Skip to main content

2013 | OriginalPaper | Buchkapitel

Factor Selection Procedures in a Google EarthTM Aided Landslide Susceptibility Model: Application to the Beiro River Basin (Spain)

verfasst von : D. Costanzo, E. Rotigliano, C. Irigaray, J. D. Jiménez-Perálvarez, J. Chacón

Erschienen in: Landslide Science and Practice

Verlag: Springer Berlin Heidelberg

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

A procedure to select the controlling factors connected to the slope instability has been defined. It allowed to assess the landslide susceptibility in the Rio Beiro basin (about 10 km2) over the north-eastern area of the city of Granada (Spain). Field and remote (Google EarthTM) recognition techniques allowed to generate a landslide inventory consisting in 127 phenomena. Univariate tests, using both association coefficients and validation results of single parameter susceptibility models, allowed to select among 15 controlling factors the ones that resulted as good predictor variables; these have been combined for unique conditions analysis and susceptibility maps were finally prepared. In order to verify both the goodness of fit and the prediction skill of the susceptibility models, two different validation procedures were applied and compared. Both procedures are based on a random partition splitting of the landslide archive for producing a test and a training subset. The relative error, considered between the intersected target landslides by the different susceptibility classes, was used to estimate the predictive skill of the maps.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
Zurück zum Zitat Burrough PA (1986) Principles of geographical information systems for land resource assessment. Clarendon, Oxford, 194p Burrough PA (1986) Principles of geographical information systems for land resource assessment. Clarendon, Oxford, 194p
Zurück zum Zitat Carrara A, Cardinali M, Guzzetti F (1995) GIS technology in mapping landslide hazard. In: Carrara A, Guzzetti F (eds) Geographical information systems in assessing natural hazards. Kluwer Academic, Dordrecht, pp 135–175CrossRef Carrara A, Cardinali M, Guzzetti F (1995) GIS technology in mapping landslide hazard. In: Carrara A, Guzzetti F (eds) Geographical information systems in assessing natural hazards. Kluwer Academic, Dordrecht, pp 135–175CrossRef
Zurück zum Zitat Carrara A, Cardinali M, Detti R, Guzzetti F, Pasqui V, Reichenbach P (2006) GIS techniques and statistical models in evaluating landslide hazard. Earth Surf Process Landf 16:427–445CrossRef Carrara A, Cardinali M, Detti R, Guzzetti F, Pasqui V, Reichenbach P (2006) GIS techniques and statistical models in evaluating landslide hazard. Earth Surf Process Landf 16:427–445CrossRef
Zurück zum Zitat Chacón J (1999) Riesgos Naturales en el borde suroriental de la depresión de Granada. In: Rivas Carrera P y Gómez-Caminero García R (eds) Ciclos Naturales y Desarrollo Sostenido. Grupo Editorial Universitario, Granada, pp 71–134 Chacón J (1999) Riesgos Naturales en el borde suroriental de la depresión de Granada. In: Rivas Carrera P y Gómez-Caminero García R (eds) Ciclos Naturales y Desarrollo Sostenido. Grupo Editorial Universitario, Granada, pp 71–134
Zurück zum Zitat Chacón J (2008a) Los conceptos actuales de susceptibilidad, peligrosidad y riesgo, en la prevención de movimientos de ladera, con ejemplos de aplicaciones prácticas. In: Lima RE, y Leite JC (eds) 44° Congresso Brasileiro de Geología. Publicaçao Especial. 30 Octubre 2008. “Desastres e riscos geológicos em Curitiba e litoral. Roteiro de Excursao Técnica. 43 páginas. Chacón J (2008a) Los conceptos actuales de susceptibilidad, peligrosidad y riesgo, en la prevención de movimientos de ladera, con ejemplos de aplicaciones prácticas. In: Lima RE, y Leite JC (eds) 44° Congresso Brasileiro de Geología. Publicaçao Especial. 30 Octubre 2008. “Desastres e riscos geológicos em Curitiba e litoral. Roteiro de Excursao Técnica. 43 páginas.
