nach oben

Geotechnical and Geological Engineering

Erschienen in:

20.06.2018 | Original Paper

GIS-Based Approaches for the Landslide Susceptibility Prediction in Setif Region (NE Algeria)

verfasst von: Zighmi Karim, Riheb Hadji, Younes Hamed

Erschienen in: Geotechnical and Geological Engineering | Ausgabe 1/2019

Einloggen

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

search-config

KI-gestützte Suche

Aus

Abstract

The present study is focused on a comparative evaluation of logistic regression (LR), frequency ratio (FR), information value (IV), and weight of evidence (WoE) methods for landslides susceptibility assessment in Bouandas region, North of Setif (NE Algeria). Information about landslide inventory and 17 pre-defined causative factors were prepared from multiple sources. The four methods are used to derive the weighted value of causative factors along the study area. The results were validated using receiver operating characteristic and the areas under the curves obtained using the FR, LR, IV and WoE methods are 0.86, 0.84, 0.81 and 0.79, respectively. The landslide susceptibility map produced from FR model is proposed to be more useful for the study area. It could reveal the relative importance of different factors in explaining landslides, and it may assist engineers in land-use planning.

Vorheriger Artikel The Numerical Simulation of Space Growth of Bed Separations Under Different Horizontal Overburden Combinations

Nächster Artikel Application of the Cohesion Softening–Friction Softening and the Cohesion Softening–Friction Hardening Models of Rock Mass Behavior to Estimate the Specific Energy of TBM, Case Study: Amir–Kabir Water Conveyance Tunnel in Iran

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!

Jetzt informieren

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!

Jetzt informieren

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

Ayalew L, Yamagishi H (2005) The application of GIS-based logistic regression for landslide susceptibility mapping in the Kakuda-Yahiko Mountains, Central Japan. Geomorphology 65(1–2):15–31CrossRef

Besser H, Mokadem N, Redhaounia B, Hadji R, Hamad A, Hamed Y (2018) Groundwater mixing and geochemical assessment of low-enthalpy resources in the geothermal field of southwestern Tunisia. Euro Mediterr J Environ Integr 3(1):16CrossRef

Bouillin JP (1986) Le bassin maghrébin: une ancienne limite entre l’Europe et l’Afrique à l’Ouest des Alpes. Bull Soc Geol Fr 8(4):547–558CrossRef

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, 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

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 24:81–91

Dahoua L, Yakovitch SV, Hadji R, Farid Z (2017b, November) Landslide susceptibility mapping using analytic hierarchy process method in BBA-Bouira region, case study of east-west highway, NE Algeria. In: Euro-Mediterranean conference for environmental integration. Springer, Cham, pp 1837–1840

Dai FC, Lee CF (2002) Landslide characteristics and slope instability modeling using GIS, Lantau Island, Hong Kong. Geomorphology 42(3–4):213–228CrossRef

Demdoum A, Hamed Y, Feki M, Hadji R, Djebbar M (2015) Multi-tracer investigation of groundwater in El Eulma Basin (northwestern Algeria), North Africa. Arab J Geosci 8(5):3321–3333CrossRef

Gadri L, Hadji R, Zahri F, Raïs K (2015) The quarries edges stability in opencast mines: a case study of the Jebel Onk phosphate mine, NE Algeria. Arab J Geosci 8:8987–8997CrossRef

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(1):181–216CrossRef

Guzzetti F, Reichenbach P, Cardinali M, Galli M, Ardizzone F (2005) Probabilistic landslide hazard assessment at the basin scale. Geomorphology 72(1–4):272–299CrossRef

Guzzetti F, Mondini AC, Cardinali M, Fiorucci F, Santangelo M, Chang KT (2012) Landslide inventory maps: new tools for an old problem. Earth Sci Rev 112(1–2):42–66CrossRef

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. Quatern Int 302:224–237CrossRef

Hadji R, Limani Y, Boumazbeur A, DemdoumA Zighmi K, Zahri F, Chouabi A (2014a) Climate change and their influence on shrinkage—swelling clays susceptibility in a semi—arid zone: a case study of Souk Ahras municipality, NE-Algeria. Desalin Water Treat 52(10–12):2057–2072CrossRef

Hadji R, Limani Y, Demdoum A (2014, March) 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, Chouabi A, Gadri L, Raïs K, Hamed Y, Boumazbeur A (2016) Application of linear indexing model and GIS techniques for the slope movement susceptibility modeling in Bousselam upstream basin, Northeast Algeria. Arab J Geosci 9(3):192CrossRef

Hadji R, Achour Y, Hamed Y (2017a) Using GIS and RS for slope movement susceptibility mapping: comparing AHP, LI and LR methods for the Oued Mellah Basin, NE Algeria. In: Euro-Mediterranean conference for environmental integration. Springer, Cham, November, pp 1853–1856

Hadji R, Rais K, Gadri L, Chouabi A, Hamed Y (2017b) Slope failure characteristics and slope movement susceptibility assessment using GIS in a medium scale: a case study from Ouled Driss and Machroha municipalities, Northeast Algeria. Arab J Sci Eng 42(1):281–300CrossRef

Hamad A, Baali F, Hadji R, Zerrouki H, Besser H, Mokadem N, Hamed Y (2018) Hydrogeochemical characterization of water mineralization in Tebessa-Kasserine karst system (Tuniso-Algerian Transboundry basin). Euro Mediterr J Environ Integr 3(1):7CrossRef

