Abstract
The Calabria (Southern Italy) region is characterized by many geological hazards among which landslides, due to the geological, geomorphological, and climatic characteristics, constitute one of the major cause of significant and widespread damage. The present work aims to exploit a bivariate statistics-based approach for drafting a landslide susceptibility map in a specific scenario of the region (the Vitravo River catchment) to provide a useful and easy tool for future land planning. Landslides have been detected through air-photo interpretation and field surveys, by identifying both the landslide detachment zones (LDZ) and landslide bodies; a geospatial database of predisposing factors has been constructed using the ESRI ArcView 3.2 GIS. The landslide susceptibility has been assessed by computing the weighting values (Wi) for each class of the predisposing factors (lithology, proximity to fault and drainage line, land use, slope angle, aspect, plan curvature), thus evaluating the distribution of the landslide detachment zones within each class. The extracted predisposing factors maps have then been re-classified on the basis of the calculated weighting values (Wi) and by means of overlay processes. Finally, the landslide susceptibility map has been considered by five classes. It has been determined that a high percentage (61%) of the study area is characterized by a high to very high degree of susceptibility; clay and marly lithologies, and slope exceeding 20° in inclination would be much prone to landsliding. Furthermore, in order to ascertain the proposed landslide susceptibility estimate, a validation procedure has been carried out, by splitting the landslide detachment zones into two groups: a training and a validation set. By means of the training set, the susceptibility map has first been produced; then, it has been compared with the validation set. As a result, a great majority of LDZ-validation set (85%) would be located in highly and very highly susceptible areas. The predictive power of the model is considered reliable, since more than 50% of the LDZ fall into 20% of the most susceptible areas. The reliability of the susceptibility map is also suggested by computing the SCAI index, true positive and false positive rates; nevertheless, the most susceptible areas are overestimated. As a whole, the results indicate that landslide susceptibility assessment based on a bivariate statistics-based method in a GIS environment may be useful for land planning policy, especially when considering its cost/benefit ratio and the need of using an easy tool.



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References
Aleotti P, Chowdhury R (1999) Landslide hazard assessment: summary, review and new perspectives. Bull Eng Geol Environ 58:21–44
Anbalagan R (1992) Landslide hazard evaluation and zonation mapping in mountainous terrain. Eng Geol 32:269–277
Antronico L, Gullà G (2000) Slopes affected by soil slips: validation of an evolutive model. In: Proceedings of the VIII international symposium on landslides—landslide in research, theory and practice, 26–30 June 2000, Cardiff, Wales. Thomas Telford, London, UK, 77–84
Calcaterra D, Parise M (2005) Landslide types and their relationships with weathering in a Calabrian basin, southern Italy. Bul Eng Geol Environ 64:193–207
Calcaterra D, Parise M (2010) Weathering in the crystalline rocks of Calabria, Italy, and relationships to landslides. In: Calcaterra D, Parise M (eds) Weathering as predisposing factor to slope movements, Geological Society of London, Engineering Geology Series, Special Publication 2
Cardinali M, Carrara A, Guzzetti F, Reichenbach P (2002) Landslide hazard map for the Upper Tiber River basin. CNR, Gruppo Nazionale per la Difesa dalle Catastrofi Idrogeologiche, Publication n. 2116, scale 1:100,000
Carrara A, Pugliese-Carratelli E, Merenda L (1977) Computer-based data bank and statistical analysis of slope instability phenomena. Zeitschrift Geomorphol 21(2):187–222
Carrara A, Cardinali M, Detti R, Guzzetti F, Pasqui V, Reichenbach P (1991) GIS techniques and statistical models in evaluating landslide hazard. Earth Surf Proc Land 16:427–445
Carrara A, Cardinali M, Guzzetti F, Reichenbach P (1995) GIS technology in mapping landslide hazard. In: Carrara A, Guzzetti F (eds) Geographical information systems in assessing natural hazards. Kluwer, Dordrecht, pp 135–175
CASMEZ (1971) Carta Geologica della Calabria, Volume II, Fogli 237, 238. Legge speciale per la Calabria 26, 11, 1955, n. 1177
Catenacci V (1992) Geological and geoenvironmental failure from the post-war to 1990, Italy. Servizio Geologico Nazionale—Memorie Descrittive della Carta Geologica d’Italia, p 301
Çevik E, Topal T (2003) GIS-based landslide susceptibility mapping for a problematic segment of the natural gas pipeline, Hendek (Turkey). Environ Geol 44:949–962