Zurück zum Zitat Chacón J (2008b) Movimientos de Ladera. In Master oficial Ingeniería Geológica Aplicada a la Obra Civil. Copicentro. ETS Ingenieros de Caminos, Canales y Puertos. 77 páginas Chacón J (2008b) Movimientos de Ladera. In Master oficial Ingeniería Geológica Aplicada a la Obra Civil. Copicentro. ETS Ingenieros de Caminos, Canales y Puertos. 77 páginas
Zurück zum Zitat Chacón J, Corominas J (2003) Special issue on “landslides and GIS”. Nat Hazards 30:281–295CrossRef Chacón J, Corominas J (2003) Special issue on “landslides and GIS”. Nat Hazards 30:281–295CrossRef
Zurück zum Zitat Chacón J, El Hamdouni R, Arroyo JM, Irigaray C, and Fernández T (2001) Slope instability in the north-eastern sector of the Granada basin (Spain): events following recent rainfall (1995–1998). In Sanz C, Peláez A, López Garrido AC (eds) La cuenca de Granada: Estructura, Tectónica Activa, Sismicidad, Geomorfología y dataciones existentes. CSIC – Universidad de Granada, pp 189–197 Chacón J, El Hamdouni R, Arroyo JM, Irigaray C, and Fernández T (2001) Slope instability in the north-eastern sector of the Granada basin (Spain): events following recent rainfall (1995–1998). In Sanz C, Peláez A, López Garrido AC (eds) La cuenca de Granada: Estructura, Tectónica Activa, Sismicidad, Geomorfología y dataciones existentes. CSIC – Universidad de Granada, pp 189–197
Zurück zum Zitat Chacón J, Irigaray C, Fernández T (2007) Movimientos de Ladera (pp. 45–82). In: Ferrer M (coord) Atlas de Riesgos Naturales en la Provincia de Granada. Diputación de Granada-Instituto Geológico y Minero de España (IGME). 190p Chacón J, Irigaray C, Fernández T (2007) Movimientos de Ladera (pp. 45–82). In: Ferrer M (coord) Atlas de Riesgos Naturales en la Provincia de Granada. Diputación de Granada-Instituto Geológico y Minero de España (IGME). 190p
Zurück zum Zitat Chacón J, Irigaray Cm EL, Hamdouni R, Jiménez-Perálvarez JD (2010) Diachroneity of landslides. In: Williams et al (eds) Geologically active. Taylor & Francis, London, pp 999–1006. ISBN 978-0-415-60034-7 Chacón J, Irigaray Cm EL, Hamdouni R, Jiménez-Perálvarez JD (2010) Diachroneity of landslides. In: Williams et al (eds) Geologically active. Taylor & Francis, London, pp 999–1006. ISBN 978-0-415-60034-7
Zurück zum Zitat Chung CF, Fabbri A (2003) Validation of spatial prediction models for landslide hazard mapping. Nat Hazards 30:107–142CrossRef Chung CF, Fabbri A (2003) Validation of spatial prediction models for landslide hazard mapping. Nat Hazards 30:107–142CrossRef
Zurück zum Zitat Clerici A, Perego S, Tellini C, Vescovi P (2002) A procedure for landslide susceptibility zonation by the conditional analysis method. Geomorphology 48:349–364CrossRef Clerici A, Perego S, Tellini C, Vescovi P (2002) A procedure for landslide susceptibility zonation by the conditional analysis method. Geomorphology 48:349–364CrossRef
Zurück zum Zitat Clerici A, Perego S, Tellini C, Vescovi P (2006) A GIS automated procedure for landslide susceptibility mapping by the conditional analysis method: the Baganza valley case study (Italian northern Apennines). Environ Geol 50:941–961CrossRef Clerici A, Perego S, Tellini C, Vescovi P (2006) A GIS automated procedure for landslide susceptibility mapping by the conditional analysis method: the Baganza valley case study (Italian northern Apennines). Environ Geol 50:941–961CrossRef
Zurück zum Zitat Conoscenti C, Di Maggio C, Rotigliano E (2008) GIS analysis to assess landslide susceptibility in a fluvial basin of NW Sicily (Italy). Geomorphology 94:325–339CrossRef Conoscenti C, Di Maggio C, Rotigliano E (2008) GIS analysis to assess landslide susceptibility in a fluvial basin of NW Sicily (Italy). Geomorphology 94:325–339CrossRef
