Multi-scale landslide risk assessment in Cuba

Landslides cause a considerable amount of damage in the mountainous regions of Cuba, which cover about 25% of the territory. Until now, only a limited amount of research has been carried out in the field of landslide risk assessment in the country. This research presents a methodology and its implementation for spatial landslide risk assessment in Cuba, using a multi-scale approach at national, provincial, municipal and local level. At the national level a landslide risk index was generated, using a semi-quantitative model with 10 indicator maps using spatial multi-criteria evaluation techniques in a GIS system. The indicators standardized were weighted and were combined to obtain the final landslide risk index map at 1:1,000,000 scale. The results were analysed per physiographic region and administrative units at provincial and municipal levels. The hazard assessment at the provincial scale was carried out by combining heuristic and statistical landslide susceptibility assessment, its conversion into hazard, and the combination with elements at risk data for vulnerability and risk assessment. The method was tested in Guantᮡmo province at 1:100,000 scale. For the susceptibility analysis 12 factors maps were considered. Five different landslide types were analyzed separately (small slides, debrisflows, rockfalls, large rockslides and topples). The susceptibility maps were converted into hazard maps, using the event probability, spatial probability and temporal probability. Semi-quantitative risk assessment was made by applying the risk equation in which the hazard probability is multiplied with the number of exposed elements at risk and their vulnerabilities. At the municipal scale a detailed geomorphological mapping formed the basis of the landslide susceptibility assessment. A heuristic model was applied to a municipality of San Antonio del Sur in Eastern Cuba. The study is based on a terrain mapping units (TMU) map, generated at 1:50,000 scale by interpretation of aerial photos and satellite images and field data. Information describing 603 terrain units was collected in a database. Landslide areas were mapped in greater detail to classify the different failure types and parts. The different landforms and the causative factors for landslides were analyzed and used to develop the heuristic model. The model is based on weights assigned by expert judgment and organized in a number of components. At the local level, digital photogrammetry and geophysical surveys were used to characterize the volume and failure mechanism of the Jageyes landslide at 1:10,000 scale. A runout model was calibrated based on the runout depth in order to obtain the original parameters of this landslide. With these results three scenarios with different initial volume were simulated in Caujer�p at the scale of 1:25,000 and the landslide risk for ninety houses was estimated considering their typology and condition. The methodology developed in this study can be applied in Cuba and integrated into the national multi-hazard risk assessment strategy. It can be also applied, with certain modifications, in other countries.

[1]  S. Franklin,et al.  High Spatial Resolution Satellite Imagery, DEM Derivatives, and Image Segmentation for the Detection of Mass Wasting Processes , 2006 .

[2]  P. Lu,et al.  Artificial Neural Networks and Grey Systems for the Prediction of Slope Stability , 2003 .

[3]  Oldrich Hungr,et al.  A model for the runout analysis of rapid flow slides, debris flows, and avalanches , 1995 .

[4]  Carlos Henrique Grohmann,et al.  SRTM-based morphotectonic analysis of the Poços de Caldas Alkaline Massif, southeastern Brazil , 2007, Comput. Geosci..

[5]  John Douglas,et al.  Physical vulnerability modelling in natural hazard risk assessment , 2007 .

[6]  M. Murphy,et al.  Geometry, kinematics, and landscape characteristics of an active transtension zone, Karakoram fault system, Southwest Tibet , 2006 .

[7]  C. J. Westen,et al.  Qualitative landslide susceptibility assessment by multicriteria analysis: A case study from San Antonio del Sur, Guantánamo, Cuba , 2008 .

[8]  Saro Lee,et al.  Use of an artificial neural network for analysis of the susceptibility to landslides at Boun, Korea , 2003 .

[9]  V. A. Bogoslovsky,et al.  Geophysical methods for the investigation of landslides , 1977 .

[10]  V. Doyuran,et al.  Data driven bivariate landslide susceptibility assessment using geographical information systems: a method and application to Asarsuyu catchment, Turkey , 2004 .

[11]  F. Pergalani,et al.  Lifelines earthquake vulnerability assessment: a systemic approach , 2001 .

[12]  R. Soeters,et al.  Slope instability recognition, analysis, and zonation , 1996 .

[13]  Oldrich Hungr,et al.  Estimating landslide motion mechanism, travel distance and velocity , 2005 .

[14]  Christian Heipke,et al.  Analysis of SRTM DTM - Methodology and practical results * , 2002 .

