
CHENG GuoDong
论文数: 0引用数: 0
h-index: 0
机构:
School of Civil Engineering and Environmental Sciences,University of Oklahoma
School of Atmospheric Sciences,Sun Yat-sen UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Fusco, Francesco
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De Vita, Pantaleone
Mirus, Benjamin B.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, 1711 Illinois St, Golden, CO 80401 USAUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Mirus, Benjamin B.
Baum, Rex L.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, 1711 Illinois St, Golden, CO 80401 USAUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Baum, Rex L.
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Allocca, Vincenzo
Tufano, Rita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Tufano, Rita
Di Clemente, Enrico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Di Clemente, Enrico
Calcaterra, Domenico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
机构:
Univ La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, ChileUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
Fustos, I
Abarca-del-Rio, R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Concepcion, Fac Ciencias Fis & Matemat, Dept Geofis, Concepcion, ChileUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
Abarca-del-Rio, R.
Moreno-Yaeger, P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Catolica Temuco, Dept Ingn Obras Civiles & Geol, Temuco, Chile
Univ Wisconsin, Dept Geosci, 1215 West Dayton St, Madison, WI 53706 USAUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
Moreno-Yaeger, P.
Somos-Valenzuela, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ La Frontera, Fac Agr & Forest Sci, Dept Forest Sci, Av Francisco Salazar 01145, Temuco 4780000, Chile
Univ La Frontera, Butamallin Res Ctr Global Change, Av Francisco Salazar 01145, Temuco 4780000, ChileUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
机构:
Islamic Azad Univ, Karaj Branch, Young Researchers & Elite Club, Karaj, IranUniv Transport Technol, Geotech Engn & Artificial Intelligence Res Grp GE, 54 Trieu Khuc, Hanoi, Vietnam
Jaafari, Abolfazl
Dieu Tien Bui
论文数: 0引用数: 0
h-index: 0
机构:
Ton Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Environm & Labour Safety, Ho Chi Minh City, VietnamUniv Transport Technol, Geotech Engn & Artificial Intelligence Res Grp GE, 54 Trieu Khuc, Hanoi, Vietnam
机构:
North China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
State Key Lab Geohazard Prevent & Geoenvironm Pro, Chengdu 610059, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Li, Qianqian
Huang, Dong
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Key Lab Mt Hazards & Earth Surface Proc, Chengdu 610041, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Huang, Dong
Pei, Shufeng
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Pei, Shufeng
Qiao, Jianping
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Qiao, Jianping
Wang, Meng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
机构:
School of Civil Engineering and Environmental Sciences,University of Oklahoma
School of Atmospheric Sciences,Sun Yat-sen UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
LI WeiYue
LIU Chun
论文数: 0引用数: 0
h-index: 0
机构:
Shandong Academy of Building ResearchSchool of Civil Engineering and Environmental Sciences,University of Oklahoma
LIU Chun
论文数: 引用数:
h-index:
机构:
Marco SCAIONI
SUN WeiWei
论文数: 0引用数: 0
h-index: 0
机构:
Department of Geography,Shanghai Normal UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
SUN WeiWei
CHEN Yu
论文数: 0引用数: 0
h-index: 0
机构:
Department of Architecture,Built Environment and Construction Engineering,Politecnico MilanoSchool of Civil Engineering and Environmental Sciences,University of Oklahoma
CHEN Yu
YAO DongJing
论文数: 0引用数: 0
h-index: 0
机构:
Institute of Urban Study,Shanghai Normal UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
YAO DongJing
CHEN Sheng
论文数: 0引用数: 0
h-index: 0
机构:
Institute of Tourism,Shanghai Normal University
College of Surveying and Geo-Informatics,Tongji UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
CHEN Sheng
HONG Yang
论文数: 0引用数: 0
h-index: 0
机构:
Key Laboratory of Beibu Gulf Environmental Evolution and Resources Utilization,Guangxi Teachers Education University
Cold and Arid Region Environmental and Engineering Research Institute,Chinese Academy of SciencesSchool of Civil Engineering and Environmental Sciences,University of Oklahoma
HONG Yang
ZHANG KaiHang
论文数: 0引用数: 0
h-index: 0
机构:
Department of Hydraulic Engineering,Tsinghua UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
ZHANG KaiHang
CHENG GuoDong
论文数: 0引用数: 0
h-index: 0
机构:
School of Civil Engineering and Environmental Sciences,University of Oklahoma
School of Atmospheric Sciences,Sun Yat-sen UniversitySchool of Civil Engineering and Environmental Sciences,University of Oklahoma
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Fusco, Francesco
论文数: 引用数:
h-index:
机构:
De Vita, Pantaleone
Mirus, Benjamin B.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, 1711 Illinois St, Golden, CO 80401 USAUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Mirus, Benjamin B.
Baum, Rex L.
论文数: 0引用数: 0
h-index: 0
机构:
US Geol Survey, 1711 Illinois St, Golden, CO 80401 USAUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Baum, Rex L.
论文数: 引用数:
h-index:
机构:
Allocca, Vincenzo
Tufano, Rita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Tufano, Rita
Di Clemente, Enrico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
Di Clemente, Enrico
Calcaterra, Domenico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, ItalyUniv Naples Federico II, Dipartimento Sci Terra Ambiente & Risorse DiSTAR, Complesso Univ Monte St Angelo, Via Cinthia,Edificio L1, I-80126 Naples, Italy
机构:
Univ La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, ChileUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
Fustos, I
Abarca-del-Rio, R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Concepcion, Fac Ciencias Fis & Matemat, Dept Geofis, Concepcion, ChileUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
Abarca-del-Rio, R.
Moreno-Yaeger, P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Catolica Temuco, Dept Ingn Obras Civiles & Geol, Temuco, Chile
Univ Wisconsin, Dept Geosci, 1215 West Dayton St, Madison, WI 53706 USAUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
Moreno-Yaeger, P.
Somos-Valenzuela, M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ La Frontera, Fac Agr & Forest Sci, Dept Forest Sci, Av Francisco Salazar 01145, Temuco 4780000, Chile
Univ La Frontera, Butamallin Res Ctr Global Change, Av Francisco Salazar 01145, Temuco 4780000, ChileUniv La Frontera, Dept Ingn Obras Civiles, Fac Ingn & Ciencias, Francisco Salazar 01145, Temuco 4780000, Chile
机构:
Islamic Azad Univ, Karaj Branch, Young Researchers & Elite Club, Karaj, IranUniv Transport Technol, Geotech Engn & Artificial Intelligence Res Grp GE, 54 Trieu Khuc, Hanoi, Vietnam
Jaafari, Abolfazl
Dieu Tien Bui
论文数: 0引用数: 0
h-index: 0
机构:
Ton Duc Thang Univ, Geog Informat Sci Res Grp, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Environm & Labour Safety, Ho Chi Minh City, VietnamUniv Transport Technol, Geotech Engn & Artificial Intelligence Res Grp GE, 54 Trieu Khuc, Hanoi, Vietnam
机构:
North China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
State Key Lab Geohazard Prevent & Geoenvironm Pro, Chengdu 610059, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Li, Qianqian
Huang, Dong
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
Key Lab Mt Hazards & Earth Surface Proc, Chengdu 610041, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Huang, Dong
Pei, Shufeng
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Pei, Shufeng
Qiao, Jianping
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China
Qiao, Jianping
Wang, Meng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R ChinaNorth China Univ Water Resources & Elect Power, Zhengzhou 450045, Peoples R China