Zurück zum Zitat Conoscenti C, Costanzo D, Rotigliano E (2009) Extension of landslide susceptibility models: a test in the Platani river basin (southern Sicily). VII Forum Italiano di Scienze della Terra – Geoitalia 2009, Rimini, Italy, 9–11 Sept 2009. Epitome 03.0254, pp 68 Conoscenti C, Costanzo D, Rotigliano E (2009) Extension of landslide susceptibility models: a test in the Platani river basin (southern Sicily). VII Forum Italiano di Scienze della Terra – Geoitalia 2009, Rimini, Italy, 9–11 Sept 2009. Epitome 03.0254, pp 68
Zurück zum Zitat Costanzo D, Cappadonia C, Conoscenti C, Rotigliano E (2011) Exporting a Google Earth aided earth-flow susceptibility model: a test in central Sicily. Nat Hazards 61(1):103–114. ISSN 0921-030X, DOI 10.1007/s11069-011-9870-0 Costanzo D, Cappadonia C, Conoscenti C, Rotigliano E (2011) Exporting a Google Earth aided earth-flow susceptibility model: a test in central Sicily. Nat Hazards 61(1):103–114. ISSN 0921-030X, DOI 10.1007/s11069-011-9870-0
Zurück zum Zitat Crozier MJ (1984) Field assessment of slope instability. In: Brunsden D, Prior DB (eds) Slope instability. Wiley, Chichester, pp 103–142 Crozier MJ (1984) Field assessment of slope instability. In: Brunsden D, Prior DB (eds) Slope instability. Wiley, Chichester, pp 103–142
Zurück zum Zitat Cruden DM, Varnes DJ (1996) Landslide types and processes. In: Turner A, Schuster L (eds) Landslides: investigation and mitigation. TRB special report, vol 247. National Academy Press, Washington, DC, pp 36–75 Cruden DM, Varnes DJ (1996) Landslide types and processes. In: Turner A, Schuster L (eds) Landslides: investigation and mitigation. TRB special report, vol 247. National Academy Press, Washington, DC, pp 36–75
Zurück zum Zitat Davis JC (1973) Statistics and data analysis in geology. Wiley, New York Davis JC (1973) Statistics and data analysis in geology. Wiley, New York
Zurück zum Zitat De Martonne E (1942) Nouvelle carte mondiale de l’indice d’aridite´. Annales de Geographie 51:242–250CrossRef De Martonne E (1942) Nouvelle carte mondiale de l’indice d’aridite´. Annales de Geographie 51:242–250CrossRef
Zurück zum Zitat Dikau R (1989) The application of a digital relief model to landform analysis in geomorphology. In: Raper J (ed) Three dimensional applications of geographic information systems. Taylor & Francis, New York, p 55571 Dikau R (1989) The application of a digital relief model to landform analysis in geomorphology. In: Raper J (ed) Three dimensional applications of geographic information systems. Taylor & Francis, New York, p 55571
Zurück zum Zitat Dikau R, Brunsden D, Schrott L, Ibsen M (1996) Landslide recognition. Identification, movement and courses. Report No. 1 of the European Commission Environment Programme, Wiley, Chichester, 251p Dikau R, Brunsden D, Schrott L, Ibsen M (1996) Landslide recognition. Identification, movement and courses. Report No. 1 of the European Commission Environment Programme, Wiley, Chichester, 251p
Zurück zum Zitat Fernández T, Irigaray C, El Hamdouni R, Chacón J (1996) Inventory and analysis of landslides determinant factors in Los Guajares Mountains, Granada (Southern Spain). In: Senneset K (ed) Landslides. Proceedings of the international symposium on landslides, vol 3. Balkema, Rotterdam, pp 1891–1896 Fernández T, Irigaray C, El Hamdouni R, Chacón J (1996) Inventory and analysis of landslides determinant factors in Los Guajares Mountains, Granada (Southern Spain). In: Senneset K (ed) Landslides. Proceedings of the international symposium on landslides, vol 3. Balkema, Rotterdam, pp 1891–1896
