Skip to main content
Top
Published in: Geotechnical and Geological Engineering 8/2021

28-07-2021 | Original Paper

Landslide Susceptibility Mapping Using GIS-based Fuzzy Logic and the Analytical Hierarchical Processes Approach: A Case Study in Constantine (North-East Algeria)

Authors: Amina Abdı, Ali Bouamrane, Toufik Karech, Noura Dahri, Anouar Kaouachi

Published in: Geotechnical and Geological Engineering | Issue 8/2021

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The main purpose of this study was to compare and evaluate the performance of two multicriteria models for landslide susceptibility assessment in Constantine, north-east of Algeria. The landslide susceptibility maps were produced using the analytic hierarchy process (AHP) and Fuzzy AHP (FAHP) via twelve landslides conditioning factors, including the slope gradient, lithology, land cover, distance from drainage network, distance from the roads, distance from faults, topographic wetness index, stream power index, slope curvature, Normalized Difference Vegetation Index, slope aspect and elevation. In this study, the mentioned models were used to derive the weighting value of the conditioning factors. For the validation process of these models, the receiver operating characteristic analysis, and the area under the curve (AUC) were applied by comparing the obtained results to The landslide inventory map which prepared using the archives of scientific publications, reports of local authorities, and field survey as well as analyzing satellite imagery. According to the AUC values, the FAHP model had the highest value (0.908) followed by the AHP model (0.777). As a result, the FAHP model is more consistent and accurate than the AHP in this case study. The outcome of this paper may be useful for landslide susceptibility assessment and land use management.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
go back to reference Achour Y, Boumezbeur A, Hadji R, Chouabbi A, Cavaleiro V, Bendaoud EA (2017) Landslide susceptibility mapping using analytic hierarchy process and information value methods along a highway road section in Constantine, Algeria. Arab J Geosci 10(8):194CrossRef Achour Y, Boumezbeur A, Hadji R, Chouabbi A, Cavaleiro V, Bendaoud EA (2017) Landslide susceptibility mapping using analytic hierarchy process and information value methods along a highway road section in Constantine, Algeria. Arab J Geosci 10(8):194CrossRef
go back to reference Aleotti P, Chowdhury R (1999) Landslide hazard assessment: summary review and new perspectives. Bull Eng Geol Environ 58(1):21–44CrossRef Aleotti P, Chowdhury R (1999) Landslide hazard assessment: summary review and new perspectives. Bull Eng Geol Environ 58(1):21–44CrossRef
go back to reference Anis Z, Wissem G, Riheb H, Biswajeet P, Essghaier GM (2019) Effects of clay properties in the landslides genesis in flysch massif: case study of Aïn Draham, North Western Tunisia. J Afr Earth Sci 151:146–152CrossRef Anis Z, Wissem G, Riheb H, Biswajeet P, Essghaier GM (2019) Effects of clay properties in the landslides genesis in flysch massif: case study of Aïn Draham, North Western Tunisia. J Afr Earth Sci 151:146–152CrossRef
go back to reference Bouamrane A, Derdous O, Dahri N, Tachi SE, Boutebba K, Bouziane MT (2020) A comparison of the analytical hierarchy process and the fuzzy logic approach for flood susceptibility mapping in a semi-arid ungauged basin (Biskra basin: Algeria). Int J River Basin Manag, pp 1–11 Bouamrane A, Derdous O, Dahri N, Tachi SE, Boutebba K, Bouziane MT (2020) A comparison of the analytical hierarchy process and the fuzzy logic approach for flood susceptibility mapping in a semi-arid ungauged basin (Biskra basin: Algeria). Int J River Basin Manag, pp 1–11
go back to reference Bougdal R, Belhai D, Antoine P (2006) Géologie de la ville de Constantine et de ses environs. Bull Serv Géol Algérie 18:3–23 Bougdal R, Belhai D, Antoine P (2006) Géologie de la ville de Constantine et de ses environs. Bull Serv Géol Algérie 18:3–23
go back to reference Bourenane H, Bouhadad Y, Guettouche MS, Braham M (2015) GIS-based landslide susceptibility zonation using bivariate statistical and expert approaches in the city of Constantine (Northeast Algeria). Bull Eng Geol Environ 74(2):337–355CrossRef Bourenane H, Bouhadad Y, Guettouche MS, Braham M (2015) GIS-based landslide susceptibility zonation using bivariate statistical and expert approaches in the city of Constantine (Northeast Algeria). Bull Eng Geol Environ 74(2):337–355CrossRef
