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Space–time prediction of rainfall-induced shallow landslides through a combined probabilistic/deterministic approach, optimized for initial water table conditions

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Abstract

In landslide-prone areas the magnitude of events is related to recurring rainfall intensity. In a large sector of the Sannio Apennines (Southern Italy), predictive mapping of recurrent shallow landslides was undertaken by combining deterministic and probabilistic predictive approaches. This, with the aim to minimize the negative influence of the uniform distribution of the initial water table depth in steady condition that usually influence the theoretical instability resulting from the application of methods for large-scale estimation. The deterministic approach was performed by means of the Transient Rainfall Infiltration and Grid-based Regional Slope-stability model to obtain triggering maps in multi-temporal transient pore-water pressures. The optimized physical modeling was validated by back-analysis on large-magnitude landslide events which occurred in 2003 by means of the introduction of two cross-mapping correlation indexes. Subsequently, different predictive scenarios were proposed for different probabilistic return periods of the rainstorm events. The output data permitted the definition of a linear log regression curve to estimate the theoretical instability of the study area. This curve is defined as a function of cumulative precipitation, duration and return periods of the possible rainfall events.

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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

    Article  Google Scholar 

  • Baron I, Cilek V, Krejci O, Melichar R, Hubatka F (2004) Structure and dynamics of deep-seated slope failures in the Magura Flysch Nappe, outer Western Carpathians (Czech Republic). Nat Hazards Earth Syst Sci 4:549–562

    Article  Google Scholar 

  • Baum RL, Savage WZ, Godt JW (2002) TRIGRS-A Fortran program for transient rainfall infiltration and gridbased regional slope-stability analysis. USGS open-file report, 02–424

  • Baum RL, Godt JW, Coe JA (2011) Assessing susceptibility and timing of shallow landslide and debris flow initiation in the Oregon Coast Range, USA. In: 5th International Conference on Debris-Flow Hazards Mitigation: Mechanics, Prediction, and Assessment; Padua, Italy, 14–17 June 2011, pp 825–834

  • Calcaterra D, Palma B, Parise M (2003) Combining historical and geological data for the assessment of the landslide hazard: a case study from Campania, Italy. Nat Haz Earth Syst Sci 3(1–2):3–16

    Article  Google Scholar 

  • Carman P (1939) Permeability of the saturated sands, soils and clay. J Agric Sci 29:263–273

    Article  Google Scholar 

  • Cerda A, Garcia-Fayos P (1997) The influence of slope angle on sediment, water and seed losses on badland landscapes. Geomorphology 18(2):77–90

    Article  Google Scholar 

  • Coe JA, Michael JA, Crovelli RA, Savage WZ, Laprade WT, Nashem WD (2004a) Probabilistic assessment of precipitation-triggered landslides using historical records of landslide occurence, Seattle, Washington. Environ Eng Geosci 10(2):103–122

    Article  Google Scholar 

  • Coe JA, Godt JW, Baum RL, Bucknam RC, Michael JA (2004b) Landslide susceptibility from topography in Guatemala. Landslides: evaluation and stabilization. In: Lacerda WA, Ehrlich M, Fontura SAB, Sayão ASF (eds)©2004 Taylor & Francis Group, London, vol 1, pp 69–78. ISBN:0415356652

  • Coe JA, Kinner DA, Godt JW (2008) Initiation conditions for debris flows generated by runoff at Chalk Cliffs, central Colorado. Geomorphology 96(2008):270–297

    Article  Google Scholar 

  • Crovelli RA, Coe JA (2009) Probabilistic estimation of numbers and costs of future landslide in the San Francisco Bay region. Georisk 3(4):206–223

    Google Scholar 

  • de Luca Tupputi Schinosa F, Stelitano S, Calcaterra D (2010) Susceptibility assessment for weathering-related landslides using a physically-based model. A case study from Mt. Poro (Calabria, Italy). Proceedings of the 11th IAEG congress, 5–10 September 2010, Auckland, New Zealand. Taylor & Francis Group, London, UK, pp 983–990. ISBN:978-0-415-60034-7

  • Del Prete M, Guadagno FM, Hawkins B (1998) Preliminary report on the landslides of 5 May 1998, Campania, southern Italy. Bull Eng Geol Environ 57:113–129

    Article  Google Scholar 

  • Doglioni A, Fiorillo F, Guadagno FM, Simeone V (2012) Evolutionary polynomial regression applied to rainfall triggered landslide reactivation alert. Landslide 9(1):53–62