Hamed Y, Ahmadi R, Hadji R, Mokadem N, Ben Dhia H, Ali W (2014) Groundwater evolution of the Continental Intercalaire aquifer of Southern Tunisia and a part of Southern Algeria: use of geochemical and isotopic indicators. Desalin Water Treat 52(10–12):1990–1996CrossRef

Harbi A, Peresan A, Panza GF (2010) Seismicity of Eastern Algeria: a revised and extended earthquake catalogue. Nat Hazards 54(3):725–747CrossRef

Lee S, Pradhan B (2006) Probabilistic landslide hazards and risk mapping on Penang Island, Malaysia. J Earth Syst Sci 115(6):661–672CrossRef

Lee S, Sambath T (2006) Landslide susceptibility mapping in the Damrei Romel area, Cambodia using frequency ratio and logistic regression models. Environ Geol 50(6):847–855CrossRef

Mokadem N, Demdoum A, Hamed Y, Bouri S, Hadji R, Boyce A, Sâad A (2016) Hydrogeochemical and stable isotope data of groundwater of a multi-aquifer system: Northern Gafsa basin–Central Tunisia. J Afr Earth Sc 114:174–191CrossRef

Mouici R, Baali F, Hadji R, Boubaya D, Audra P, Fehdi C, Didier C, Stéphane J, Bruno A (2017) Geophysical, geotechnical, and speleologic assessment for karst-sinkhole collapse genesis in cheria plateau (NE Algeria). Min Sci 24:59–71

Ozdemir A, Altural T (2013) A comparative study of frequency ratio, weights of evidence and logistic regression methods for landslide susceptibility mapping: Sultan Mountains, SW Turkey. J Asian Earth Sci 64:180–197CrossRef

Park S, Choi C, Kim B, Kim J (2013) Landslide susceptibility mapping using frequency ratio, analytic hierarchy process, logistic regression, and artificial neural network methods at the Inje area, Korea. Environ Earth Sci 68(5):1443–1464CrossRef

Peláez JA, Hamdache M, Casado CL (2006) Seismic hazard in terms of spectral accelerations and uniform hazard spectra in Northern Algeria. Pure Appl Geophys 163(1):119–135CrossRef

Pourghasemi HR, Pradhan B, Gokceoglu C (2012) Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran. Nat Hazards 63(2):965–996CrossRef

Pradhan B (2013) A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS. Comput Geosci 51:350–365CrossRef

Pradhan B, Lee S (2010) Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia. Landslides 7(1):13–30CrossRef

Regmi NR, Giardino JR, Vitek JD (2010) Modeling susceptibility to landslides using the weight of evidence approach: Western Colorado, USA. Geomorphology 115(1–2):172–187CrossRef

Rouabhia A, Djabri L, Hadji R, Baali F, Fahdi Ch, Hanni A (2012) Geochemical characterization of groundwater from shallow aquifer surrounding Fetzara Lake NE Algeria. Arab J Geosci 5(1):1–13CrossRef

Samir D (2013) Geological and geotechnical characteristics of the soils in the region of Sétif. Eur Sci J ESJ 9(21):484–490

Thiery Y, Malet JP, Sterlacchini S, Puissant A, Maquaire O (2007) Landslide susceptibility assessment by bivariate methods at large scales: application to a complex mountainous environment. Geomorphology 92(1):38–59CrossRef

Van Westen CJ (2000) The modelling of landslide hazards using GIS. Surv Geophys 21(2–3):241–255CrossRef

Van Westen CJ (2013) Remote sensing and GIS for natural hazards assessment and disaster risk management. In: Shroder J, Bishop MP (eds) Treatise on geomorphology, vol 3. Academic, San Diego, pp 259–298CrossRef

Yilmaz I (2010) Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine. Environ Earth Sci 61(4):821–836CrossRef

Zahri F, Boukelloul ML, Hadji R, Talhi K (2016) Slope stability analysis in open pit mines of Jebel Gustar career, NE Algeria—a multi-steps approach. Min Sci 23:137–146

Zêzere JL (2002) Landslide susceptibility assessment considering landslide typology. A case study in the area north of Lisbon (Portugal). Nat Hazards Earth Syst Sci 2(1/2):73–82CrossRef

Titel: GIS-Based Approaches for the Landslide Susceptibility Prediction in Setif Region (NE Algeria)
verfasst von: Zighmi Karim
Riheb Hadji
Younes Hamed
Publikationsdatum: 20.06.2018
Verlag: Springer International Publishing
Erschienen in: Geotechnical and Geological Engineering / Ausgabe 1/2019
Print ISSN: 0960-3182
Elektronische ISSN: 1573-1529
DOI: https://doi.org/10.1007/s10706-018-0615-7

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

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

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Weitere Artikel der Ausgabe 1/2019

Fabrication of Geopolymers from Untreated Kaolin Clay for Construction Purposes

Research on the Dynamic Parameters of Loess

Numerical Study on Crack Propagation Characteristics Under Different Loading Conditions by FRACOD2D Approach

Mechanism of Zonal Disintegration Phenomenon (ZDP) Around Deep Roadway Under Dynamic Excavation

Analysis of Pressure Relief Effect on the Protective Layer of Hard Roof and Extra-Thickness Coal Seam Mining

The Utilization of Electric Arc Furance Slag in Soil Improvement