go back to reference Bourenane H, Guettouche MS, Bouhadad Y, Braham M (2016) Landslide hazard mapping in the Constantine city, Northeast Algeria using frequency ratio, weighting factor, logistic regression, weights of evidence, and analytical hierarchy process methods. Arab J Geosci 9(2):154CrossRef Bourenane H, Guettouche MS, Bouhadad Y, Braham M (2016) Landslide hazard mapping in the Constantine city, Northeast Algeria using frequency ratio, weighting factor, logistic regression, weights of evidence, and analytical hierarchy process methods. Arab J Geosci 9(2):154CrossRef
go back to reference Chang DY (1996) Applications of the extent analysis method on fuzzy AHP. Eur J Oper Res 95(3):649–655CrossRef Chang DY (1996) Applications of the extent analysis method on fuzzy AHP. Eur J Oper Res 95(3):649–655CrossRef
go back to reference Chawla S, Chawla A, Pasupuleti S (2017) A feasible approach for landslide susceptibility map using GIS. In: Geo-risk 2017, pp 101–110 Chawla S, Chawla A, Pasupuleti S (2017) A feasible approach for landslide susceptibility map using GIS. In: Geo-risk 2017, pp 101–110
go back to reference Chen W, Pourghasemi HR, Kornejady A, Xie X (2019) GIS-based landslide susceptibility evaluation using certainty factor and index of entropy ensembled with alternating decision tree models. Natural hazards GIS-based spatial modeling using data mining techniques. Springer, Cham, pp 225–251CrossRef Chen W, Pourghasemi HR, Kornejady A, Xie X (2019) GIS-based landslide susceptibility evaluation using certainty factor and index of entropy ensembled with alternating decision tree models. Natural hazards GIS-based spatial modeling using data mining techniques. Springer, Cham, pp 225–251CrossRef
go back to reference Dahoua L, Yakovitch SV, Hadji RH (2017a) GIS-based technic for roadside-slope stability assessment: an bivariate approach for A1 East-west highway, North Algeria. Min Sci 24:117–127 Dahoua L, Yakovitch SV, Hadji RH (2017a) GIS-based technic for roadside-slope stability assessment: an bivariate approach for A1 East-west highway, North Algeria. Min Sci 24:117–127
go back to reference Dahoua L, Yakovitch SV, Hadji R, Farid Z (2017b) Landslide susceptibility mapping using analytic hierarchy process method in BBA-Bouira Region, case study of East-West Highway, NE Algeria. Euro-mediterranean conference for environmental integration. Springer, Cham, pp 1837–1840 Dahoua L, Yakovitch SV, Hadji R, Farid Z (2017b) Landslide susceptibility mapping using analytic hierarchy process method in BBA-Bouira Region, case study of East-West Highway, NE Algeria. Euro-mediterranean conference for environmental integration. Springer, Cham, pp 1837–1840
go back to reference Demir G, Aytekin M, Akgün A, Ikizler SB, Tatar O (2013) A comparison of landslide susceptibility mapping of the eastern part of the North Anatolian Fault Zone (Turkey) by likelihood-frequency ratio and analytic hierarchy process methods. Nat Hazards 65(3):1481–1506CrossRef Demir G, Aytekin M, Akgün A, Ikizler SB, Tatar O (2013) A comparison of landslide susceptibility mapping of the eastern part of the North Anatolian Fault Zone (Turkey) by likelihood-frequency ratio and analytic hierarchy process methods. Nat Hazards 65(3):1481–1506CrossRef
go back to reference DUC Constantine (2004) Etude des glissements de terrain de la ville de Constantine, site de Belouizded-Kitouni, de Belle, de Boudraa Salah, de Boussouf. expertise des constructions endommagées .Unpublished internal report, p 51 DUC Constantine (2004) Etude des glissements de terrain de la ville de Constantine, site de Belouizded-Kitouni, de Belle, de Boudraa Salah, de Boussouf. expertise des constructions endommagées .Unpublished internal report, p 51
go back to reference El Mekki A, Hadji R, Chemseddine F (2017) Use of slope failures inventory and climatic data for landslide susceptibility, vulnerability, and risk mapping in souk Ahras region. Min Sci 24:237–249 El Mekki A, Hadji R, Chemseddine F (2017) Use of slope failures inventory and climatic data for landslide susceptibility, vulnerability, and risk mapping in souk Ahras region. Min Sci 24:237–249
go back to reference Hadji R, Errahmane Boumazbeur A, Limani Y, Baghem M, El Madjid Chouabi A, Demdoum A (2013) Geologic, topographic and climatic controls in landslide hazard assessment using GIS modeling: a case study of Souk Ahras region, NE Algeria. Quat Int 302:224–237CrossRef Hadji R, Errahmane Boumazbeur A, Limani Y, Baghem M, El Madjid Chouabi A, Demdoum A (2013) Geologic, topographic and climatic controls in landslide hazard assessment using GIS modeling: a case study of Souk Ahras region, NE Algeria. Quat Int 302:224–237CrossRef