    Article  Google Scholar 

  • Donnarumma A, Revellino P, Guerriero L, Grelle G, Guadagno FM (2013) Failure analysis of shallow landslide using a three parameter Weibull distribution of slope angle. Rend Online Soc Geol Italy 24:110–112

    Google Scholar 

  • El-Daly AA, Farag NO (2006) Hydraulic conductivity: comparison between field testing, indirect techniques. Proc ASCE GeoCongr 2006 Atlanta 187(16):1–6

    Article  Google Scholar 

  • Fiorillo F, Guadagno FM (2007) Hydrological conditions leading to shallow landslides in the Sannio area (Southern Italy). In: Proceedings of International Conference on Debris-Flow Hazards Mitigation: Mechanics, Prediction, and Assessment, pp 331–339

  • Fiorillo F, Revellino P (2006) Le condizioni idrologiche che determinano lo sviluppo delle frane superficiali nell’area sannita: gli esempi del gennaio 2003 e del marzo 2005. Giornale di Geologia Applicata 3:129–136

    Google Scholar 

  • Fiorillo F, Simeone V (2004) Analysis of rainfall in landslide activation during January–February 2003 in Central-South-Eastern Italy. In: Morell M (ed) Proceedings of the BALWOIS international conference on water observation and information systems for decision support. Ohrid, Republic of Macedonia

  • Frattini P, Crosta C, Carrara A (2010) Techniques for evaluating the performance of landslide susceptibility models. Eng Geol 100:62–72

    Article  Google Scholar 

  • Fridman AE (2012) The quality of measurements. A metrological reference. Springer, Berlin 212

    Book  Google Scholar 

  • Galeandro A, Simunek J, Simeone V (2013) Analysis of rainfall infiltration effects on the stability of pyroclastic soil veneer affected by vertical drying shrinkage fractures. Bull Eng Geol Environ 72. doi:10.1007/s10064-013-0492-5; ISSN:1435-9529 (Print) 1435-9537 (Online)

  • Glade T (2000) Modelling landslide triggering rainfalls in different regions in New Zeland the soil water status model. Zeitschrift fur Geomorphologie 122:63–84

    Google Scholar 

  • Godt JW, Baum RL, Savage WZ, Salciarini D, Schulz WH, Harp EL (2008) Transient deterministic shallow landslide modeling: requirements for susceptibility and hazard assessment in GIS framework. Eng Geol 102(3–4):214–226

    Article  Google Scholar 

  • Grelle G, Guadagno FM (2010) Shear mechanisms and viscoplastic effects during impulsive shearing. Géotechnique 60(2):91–103

    Article  Google Scholar 

  • Grelle G, Revellino P, Donnarumma A, Guadagno FM (2011) Bedding control on landslides: a methodological approach for computer-aided mapping analysis. Nat Hazards Earth Syst Sci 11:1395–1409

    Article  Google Scholar 

  • Guadagno F, Forte R, Revellino P, Fiorillo F, Focareta M (2005) Some aspects of the initiation of debris avalanches in the Campania Region: the role of morphological slope discontinuities and the development of failure. Geomorphology 66:237–254

    Article  Google Scholar 

  • Guadagno FM, Focareta M, Revellino P, Bencardino M, Grelle G, Lupo G, Rivellini G (2006) Carta delle frane della provincia di Benevento. Sannio University Press, Benevento, pp 1–77

    Google Scholar 

  • Guadagno FM, Revellino P, Grelle G, Lupo G (2008) Structurally-controlled earth flows in Campania Apennines (Southern Italy). Landslides and engineered slopes. From the past to the future. In: Chen et al (eds). Proceedings of the 10th international symposium on landslides and engineered slopes, 30 June–4 July 2008, Xi’an, China, vol I. Taylor and Francis Group, London, pp 365–371

  • Guerriero L, Revellino P, Coe JA, Focareta M, Grelle G, Albanese V, Corazza A, Guadagno FM (2013) Multi-temporal maps of the Montaguto earth flow in southern Italy from 1954 to 2010. J Maps 9:135–145

    Article  Google Scholar 

  • Guzzetti F, Cardinali M, Reichenbach P (1994) The influence of structural setting and inventory of landslides type and pattern. Environ Eng Geosci 18:623–633

    Google Scholar 

  • Guzzetti F, Cardinali M, Reichenbach P (1996) The influence of structural setting and lithology on landslide type and pattern. Environ Eng Geosci 2(4):531–555

    Google Scholar 

  • 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

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Iverson RM (2000) Landslide triggering by rain infiltration. Water Resour Res 36(7):1897–1910