[15]  Fuchu Dai,et al.  Landslide risk assessment and management: an overview , 2002 .

[16]  John R. Dymond,et al.  Validation of a region-wide model of landslide susceptibility in the Manawatu-Wanganui region of New Zealand , 2006 .

[17]  D. Varnes SLOPE MOVEMENT TYPES AND PROCESSES , 1978 .

[18]  Herbert H. Einstein,et al.  A Landslide Risk Rating System for Baguio, Philippines , 2007 .

[19]  B. Khazai,et al.  Evaluation of factors controlling earthquake-induced landslides caused by Chi-Chi earthquake and comparison with the Northridge and Loma Prieta events , 2004 .

[20]  J. Voogd,et al.  Multicriteria evaluation for urban and regional planning , 1982 .

[21]  J. McCalpin PRELIMINARY AGE CLASSIFICATION OF LANDSLIDES FOR INVENTORY MAPPING , 1984 .

[22]  P. Finlay,et al.  Landslide risk assessment: prediction of travel distance , 1999 .

[23]  Thom Bogaard,et al.  Problems in predicting the mobility of slow-moving landslides , 2007 .

[24]  M. Panizza Geomorphology and seismic risk , 1991 .

[25]  Serap Durmaz,et al.  Landslide inventory of northwestern Anatolia, Turkey , 2005 .

[26]  R. Iverson,et al.  U. S. Geological Survey , 1967, Radiocarbon.

[27]  P. Frattini,et al.  Geomorphological and historical data in assessing landslide hazard , 2003 .

[28]  Mario Parise,et al.  Landslide hazard zonation of slopes susceptible to rock falls and topples , 2002 .

[29]  Dinand Alkema,et al.  Earthquake-triggered landslides at the Brunssummerheide, Limburg, the Netherlands: preliminary studies following the 1992 Roermond earthquake , 1994 .

[30]  Siambabala Bernard Manyena,et al.  The concept of resilience revisited. , 2006, Disasters.

[31]  R. Hack Geophysics For Slope Stability , 2000 .

[32]  D. Turcotte,et al.  Landslide inventories and their statistical properties , 2004 .

[33]  D. Varnes Landslide hazard zonation: A review of principles and practice , 1984 .

[34]  P. Flentje,et al.  Landslides qualitative hazard and risk assessment method and its reliability , 2004 .

[35]  Rou-Fei Chen,et al.  Large earthquake-triggered landslides and mountain belt erosion: The Tsaoling case, Taiwan , 2005 .

[36]  Olav Slaymaker,et al.  Landslide inventory in a rugged forested watershed: a comparison between air-photo and field survey data , 2003 .

[37]  M. Ercanoglu under a Creative Commons License. Natural Hazards and Earth System Sciences Landslide susceptibility assessment of SE Bartin (West Black Sea , 2022 .

[38]  Matteo Matteucci,et al.  Artificial Neural Networks and Robustness Analysis in Landslide Susceptibility Zonation , 2006, The 2006 IEEE International Joint Conference on Neural Network Proceedings.

[39]  Lucia Luzi,et al.  Influence of earthquakes on the stability of slopes , 2007 .

[40]  Richard Dikau,et al.  Landslide recognition : identification, movement and courses , 1996 .

[41]  D. Cruden A simple definition of a landslide , 1991 .

[42]  Fausto Guzzetti,et al.  Landslide fatalities and the evaluation of landslide risk in Italy , 2000 .

[43]  Lucia Luzi,et al.  The use of predictive modeling techniques for optimal exploitation of spatial databases: a case study about landslide hazard mapping in the Northern , 2002 .

[44]  C. Chung,et al.  Probabilistic prediction models for landslide hazard mapping , 1999 .

[45]  M. L. Carreño,et al.  A disaster risk management performance index , 2007 .

[46]  Dilce de Fátima Rossetti,et al.  Evolution of the lowest amazon basin modeled from the integration of geological and SRTM topographic data , 2007 .

[47]  J. Wasowski,et al.  Special issue from the symposium on Remote Sensing and Monitoring of Landslides , 2003 .

[48]  Marina Pirulli,et al.  The effect of the earth pressure coefficients on the runout of granular material , 2007, Environ. Model. Softw..

[49]  Helmut Rott,et al.  The contribution of radar interferometry to the assessment of landslide hazards , 2006 .