go back to reference Hadji R, Limani Y, Demdoum A (2014) Using multivariate approach and GIS applications to predict slope instability hazard case study of Machrouha municipality, NE Algeria. In: 2014 1st international conference on information and communication technologies for disaster management (ICT-DM). IEEE, pp 1–10 Hadji R, Limani Y, Demdoum A (2014) Using multivariate approach and GIS applications to predict slope instability hazard case study of Machrouha municipality, NE Algeria. In: 2014 1st international conference on information and communication technologies for disaster management (ICT-DM). IEEE, pp 1–10
go back to reference Hu M, Liu Q, Liu P (2019) Susceptibility assessment of landslides in Alpine-Canyon region using multiple GIS-based models. Wuhan Univ J Nat Sci 24(3):257–270CrossRef Hu M, Liu Q, Liu P (2019) Susceptibility assessment of landslides in Alpine-Canyon region using multiple GIS-based models. Wuhan Univ J Nat Sci 24(3):257–270CrossRef
go back to reference Karim Z, Hadji R, Hamed Y (2019) GIS-based approaches for the landslide susceptibility prediction in Setif Region (NE Algeria). Geotech Geol Eng 37(1):359–374CrossRef Karim Z, Hadji R, Hamed Y (2019) GIS-based approaches for the landslide susceptibility prediction in Setif Region (NE Algeria). Geotech Geol Eng 37(1):359–374CrossRef
go back to reference Lee S, Ryu JH, Won JS, Park HJ (2004) Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Eng Geol 71(3–4):289–302CrossRef Lee S, Ryu JH, Won JS, Park HJ (2004) Determination and application of the weights for landslide susceptibility mapping using an artificial neural network. Eng Geol 71(3–4):289–302CrossRef
go back to reference Machane D, Bouhadad Y, Cheikhlounis G, Chatelain JL, Oubaiche EH, Abbes K, Bensalem R (2008) Examples of geomorphologic and geological hazards in Algeria. Nat Hazards 45(2):295–308CrossRef Machane D, Bouhadad Y, Cheikhlounis G, Chatelain JL, Oubaiche EH, Abbes K, Bensalem R (2008) Examples of geomorphologic and geological hazards in Algeria. Nat Hazards 45(2):295–308CrossRef
go back to reference Mahdadi F, Boumezbeur A, Hadji R, Kanungo DP, Zahri F (2018) GIS-based landslide susceptibility assessment using statistical models: a case study from Souk Ahras province, NE Algeria. Arab J Geosci 11(17):476CrossRef Mahdadi F, Boumezbeur A, Hadji R, Kanungo DP, Zahri F (2018) GIS-based landslide susceptibility assessment using statistical models: a case study from Souk Ahras province, NE Algeria. Arab J Geosci 11(17):476CrossRef
go back to reference Manchar N, Benabbas C, Hadji R, Bouaicha F, Grecu F (2018) Landslide susceptibility assessment in Constantine region (NE Algeria) by means of statistical models. Stud Geotech Mech 40(3):208–219CrossRef Manchar N, Benabbas C, Hadji R, Bouaicha F, Grecu F (2018) Landslide susceptibility assessment in Constantine region (NE Algeria) by means of statistical models. Stud Geotech Mech 40(3):208–219CrossRef
go back to reference Merghadi A, Abderrahmane B, Tien Bui D (2018) Landslide susceptibility assessment at Mila Basin (Algeria): a comparative assessment of prediction capability of advanced machine learning methods. ISPRS Int J Geo-Inf 7(7):268CrossRef Merghadi A, Abderrahmane B, Tien Bui D (2018) Landslide susceptibility assessment at Mila Basin (Algeria): a comparative assessment of prediction capability of advanced machine learning methods. ISPRS Int J Geo-Inf 7(7):268CrossRef
go back to reference Mezhoud L (2006) La vulnérabilité aux glissements de terrain et les enjeux dans la partie Ouest et Sud Ouest de la ville de Constantine Mezhoud L (2006) La vulnérabilité aux glissements de terrain et les enjeux dans la partie Ouest et Sud Ouest de la ville de Constantine
go back to reference Mohammady M, Pourghasemi HR, Pradhan B (2012) Landslide susceptibility mapping at Golestan Province, Iran: a comparison between frequency ratio, Dempster-Shafer, and weights-of-evidence models. J Asian Earth Sci 61:221–236CrossRef Mohammady M, Pourghasemi HR, Pradhan B (2012) Landslide susceptibility mapping at Golestan Province, Iran: a comparison between frequency ratio, Dempster-Shafer, and weights-of-evidence models. J Asian Earth Sci 61:221–236CrossRef