Chung CF, Fabbri AG (2003) Validation of spatial prediction models for landslide hazard mapping. Nat Hazards 30:451–472
Clerici A, Perego S, Tellini C, Vescovi P (2006) A GIS-based automated procedure for landslide susceptibility mapping by the conditional analysis method: the Baganza valley case study (Italian Northern Apennines). Environ Geol 50:941–961
Clerici A, Perego S, Tellini C, Vescovi P (2010) Landslide failure and runout susceptibility in the upper T. Ceno valley (Northern Apennines, Italy). Nat Hazards 52:1–29
Conoscenti C, Di Maggio C, Rotiglinao E (2008) GIS analysis to assess landslide susceptibility in a fluvial basin of NW Sicily (Italy). Geomorphology 94:325–339
Dai FC, Lee CF, Li J, Xu ZW (2001) Assessment of landslide susceptibility on the natural terrain of Lantau Island, Hong Kong. Environ Geol 40:381–391
Dramis F, Sorriso-Valvo M (1994) Deep-seated gravitational slope deformations, related landslides and tectonics. Eng Geol 38:231–243
Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27:861–874
Federici PR, Puccinelli A, Cantarelli E, Casarosa N, D’Amato Avanzi G, Falaschi F, Giannecchini R, Pochini A, Ribolini A, Bottai M, Salvati N, Testi C (2007) Multidisciplinary investigations in evaluating landslide susceptibility—an example in the Serchio River valley (Italy). Quat Int 171–172:52–63
Fernandes NF, Guimaraes RF, Gomesa RAT, Vieira BC, Montgomery DR, Greenberg H (2004) Topographic controls of landslides in Rio de Janeiro: field evidence and modeling. Catena 55:163–181
Fernandez T, Irigaray C, Hamdouni RE, Chacon J (2003) Methodology for landslide susceptibility mapping by means of a GIS. Application to the Contraviesa area (Granada, Spain). Nat Hazards 30:297–308
Garfi’ G, Bruno D, Calcaterra D, Parise M (2007) Fan morphodynamics and slope instability in the Mucone River basin (Sila Massif, southern Italy): significance of weathering and role of land use changes. Catena 69:181–196
Gullà G, Antronico L, Iaquinta P, Terranova O (2008) Susceptibility and triggering scenarios at a regional scale for shallow landslides. Geomorphology 99:39–58
Guzzetti F (2000) Landslides fatalities and the evaluation of landslide risk in Italy. Eng Geol 58:89–107
Guzzetti F, Carrara A, Cardinali M, Reichenbach P (1999) Landslide hazard evaluation: a review of current techniques and their application in a multi-scale study, Central Italy. Geomorphology 31:181–216
Guzzetti F, Reichenbach P, Cardinali M, Galli M, Ardizzone F (2005) Probabilistic landslide hazard assessment at the basin scale. Geomorphology 72:272–299
Guzzetti F, Reichenbach P, Ardizzone F, Cardinali M, Galli M (2006) Estimating the quality of landslide susceptibility models. Geomorphology 81:166–184
Havenith HB, Strom A, Caceres F, Pirard E (2006) Analysis of landslide susceptibility in the Suusamyr region, Tien Shan: statistical and geotechnical approach. Landslides 3:39–50
Iovine G, Merenda L (1996) Nota illustrative alla “Carta delle frane e della mobilizzazione diastrofica, dal 1973 ad oggi, nel bacino del Torrente Straface” (Alto Ionio, Calabria). Geologia Applicata e Idrogeol 31:107–128
Iovine G, Petrucci O (1998) Effetti sui versanti e nel fondovalle indotti da un evento pluviale eccezionale nel bacino di una fiumara calabra (T. Pagliara). Boll Soc Geol It 117:821–840
Iovine G, Parise M, Tansi C (1997) Influenza dell’assetto geologic-strutturale nello sviluppo di fenomeni gravitativi. Un caso di studio in Calabria settentrionale. Geogr Fis Dinam Quat 20:93–99
Iovine G, Di Gregorio S, Lupiano V (2003) Debris-flow susceptibility assessment through cellular automata modeling: an example from 15–16 December 1999 disaster at Cervinara and San Martino Valle Caudina (Campania, southern Italy). Nat Hazards Earth Syst Sci 3:457–468
Iovine G, Parise M, Trocino A (2010) Breakdown mechanisms in gypsum caves of southern Italy, and the related effects at the surface. Zeitschrift Geomorphol 54:153–178
ISPRA Agenzia per la Protezione dell’Ambiente e per i servizi Tecnici (2005) La realizzazione in Italia del progetto europeo Corine Land Cover 2000. http://www.apat.gov.it
Jenks GF (1989) Geographic logic in line generalization. Cartographica 26(1):27–42
Kıncal C, Akgun A, Koca MY (2009) Landslide susceptibility assessment in the_Izmir (West Anatolia, Turkey) city center and its near vicinity by the logistic regression method. Environ Earth Sci 59:745–756
Lan HX, Zhou CH, Wang LJ, Zhang HY, Li RH (2004) Landslide hazard spatial analysis and prediction using GIS in the Xiaojiang watershed, Yunnan, China. Eng Geol 76(1–2):109–128
Lee S, Min K (2001) Statistical analysis of landslide susceptibility at Yongin, Korea. Environ Geol 40:1095–1113
Lee S, Sambath T (2006) Landslide susceptibility mapping in the Damrei Romel area, Cambodia using frequency ratio and logistic regression models. Environ Geol 50:847–855