[50]  Mohammad Bagher Menhaj,et al.  Training feedforward networks with the Marquardt algorithm , 1994, IEEE Trans. Neural Networks.

[51]  S. Marsh,et al.  Rapid methods of landslide hazard mapping : Fiji case study , 1995 .

[52]  T. Kavzoglu,et al.  Assessment of shallow landslide susceptibility using artificial neural networks in Jabonosa River Basin, Venezuela , 2005 .

[53]  Randall W. Jibson,et al.  Large rock avalanches triggered by the M 7.9 Denali Fault, Alaska, earthquake of 3 November 2002 , 2006 .

[54]  L. Miska,et al.  Evaluation of current statistical approaches for predictive geomorphological mapping , 2005 .

[55]  W. Z. Savage,et al.  A plastic flow model for the Acquara-Vadoncello landslide in Senerchia, Southern Italy , 2006 .

[56]  D. Rossiter Multiobjective Decision Support for Environmental Management , 1995 .

[57]  D. Dominey-Howes,et al.  Elements at risk as a framework for assessing the vulnerability of communities to landslides , 2007 .

[58]  Paul Shrivastava,et al.  Principles of Emergency Planning and Management , 2003 .

[59]  Francesco Sdao,et al.  The role of rainfall in the landslide hazard: the case of the Avigliano urban area (Southern Apennines, Italy) , 1999 .

[60]  B. Zaitchik,et al.  Modeling Slope Stability in Honduras , 2003 .

[61]  Fausto Guzzetti,et al.  Information system on hydrological and geomorphological catastrophes in Italy (SICI): a tool for managing landslide and flood hazards , 2004 .

[62]  L. Ermini,et al.  Artificial Neural Networks applied to landslide susceptibility assessment , 2005 .

[63]  Geoffrey E. Hinton,et al.  Learning representations by back-propagating errors , 1986, Nature.

[64]  S. Ambrogio,et al.  G.I.S. technologies for data collection, management and visualization of large slope instabilities , 2003 .

[65]  The influence of the geological setting on the morphogenetic evolution of the Tremiti Archipelago (Apulia, Southeastern Italy) , 2005 .

[66]  F. Legros The mobility of long-runout landslides , 2002 .

[67]  M. K. Arora,et al.  An artificial neural network approach for landslide hazard zonation in the Bhagirathi (Ganga) Valley, Himalayas , 2004 .

[68]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[69]  K. Neaupane,et al.  Use of backpropagation neural network for landslide monitoring: a case study in the higher Himalaya , 2004 .

[70]  Irasema Alcántara-Ayala,et al.  Hazard assessment of rainfall-induced landsliding in mexico , 2004 .

[71]  H. Mauritsch,et al.  Geophysical investigations of large landslides in the Carnic Region of southern Austria , 2000 .

[72]  E. A. Castellanos Abella,et al.  Spatial landslide risk assessment in Guantánamo Province, Cuba , 2008 .

[73]  Saro Lee,et al.  Landslide susceptibility analysis using GIS and artificial neural network , 2003 .

[74]  Thomas Glade,et al.  Quantitative risk analysis for landslides ‒ Examples from Bíldudalur, NW-Iceland , 2004 .

[75]  Peter Lessing,et al.  Landslide risk assessment , 1983 .

[76]  Garth Powell,et al.  Discussion 'Landslide Risk Management Concepts and Guidelines' , 2002 .

[77]  D. Alexander On the causes of landslides: Human activities, perception, and natural processes , 1992 .

[78]  S. Marsh,et al.  Rapid methods of landslide hazard mapping : Papua New Guinea case study , 1995 .

[79]  Michael F. Sheridan,et al.  Comparative lahar hazard mapping at Volcan Citlaltépetl, Mexico using SRTM, ASTER and DTED-1 digital topographic data , 2007 .

[80]  T. Glade,et al.  Comparison of GPR, 2D-resistivity and traditional techniques for the subsurface exploration of the Öschingen landslide, Swabian Alb (Germany) , 2008 .

[81]  Robin Chowdhury,et al.  Role of slope reliability analysis in landslide risk management , 2003 .

[82]  L. Highland,et al.  Socioeconomic and environmental impacts of landslides in the Western Hemisphere , 2001 .

[83]  C. J. van Westen,et al.  Development of a method for multi - scale landslide risk assessment in Cuba , 2007 .