go back to reference Moradi M, Bazyar MH, Mohammadi Z (2012) GIS-based landslide susceptibility mapping by AHP method, a case study, Dena Citym Iran. J Basic Appl Sci Res 2(7):6715–6723 Moradi M, Bazyar MH, Mohammadi Z (2012) GIS-based landslide susceptibility mapping by AHP method, a case study, Dena Citym Iran. J Basic Appl Sci Res 2(7):6715–6723
go back to reference Pawluszek K, Borkowski A (2017) Impact of DEM-derived factors and analytical hierarchy process on landslide susceptibility mapping in the region of Rożnów Lake, Poland. Nat Hazards 86(2):919–952CrossRef Pawluszek K, Borkowski A (2017) Impact of DEM-derived factors and analytical hierarchy process on landslide susceptibility mapping in the region of Rożnów Lake, Poland. Nat Hazards 86(2):919–952CrossRef
go back to reference Poiraud A (2012) Knickpoints from watershed scale to hillslope scale: a key to landslide control and geomorphological resilience Knickpoints and landslide patterns. Z Geomorphol Suppl Issues 56(4):19–35CrossRef Poiraud A (2012) Knickpoints from watershed scale to hillslope scale: a key to landslide control and geomorphological resilience Knickpoints and landslide patterns. Z Geomorphol Suppl Issues 56(4):19–35CrossRef
go back to reference Rahman MA, Rusteberg B, Gogu RC, Ferreira JL, Sauter M (2012) A new spatial multi-criteria decision support tool for site selection for implementation of managed aquifer recharge. J Environ Manag 99:61–75CrossRef Rahman MA, Rusteberg B, Gogu RC, Ferreira JL, Sauter M (2012) A new spatial multi-criteria decision support tool for site selection for implementation of managed aquifer recharge. J Environ Manag 99:61–75CrossRef
go back to reference Rodcha R, Tripathi NK, Prasad Shrestha R (2019) Comparison of cash crop suitability assessment using parametric, AHP, and FAHP methods. Land 8(5):79CrossRef Rodcha R, Tripathi NK, Prasad Shrestha R (2019) Comparison of cash crop suitability assessment using parametric, AHP, and FAHP methods. Land 8(5):79CrossRef
go back to reference Saaty TL (1977) A scaling method for priorities in hierarchical structures. J Math Psychol 15(3):234–281CrossRef Saaty TL (1977) A scaling method for priorities in hierarchical structures. J Math Psychol 15(3):234–281CrossRef
go back to reference Sahana M, Sajjad H (2017) Evaluating effectiveness of frequency ratio, fuzzy logic and logistic regression models in assessing landslide susceptibility: a case from Rudraprayag district, India. J Mt Sci 14(11):2150–2167CrossRef Sahana M, Sajjad H (2017) Evaluating effectiveness of frequency ratio, fuzzy logic and logistic regression models in assessing landslide susceptibility: a case from Rudraprayag district, India. J Mt Sci 14(11):2150–2167CrossRef
go back to reference Sema HV, Guru B, Veerappan R (2017) Fuzzy gamma operator model for preparing landslide susceptibility zonation mapping in parts of Kohima Town, Nagaland, India. Model Earth Syst Environ 3(2):499–514CrossRef Sema HV, Guru B, Veerappan R (2017) Fuzzy gamma operator model for preparing landslide susceptibility zonation mapping in parts of Kohima Town, Nagaland, India. Model Earth Syst Environ 3(2):499–514CrossRef
go back to reference Stanley T, Kirschbaum DB (2017) A heuristic approach to global landslide susceptibility mapping. Nat Hazards 87(1):145–164CrossRef Stanley T, Kirschbaum DB (2017) A heuristic approach to global landslide susceptibility mapping. Nat Hazards 87(1):145–164CrossRef
go back to reference Thiery Y, Maquaire O, Fressard M (2014) Application of expert rules in indirect approaches for landslide susceptibility assessment. Landslides 11(3):411–424CrossRef Thiery Y, Maquaire O, Fressard M (2014) Application of expert rules in indirect approaches for landslide susceptibility assessment. Landslides 11(3):411–424CrossRef
go back to reference Van Westen CJ (2000) The modelling of landslide hazards using GIS. Surv Geophys 21(2–3):241–255CrossRef Van Westen CJ (2000) The modelling of landslide hazards using GIS. Surv Geophys 21(2–3):241–255CrossRef
Metadata
Title
Landslide Susceptibility Mapping Using GIS-based Fuzzy Logic and the Analytical Hierarchical Processes Approach: A Case Study in Constantine (North-East Algeria)
Authors
Amina Abdı
Ali Bouamrane
Toufik Karech
Noura Dahri
Anouar Kaouachi
Publication date
28-07-2021
Publisher
Springer International Publishing
Published in
Geotechnical and Geological Engineering / Issue 8/2021
Print ISSN: 0960-3182
Electronic ISSN: 1573-1529
DOI
https://doi.org/10.1007/s10706-021-01855-3

Other articles of this Issue 8/2021

Geotechnical and Geological Engineering 8/2021 Go to the issue