Messina A, Russo S, Borghi A, Colonna V, Compagnoni R, Caggianelli A, Fornelli A, and Piccarreta G (1994) Il Massiccio della Sila. Settore Settentrionale Dell’arco Calabro–Peloritano. Bollettino della Società Geologica Italiana 5, p 113
Pachauri AK, Gupta PV, Chander R (1998) Landslide zoning in a part of the Garhwal Himalayas. Environ Geol 36:325–334
Parise M, Trocino A (2005) Gypsum karst in the Crotone province (Calabria, southern Italy). Acta Carsologica 34:369–382
Parise M, Sorriso-Valvo M, Tansi C (1997) Mass movements related to tectonics in the Aspromonte massif (Southern Italy). Eng Geol 47:89–106
Pellegrino A, Prestininzi A (2007) Impact of weathering on the geomechanical properties of rocks along thermal-metamorphic contact belts and morpho-evolutionary processes: the deep-seated gravitational slope deformations of Mt. Granieri-Salincriti (Calabria-Italy). Geomorphology 87:176–195
Remondo J, Gonzalez A, Teran J, Cendrero A, Fabbri A, Chung C (2003) Validation of landslide susceptibility maps; examples and applications from a case study in Northern Spain. Nat Hazards 30:437–449
Roda C (1964) Distribuzione e facies dei sedimenti neogenici nel Bacino Crotonese. Geologica Romana 3:319–366
Saha AK, Gupta RP, Arora MK (2002) GIS-based landslide hazard zonation in the Bhagirathi (Ganga) valley, Himalayas. Int J Remote Sensing 23:57–369
Soeters R, van Westen CJ (1996) Slope instability recognition analysis and zonation. In: Turner KT, Schuster RL (eds) Landslides: investigation and mitigation. Transportation Research Board, National Research Council, Special Report No. 247, Washington D.C., 129–177
Sorriso-Valvo M, Greco R, Catalano E (2009) Spatial prediction of regional-scale mass movement using Logistic Regression analysis and GIS. Israel J Earth Sci 57:263–280
Sùzen ML, Doyuran V (2004) A comparison of the GIS based landslide susceptibility assessment methods: multivariate versus bivariate. Environ Geol 45:665–679
Tansi C, Muto F, Critelli S, Iovine G (2007) Neogene-quaternary strike-slip tectonics in the central Calabrian Arc (Southern Italy). J Geodyn 43:393–414
Van Beek LPH, Van Asch Th WJ (2004) Regional assessment of the effects of land-use change on landslide hazard by means of physically based modelling. Nat Hazards 31:289–304
Van Dijk JP, Bello M, Brancaleoni GP, Cantarella G, Costa V, Frixa A, Golfetto F, Merlini S, Riva M, Torricelli S, Toscano C, Zerilli A (2000) A regional structural model for the northern sector of the Calabrian Arc (southern Italy). Tectonophysics 324:267–320
Van Westen CJ (1993) Application of geographic information systems to landslide hazard zonation. ITC publ. no. 15. Int Ins. for Aerospace and Earth Res. Surv, Enschede
Van Westen CJ (1997) Statistical landslide hazard analysis. ILWIS 2.1 for Windows application guide. ITC publication, Enschede, The Netherlands pp 73–84
Van Westen CJ, Rengers N, Soeters R (2003) Use of geomorphological information in indirect landslide susceptibility assessment. Nat Hazards 30:399–413
Vijith H, Madhu G (2008) Estimating potential landslide sites of an upland sub-watershed in Western Ghat’s of Kerala (India) through frequency ratio and GIS. Environ Geol 55:1397–1405
Wang HB, Sassa K (2005) Comparative evaluation of landslide susceptibility in Minamata area, Japan. Environ Geol 47:956–966
Yalcin A (2008) GIS-based landslide susceptibility mapping using analytical hierarchy process and bivariate statistics in Ardesen (Turkey): comparison of results and confirmations. Catena 72:1–12
Yilmaz I (2009) Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Katlandslides (Tokat–Turkey). Comput Geosci 35:1125–1138
Yin KJ, Yan TZ (1988) Statistical prediction model for slope instability of metamorphosed rocks. In: Proceedings of the 5th international symposium on landslides, Lausanne, Switzerland 2, pp 1269–1272
Zézere JL (2002) Landslide susceptibility assessment considering landslide typology. A case study in the area north of Lisbon (Portugal). Nat Hazards Earth Syst Sci 2:73–82
Acknowledgments
We are grateful to the three anonymous reviewers for their critical comments and suggestions, which greatly improved the quality of our manuscript. We also thank Federica Lucà for discussion on the early draft of the manuscript, and William Spataro (University of Calabria, Italy) for his revision of the English language.
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Conforti, M., Robustelli, G., Muto, F. et al. Application and validation of bivariate GIS-based landslide susceptibility assessment for the Vitravo river catchment (Calabria, south Italy). Nat Hazards 61, 127–141 (2012). https://doi.org/10.1007/s11069-011-9781-0
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DOI: https://doi.org/10.1007/s11069-011-9781-0