[84]  Isabel F. Trigo,et al.  Shallow and deep landslides induced by rainfall in the Lisbon region (Portugal): assessment of relationships with the North Atlantic Oscillation , 2005 .

[85]  Olivier Maquaire,et al.  Forecasting the behaviour of complex landslides with a spatially distributed hydrological model , 2003 .

[86]  Fausto Guzzetti,et al.  Impact of mapping errors on the reliability of landslide hazard maps , 2002 .

[87]  Alessandro Pasuto,et al.  Major risk from rapid, large-volume landslides in Europe (EU Project RUNOUT) , 2003 .

[88]  D. Laigle,et al.  Comparison of 2D debris-flow simulation models with field events , 2006 .

[89]  H. Yoshimatsu,et al.  A review of landslide hazards in Japan and assessment of their susceptibility using an analytical hierarchic process (AHP) method , 2006 .

[90]  M. Anderson,et al.  Landslide hazard and risk , 2005 .

[91]  Simon Haykin,et al.  Neural Networks: A Comprehensive Foundation , 1998 .

[92]  G. Braca,et al.  Identification of hazard conditions for mudflow occurrence by hydrological model: Application of FLaIR model to Sarno warning system , 2004 .

[93]  Lawrence Davis,et al.  Training Feedforward Neural Networks Using Genetic Algorithms , 1989, IJCAI.

[94]  K. Hollenstein,et al.  Reconsidering the risk assessment concept: Standardizing the impact description as a building block for vulnerability assessment , 2005 .

[95]  P. Reichenbach,et al.  GIS techniques and statistical models in evaluating landslide hazard , 1991 .

[96]  W. K. Kong Risk assessment of slopes , 2002, Quarterly Journal of Engineering Geology and Hydrogeology.

[97]  V. Doyuran,et al.  A comparison of the GIS based landslide susceptibility assessment methods: multivariate versus bivariate , 2004 .

[98]  William H. Schulz,et al.  Landslide susceptibility revealed by LIDAR imagery and historical records, Seattle, Washington , 2007 .

[99]  Simone Frigerio,et al.  Landslide risk analysis: a multi-disciplinary methodological approach , 2007 .

[100]  Alexander Blöchl,et al.  Economic assessment of landslide risks in the Swabian Alb, Germany ‒ research framework and first results of homeowners' and experts' surveys , 2005 .

[101]  Tomoyuki Iida A stochastic hydro-geomorphological model for shallow landsliding due to rainstorm , 1999 .

[102]  R. Soeters,et al.  Use of Geomorphological Information in Indirect Landslide Susceptibility Assessment , 2003 .

[103]  G. Miliaresis,et al.  Vertical accuracy of the SRTM DTED level 1 of Crete , 2005 .

[104]  H Chen,et al.  Numerical simulation of debris flows , 2000 .

[105]  E. Abella,et al.  Combining computational models for landslide hazard assessment of Guantánamo province, Cuba , 2008 .

[106]  J. Hübl,et al.  Towards an empirical vulnerability function for use in debris flow risk assessment , 2007 .

[107]  R J Fannin,et al.  An empirical-statistical model for debris flow travel distance , 2001 .

[108]  R. Dikau,et al.  Modeling historical climate variability and slope stability , 2004 .

[109]  P. Lohmann,et al.  QUALITY ASSESSMENT AND VALIDATION OF DIGITAL SURFACE MODELS DERIVED FROM THE SHUTTLE RADAR TOPOGRAPHY MISSION (SRTM) , 2000 .

[110]  C. J. Westen,et al.  Analyzing the evolution of the Tessina landslide using aerial photographs and digital elevation models , 2003 .

[111]  Ellen Wohl,et al.  Geological hazards, vulnerability, and risk assessment using GIS: model for Glenwood Springs, Colorado , 1994 .

[112]  Thomas L. Saaty,et al.  Multicriteria Decision Making: The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation , 1990 .

[113]  Vicki G. Moon,et al.  A Methodology for Assessing Landslide Hazard Using Deterministic Stability Models , 2004 .

[114]  David Rain,et al.  Measuring population pressure on the landscape: comparative GIS studies in China, India, and the United States , 2007 .

[115]  G. Dunn THE HURRICANE SEASON OF 1963 , 1964 .

[116]  Robin Chowdhury,et al.  Uncertainties in rainfall-induced landslide hazard , 2002, Quarterly Journal of Engineering Geology and Hydrogeology.

[117]  R. Soeters,et al.  Landslide hazard and risk zonation—why is it still so difficult? , 2006 .