Zurück zum Zitat Fernández T, Irigaray C, El Hamdouni R, Chacón J (2003) Methodology for landslide susceptibility mapping by means of a GIS. Application to the Contraviesa area (Granada, Spain). Nat Hazards 30:297–308CrossRef Fernández T, Irigaray C, El Hamdouni R, Chacón J (2003) Methodology for landslide susceptibility mapping by means of a GIS. Application to the Contraviesa area (Granada, Spain). Nat Hazards 30:297–308CrossRef
Zurück zum Zitat Fernández T, Irigaray C, El Hamdouni R, Chacón J (2008) Correlation between natural slope angle and rock mass strength rating in the Betic Cordillera, Granada, Spain. Bull Eng Geol Environ 67(2):153–164. doi:10.1007/s10064-007-0118-x CrossRef Fernández T, Irigaray C, El Hamdouni R, Chacón J (2008) Correlation between natural slope angle and rock mass strength rating in the Betic Cordillera, Granada, Spain. Bull Eng Geol Environ 67(2):153–164. doi:10.​1007/​s10064-007-0118-x CrossRef
Zurück zum Zitat Goodman LA, Kruskal WH (1954) Measures of association for cross classifications, part I. J Am Stat Assoc 49:732–764 Goodman LA, Kruskal WH (1954) Measures of association for cross classifications, part I. J Am Stat Assoc 49:732–764
Zurück zum Zitat 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 31:181–216CrossRef 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 31:181–216CrossRef
Zurück zum Zitat GuzzettI F, Reichenbach P, Ardizzone F, Cardinali M, Galli M (2006) Estimating the quality of landslide susceptibility models. Geomorphology 81:166–184CrossRef GuzzettI F, Reichenbach P, Ardizzone F, Cardinali M, Galli M (2006) Estimating the quality of landslide susceptibility models. Geomorphology 81:166–184CrossRef
Zurück zum Zitat Hansen A (1984) Landslide hazard analysis. In: Brunsden D, Prior DB (eds) Slope instability. Wiley, New York, pp 523–602 Hansen A (1984) Landslide hazard analysis. In: Brunsden D, Prior DB (eds) Slope instability. Wiley, New York, pp 523–602
Zurück zum Zitat Hobson RD (1972) Surface roughness in topography: quantitative approach. In: Chorley RJ (ed) Spatial analysis in geomorphology. Methuer, London, pp 221–244 Hobson RD (1972) Surface roughness in topography: quantitative approach. In: Chorley RJ (ed) Spatial analysis in geomorphology. Methuer, London, pp 221–244
Zurück zum Zitat Irigaray C, Fernàndez T, El Hamdouni R, Chacón J (1999) Verification of landslide susceptibility mapping: a case study. Earth Surf Process Landf 24:537–544CrossRef Irigaray C, Fernàndez T, El Hamdouni R, Chacón J (1999) Verification of landslide susceptibility mapping: a case study. Earth Surf Process Landf 24:537–544CrossRef
Zurück zum Zitat Irigaray C, Fernàndez T, El Hamdouni R, Chacòn J (2007) Evaluation and validation of landslide-susceptibility maps obtained by a GIS matrix method: examples from the Betic Cordillera (southern Spain). Nat Hazards 41:61–79CrossRef Irigaray C, Fernàndez T, El Hamdouni R, Chacòn J (2007) Evaluation and validation of landslide-susceptibility maps obtained by a GIS matrix method: examples from the Betic Cordillera (southern Spain). Nat Hazards 41:61–79CrossRef
Zurück zum Zitat Jiménez-Pelvárez JD, Irigaray C, El Hamdouni R, Chacón J (2009) Building models for automatic landslide-susceptibility analysis, mapping and validation in ArcGIS. Nat Hazards 50:571–590CrossRef Jiménez-Pelvárez JD, Irigaray C, El Hamdouni R, Chacón J (2009) Building models for automatic landslide-susceptibility analysis, mapping and validation in ArcGIS. Nat Hazards 50:571–590CrossRef