    Article  Google Scholar 

  • Kim D, Im S, Lee SH, Hong Y, Cha KS (2010) Predicting the rainfall-triggered landslides in a forested mountain region using TRIGRS model. J Mt Sci 7:83–91

    Article  Google Scholar 

  • Kozeny J (1927) Uber kapillare Leitung der Wasser in Boden. Sitzungs-ber Akad Wiss Wien 136:271–306

    Google Scholar 

  • Liao Z, Hong Y, Kirschbaum D, Adler RF, Gourley JJ, Wooten R (2011) Evaluation of TRIGRS (transient rainfall infiltration and grid-based regional slope-stability analysis)’s predictive skill for hurricane-triggered landslides: a case study in Macon County, North Carolina. Nat Hazards 58:325–339

    Article  Google Scholar 

  • Montgomery DR, Dietrich WE (1994) A physically based model for the topographic control on shallow landsliding. Water Resour Res 30(4):1153–1171

    Article  Google Scholar 

  • Montrasio L, Valentino R (2008) A model for triggering mechanisms of shallow landslides. Nat Hazards Earth Syst Sci 8:1149–1159

    Article  Google Scholar 

  • Morgenstern NR, Cruden DM (1977) Description and classification of geotechnical complexities. Proceedings of international symposium on the geotechnics of structurally complex formations. Italian Geotech Soc 2:195–204

    Google Scholar 

  • Ng CWW, Shi Q (1998) A numerical investigation of the stability of unsaturated soil slopes subjected to transient seepage. Comput Geotech 22(1):1–28

    Article  Google Scholar 

  • Pack RT, Tarboton DG, Goodwin CN (1998) Terrain stability mapping with SINMAP, technical description and users guide for version 1.00; Report number 4114-0, Terratech Consulting Ltd., Salmon Arm, BC, Canada. (www.tclbc.com)

  • Pack RT, Tarboton DG, Goodwin CN (2001) Assessing terrain stability in a GIS using SINMAP, in 15th annual GIS conference, GIS 2001, Vancouver, British Columbia, February 19–22

  • Rahardjo H, Ong TH, Rezaur R, Leong EC (2007) Factors controlling instability of homogeneous soil slopes under rainfall. J Geotech Geoenviron Eng 133(12):1532–1543

    Article  Google Scholar 

  • Rawls WJ, Brakensiek DL, Saxton KE (1982) Estimation of soil water properties. Trans ASAE 25(5):1316–1320, 1328

    Google Scholar 

  • Revellino P, Guadagno FM, Hungr O (2008) Morphological methods and dynamic modelling in landslide hazard assessment of the Campania Apennine carbonate slope. Landslides 5:59–70

    Article  Google Scholar 

  • Revellino P, Grelle G, Donnarumma A, Guadagno FM (2010) Structurally controller earth flows of the Benevento province (Southern Italy). Bull Eng Geol Environ 69(3):487–500

    Article  Google Scholar 

  • Salciarini D, Godt JW, Savage WZ, Baum RL, Conversini P (2008) Modeling landslide recurrence in Seattle, Washington, USA. Eng Geol 102:227–237

    Article  Google Scholar 

  • Sorbino G, Sica C, Cascini L (2010) Susceptibility analysis of shallow landslides source areas using physically based models. Nat Hazards 53:313–332

    Article  Google Scholar 

  • Trani LDO, Idraratna B (2010) The use of particle size distribution by surface area method in predicting the saturated hydraulic conductivity of graded granular soils. Géotechnique 60(12):957–962

    Article  Google Scholar 

  • van Westen CJ, Castellanos E, Kuriakose SL (2008) Spatial data for landslide susceptibility, hazard, and vulnerability assessment: an overview. Eng Geol 102(3–4):112–131

    Article  Google Scholar 

  • Varnes DJ (1984) Landslides hazards zonation: a review of principles and practice. UNESCO, Paris

    Google Scholar 

  • Wilson AJ, Petley DN, Murphy W (2003) Down-slope variation in geotechnical parameters and pore fluid control on a large-scale Alpine landslide. Geomorphology 54(1–2):49–62

    Article  Google Scholar 

  • Wu W, Sidle RC (1995) A distributed slope stability model for steep forested watersheds. Water Resour Res 31(8):2097–2110

    Article  Google Scholar 

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Grelle, G., Soriano, M., Revellino, P. et al. Space–time prediction of rainfall-induced shallow landslides through a combined probabilistic/deterministic approach, optimized for initial water table conditions. Bull Eng Geol Environ 73, 877–890 (2014). https://doi.org/10.1007/s10064-013-0546-8

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  • DOI: https://doi.org/10.1007/s10064-013-0546-8

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