[118]  Joong-Sun Won,et al.  The Application of Artificial Neural Networks to Landslide Susceptibility Mapping at Janghung, Korea , 2006 .

[119]  S. L. Kuriakose,et al.  Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview , 2008 .

[120]  Lennart Sjöberg,et al.  Risk Perception by the Public and by Experts: A Dilemma in Risk Management 1 , 1999 .

[121]  Giovanni B. Crosta,et al.  Forecasting hazard scenarios and implications for the evaluation of countermeasure efficiency for large debris avalanches , 2006 .

[122]  H. Sims,et al.  Popular mobilization and disaster management in Cuba , 2002 .

[123]  William H. Press,et al.  Numerical recipes in C , 2002 .

[124]  Saro Lee,et al.  Earthquake-induced landslide-susceptibility mapping using an artificial neural network , 2006 .

[125]  L. Hurni,et al.  Remote sensing of landslides: An analysis of the potential contribution to geo-spatial systems for hazard assessment in mountainous environments , 2005 .

[126]  Robert A. Crovelli,et al.  Probabilistic Assessment of Precipitation-Triggered Landslides Using Historical Records of Landslide Occurrence, Seattle, Washington , 2004 .

[127]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[128]  Meei-Ling Lin,et al.  A GIS-based potential analysis of the landslides induced by the Chi-Chi earthquake , 2004 .

[129]  Andrea G. Fabbri,et al.  Validation of Spatial Prediction Models for Landslide Hazard Mapping , 2003 .

[130]  Richard Dikau,et al.  Databases and GIS for landslide research in Europe , 1996 .

[131]  T. Fernández,et al.  Evaluation and validation of landslide-susceptibility maps obtained by a GIS matrix method: examples from the Betic Cordillera (southern Spain) , 2007 .

[132]  Saro Lee,et al.  Landslide susceptibility mapping using GIS and the weight-of-evidence model , 2004, Int. J. Geogr. Inf. Sci..

[133]  Shuichiro Yokota,et al.  A toppled structure with sliding in the Siwalik Hills, midwestern Nepal , 2002 .

[134]  A. Rebez,et al.  Seismic Hazard Maps for Cuba and Surrounding Areas , 2003 .

[135]  Oldrich Hungr,et al.  Large-scale brittle and ductile toppling of rock slopes , 2002 .

[136]  Trevor J. Davis,et al.  Modelling Uncertainty in Natural Resource Analysis Using Fuzzy Sets and Monte Carlo Simulation: Slope Stability Prediction , 1997, Int. J. Geogr. Inf. Sci..

[137]  A. Forster,et al.  Reconnaissance geophysical methods in landslide investigations , 1990 .

[138]  E. A. Castellanos Abella Disaster management and multihazard risk assessment in Cuba , 2008 .

[139]  C. F. Lee,et al.  Frequency–volume relation and prediction of rainfall-induced landslides , 2001 .

[140]  Abbas Rajabifard,et al.  Using SDI and web-based system to facilitate disaster management , 2006, Comput. Geosci..

[141]  C. J. van Westen,et al.  Geo - information tools for landslide risk assessment : an overview of recent developments , 2004 .

[142]  T. Fernández,et al.  Methodology for Landslide Susceptibility Mapping by Means of a GIS. Application to the Contraviesa Area (Granada, Spain) , 2003 .

[143]  E. E. Brabb,et al.  The world landslide problem , 1991 .

[144]  D. M. Cruden,et al.  A suggested method for a landslide summary , 1991 .

[145]  David Etkin,et al.  People and community as constituent parts of hazards: the significance of societal dimensions in hazards analysis , 2007 .

[146]  H. Wang,et al.  Rainfall‐induced landslide hazard assessment using artificial neural networks , 2006 .

[147]  Bob Svendsen,et al.  Debris flow modeling: A review , 1994 .

[148]  C. J. van Westen,et al.  Remote sensing and geographic information systems for geological hazard mitigation , 1993 .

[149]  M. Crozier Prediction of rainfall-triggered landslides: a test of the Antecedent Water Status Model , 1999 .

[150]  Yoichi Okura,et al.  The effects of rockfall volume on runout distance , 2000 .

[151]  Nancy F. Glenn,et al.  Application of multi-temporal high-resolution imagery and GPS in a study of the motion of a canyon rim landslide , 2005 .