Zurück zum Zitat Remondo J, Gonzalez A, Diaz de Teran JR, Cendrero A, Fabbri A, Chung CJ (2003) Validation of landslide susceptibility maps; examples and applications from a case study in northern Spain. Nat Hazards 30:437–449CrossRef Remondo J, Gonzalez A, Diaz de Teran JR, Cendrero A, Fabbri A, Chung CJ (2003) Validation of landslide susceptibility maps; examples and applications from a case study in northern Spain. Nat Hazards 30:437–449CrossRef
Zurück zum Zitat Rodhe A, Seiber J (1999) Wetland occurrence in relation to topography: a test of topographic indices as moisture indicators. Agric Forest Meteorol 98–99:325–340CrossRef Rodhe A, Seiber J (1999) Wetland occurrence in relation to topography: a test of topographic indices as moisture indicators. Agric Forest Meteorol 98–99:325–340CrossRef
Zurück zum Zitat Rotigliano E, Agnesi V, Cappadonia C, Conoscenti C (2011) The role of the diagnostic areas in the assessment of landslide susceptibility models: a test in the Sicilian chain. Nat Hazards. doi:10.1007/s11069-010-9708-1 Rotigliano E, Agnesi V, Cappadonia C, Conoscenti C (2011) The role of the diagnostic areas in the assessment of landslide susceptibility models: a test in the Sicilian chain. Nat Hazards. doi:10.​1007/​s11069-010-9708-1
Zurück zum Zitat Sharma B, Sharma N, Sharma N (2010) Simulation of Different SPI Models. Int J Comput Appl 1(10):22–25. Sharma B, Sharma N, Sharma N (2010) Simulation of Different SPI Models. Int J Comput Appl 1(10):22–25.
Zurück zum Zitat Soeters R, van Westen CJ (1996) Slope instability recognition, analysis and zonation. In: Turner AK, Schuster R (eds) Landslides investigation and mitigation. Transportation Research Board special report, National Academy Press, Washington, DC, p 247 Soeters R, van Westen CJ (1996) Slope instability recognition, analysis and zonation. In: Turner AK, Schuster R (eds) Landslides investigation and mitigation. Transportation Research Board special report, National Academy Press, Washington, DC, p 247
Zurück zum Zitat Varnes DJ (1978) Slope movements, type and processes. In: Schuster RL, Krizek RJ (eds) Landslides analysis and control. Washington Transportation Research Board special report 176. National Academy of Sciences, Washington, DC, pp 11–33 Varnes DJ (1978) Slope movements, type and processes. In: Schuster RL, Krizek RJ (eds) Landslides analysis and control. Washington Transportation Research Board special report 176. National Academy of Sciences, Washington, DC, pp 11–33
Zurück zum Zitat Vera JA (2004) Geología de España (geology of Spain). SGE-IGME, Madrid, 890p Vera JA (2004) Geología de España (geology of Spain). SGE-IGME, Madrid, 890p
Zurück zum Zitat Weiss A (2001) Topographic position and landforms analysis. Poster presentation, ESRI User Conference, San Diego Weiss A (2001) Topographic position and landforms analysis. Poster presentation, ESRI User Conference, San Diego
Zurück zum Zitat Zinko U, Seibert J, Dynesius M, Nilsson C (2005) Plant species numbers predicted by a topography-based groundwater flow index. Ecosystems 8(4):430–441 Zinko U, Seibert J, Dynesius M, Nilsson C (2005) Plant species numbers predicted by a topography-based groundwater flow index. Ecosystems 8(4):430–441
Metadaten
Titel
Factor Selection Procedures in a Google EarthTM Aided Landslide Susceptibility Model: Application to the Beiro River Basin (Spain)
verfasst von
D. Costanzo
E. Rotigliano
C. Irigaray
J. D. Jiménez-Perálvarez
J. Chacón
Copyright-Jahr
2013
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-642-31325-7_71