[152]  Christian Heipke,et al.  Quality assessment of digital surface models derived from the Shuttle Radar Topography Mission (SRTM) , 2001, IGARSS 2001. Scanning the Present and Resolving the Future. Proceedings. IEEE 2001 International Geoscience and Remote Sensing Symposium (Cat. No.01CH37217).

[153]  Guocheng Pan,et al.  Information synthesis for mineral exploration , 2000 .

[154]  Bruce D. Malamud,et al.  Power-law correlations of landslide areas in central Italy , 2001 .

[155]  Giovanni B. Crosta,et al.  STONE: a computer program for the three-dimensional simulation of rock-falls , 2002 .

[156]  Matthias Jakob,et al.  Hydrometeorological thresholds for landslide initiation and forest operation shutdowns on the north coast of British Columbia , 2006 .

[157]  O. Sass,et al.  Comparing geophysical methods for talus slope investigations in the Turtmann valley (Swiss Alps) , 2006 .

[158]  Evangelos Triantaphyllou,et al.  Multi-criteria Decision Making Methods: A Comparative Study , 2000 .

[159]  Fausto Guzzetti,et al.  Evaluation of Flood and Landslide Risk to the Population of Italy , 2005, Environmental management.

[160]  Ralf Ludwig,et al.  Validation of digital elevation models from SRTM X-SAR for applications in hydrologic modeling , 2006 .

[161]  Martha E. Thompson,et al.  CUBA : Weathering the storm : Lessons in risk reduction from Cuba , 2004 .

[162]  Kyoji Sassa,et al.  Mechanism of a long-runout landslide triggered by the August 1998 heavy rainfall in Fukushima Prefecture, Japan , 2002 .

[163]  Manoj K. Arora,et al.  A comparative study of conventional, ANN black box, fuzzy and combined neural and fuzzy weighting procedures for landslide susceptibility zonation in Darjeeling Himalayas , 2006 .

[164]  Giannantonio Bottino,et al.  Debris-flow event in the Frangerello Stream-Susa Valley (Italy)—calibration of numerical models for the back analysis of the 16 October, 2000 rainstorm , 2008 .

[165]  Challenges in defining acceptable risk levels , 2006 .

[166]  R. W. Fleming,et al.  Economic Losses and Fatalities Due to Landslides , 1986 .

[167]  Bruce Walker Response to Discussion by Garth Powell , 2002 .

[168]  D. Keefer Statistical analysis of an earthquake-induced landslide distribution — the 1989 Loma Prieta, California event , 2000 .

[169]  A. Pachauri,et al.  Geophysical characterization of a landslide site in the Himalayan foothill region , 2003 .

[170]  Robin Fell,et al.  Travel distance angle for "rapid" landslides in constructed and natural soil slopes , 2003 .

[171]  José I. Barredo,et al.  Comparing heuristic landslide hazard assessment techniques using GIS in the Tirajana basin, Gran Canaria Island, Spain , 2000 .

[172]  F. Mantovani,et al.  Remote sensing techniques for landslide studies and hazard zonation in Europe , 1996 .

[173]  Giovanni B. Crosta,et al.  Numerical Modeling of Large Landslide Stability and Runout , 2003 .

[174]  G. Wieczorek,et al.  Calibration of numerical models for small debris flows in Yosemite Valley, California, USA , 2005 .

[175]  C. J. Westen,et al.  Generation of a landslide risk index map for Cuba using spatial multi-criteria evaluation , 2007 .

[176]  G. Verstraeten Regional scale modelling of hillslope sediment delivery with SRTM elevation data , 2006 .

[177]  Yang Hong,et al.  Use of satellite remote sensing data in the mapping of global landslide susceptibility , 2007 .

[178]  Scott L. Huang,et al.  Earthquake-induced landslide stability analysis of the las colinas landslide in el salvador , 2004 .

[179]  M. Komac A landslide susceptibility model using the Analytical Hierarchy Process method and multivariate statistics in perialpine Slovenia , 2006 .

[180]  Development of a system for landslide risk assessment for Cuba , 2005 .

[181]  P. Peduzzi,et al.  Global Risk And Vulnerability Index Trends per Year (GRAVITY) Phase IV: Annex to WVR and Multi Risk Integration , 2003 .

[182]  Birgit Terhorst,et al.  Landslide susceptibility assessment using “weights-of-evidence” applied to a study area at the Jurassic escarpment (SW-Germany) , 2007 .

[183]  C. J. van Westen,et al.  GISSIZ : training package for Geographic Information Systems in slope instability zonation : Part 1. theory Part 2. exercises , 1993 .

[184]  Jacek Malczewski,et al.  A. GIS-Based Approach to Multiple Criteria Group Decision-Making , 1996, Int. J. Geogr. Inf. Sci..

[185]  Kaare Høeg,et al.  Historical landslides in Nicaragua—collection and analysis of data , 2007 .

[186]  Yoichi Okura,et al.  Topography and volume effects on travel distance of surface failure , 2003 .

[187]  L. Franzi,et al.  Influence of rheology on debris-flow simulation , 2006 .

[188]  C. Westen Scale related GIS techniques in the analysis of landslide hazard , 1992 .

[189]  A. F. Chleborad,et al.  Preliminary evaluation of a precipitation threshold for anticipating the occurrence of landslides in the Seattle, Washington, area , 2003 .

[190]  Saro Lee,et al.  Determination and application of the weights for landslide susceptibility mapping using an artificial neural network , 2004 .

[191]  Petra Köhler,et al.  Towards an Open Information Infrastructure for Disaster Research and Management: Data Management and Information Systems Inside DFNK , 2006 .

[192]  K. Kraus,et al.  Kinematics of a deep‐seated landslide derived from photogrammetric, GPS and geophysical data , 2006 .

[193]  P. G. Carter,et al.  Cylinder retaining walls , 1992 .

[194]  Christophe Delacourt,et al.  Seventeen years of the “La Clapière” landslide evolution analysed from ortho-rectified aerial photographs , 2003 .

[195]  M. Terlien,et al.  Prediction of the occurrence of slope instability phenomenal through GIS-based hazard zonation , 1997 .

[196]  José Luís Zêzere,et al.  Probabilistic landslide risk analysis considering direct costs in the area north of Lisbon (Portugal) , 2008 .

[197]  Giovanni B. Crosta,et al.  Distributed modelling of shallow landslides triggered by intense rainfall , 2003 .

[198]  Jordi Corominas,et al.  The angle of reach as a mobility index for small and large landslides , 1996 .

[199]  David Jarman,et al.  Large rock slope failures in the Highlands of Scotland: Characterisation, causes and spatial distribution , 2006 .

[200]  H. Wang,et al.  Slope stability evaluation using Back Propagation Neural Networks , 2005 .

[201]  Fausto Guzzetti,et al.  The AVI project: A bibliographical and archive inventory of landslides and floods in Italy , 1994 .

[202]  R. Hickey,et al.  Estimating the LS Factor for RUSLE through Iterative Slope Length Processing of Digital Elevation Data within Arclnfo Grid , 2001 .

[203]  P. Aleotti,et al.  Landslide hazard assessment: summary review and new perspectives , 1999 .

[204]  P. Reichenbach,et al.  Estimating the quality of landslide susceptibility models , 2006 .

[205]  Rich Caruana,et al.  Overfitting in Neural Nets: Backpropagation, Conjugate Gradient, and Early Stopping , 2000, NIPS.

[206]  Berna Unutmaz,et al.  Seismically induced landslide at Degirmendere Nose, Izmit Bay during Kocaeli (Izmit)-Turkey earthquake , 2004 .

[207]  D. Jongmans,et al.  Geophysical investigation of landslides : a review , 2007 .

[208]  Robin Fell,et al.  A framework for landslide risk assessment and management , 2005 .

[209]  Adrian E. Scheidegger,et al.  On the prediction of the reach and velocity of catastrophic landslides , 1973 .

[210]  Eyke Hüllermeier,et al.  Risk assessment system of natural hazards: A new approach based on fuzzy probability , 2007, Fuzzy Sets Syst..

[211]  G. Wieczorek,et al.  Rockfall hazard and risk assessment in the Yosemite Valley, California, USA , 2003 .

[212]  PROCESSING SRTM DEM DATA FOR NATIONAL LANDSLIDE HAZARD ASSESSMENT , 2005 .

[213]  A. Al-homoud,et al.  SARETL: an expert system for probabilistic displacement-based dynamic 3-D slope stability analysis and remediation of earthquake triggered landslides , 2000 .

[214]  R. Giannecchini Relationship between rainfall and shallow landslides in the southern Apuan Alps (Italy) , 2006 .

[215]  P. Reichenbach,et al.  Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy , 1999 .