Skip to main content

Advertisement

Log in

Statistical landslide susceptibility assessment of the Mansehra and Torghar districts, Khyber Pakhtunkhwa Province, Pakistan

  • Original Paper
  • Published:
Natural Hazards Aims and scope Submit manuscript

Abstract

Natural hazards greatly impact human life and the development of infrastructure, especially in poorer countries. To tackle this issue and develop sufficient strategies with which to assess hazards under local governing conditions, open-source approaches have been pursued in many aid development and technical cooperation projects. In this study, the landslide susceptibility of the Mansehra and Torghar districts is assessed within the framework of the multiphase German-Pakistani technical cooperation project “Georisk Assessment Northern Pakistan” (GANP), which was initiated after the devastating Kashmir Earthquake occurred on October 8, 2005. This landslide susceptibility assessment is strongly aligned with an open data approach that utilizes free, accessible data and data sources. The landslide inventory was collected using high-resolution imagery provided by Google Earth. The landslide-controlling parameters were derived from a series of open access data, including published data, free and accessible satellite imagery (e.g., Landsat), and digital elevation models. A mid-level complexity statistical approach was used to assess relative landslide susceptibility patterns on a regional scale. Stepwise data integration with subsequent evaluation was then applied. The evaluation of the model quality was performed using receiver operation characteristic curves. The established workflow, which also incorporated sensitivity studies and an uncertainty assessment, produces reliable landslide susceptibility patterns that can be used for regional spatial planning.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13

Similar content being viewed by others

References

  • Agterberg FP, Bonham-Carter GF, Cheng Q, Wright DF (1993) Weights of evidence modeling and weighted logistic regression for mineral potential mapping. In: Davis JC, Herzfeld UC (eds) Computers in geology, 25 years of progress. Oxford University Press, Oxford, pp 13–32

    Google Scholar 

  • Anderson MG, Holocombe E (2013) Community-based landslide risk reduction: managing disasters in small steps. World Bank Publications, Washington

    Book  Google Scholar 

  • ASTER GDEM Validation Team (2011) ASTER global digital elevation model version 2—summary of validation results. METI & NASA

  • Basharat M, Shah HR, Hameed N (2016) Landslide susceptibility mapping using GIS and weighted overlay method: a case study from NW Himalayas, Pakistan. Arab J Geosci 9(4):1–19

    Article  Google Scholar 

  • Bonham-Carter GF (1994) Geographic information systems for geoscientists: modelling with GIS. Pergamon Press, Ottawa

    Google Scholar 

  • Bonham-Carter GF, Agterberg FP, Wright DF (1988) Integration of geological data sets for gold exploration in Nova Scotia. Photogram Eng Remote Sens 54:1585–1592

    Google Scholar 

  • Bonham-Carter GF, Agterberg FP, Wright DF (1989) Weights of evidence modelling: a new approach to mapping mineral potential. Stat Appl Earth Sci Geol Survey Can Paper 89–9:171–183

    Google Scholar 

  • Calkins JA, Offield TW, Abdullah SKM, Ali T (1975) Geology of the Southern Himalaya in Hazara, Pakistan, and Adjacent Areas. Geological Survey Professional Paper 716-C, United States Government Printing Office, Washington

  • Choi KY, Cheung R (2013) Landslide disaster prevention and mitigation through works in Hong Kong. J Rock Mech Geotech Eng 5(5):354–365

    Article  Google Scholar 

  • Chung AJF, Fabbri AG (2003) Validation of spatial prediction models for landslide hazard mapping. Nat Hazards 30:451–472

    Article  Google Scholar 

  • Dahal RK, Hasegawa S, Nonomura A, Yamanaka M, Masuda T, Nishino K (2008) GIS-based weights-of-evidence modelling of rainfall-induced landslides in small catchments for landslide susceptibility mapping. Environ Geol 54:311–324

    Article  Google Scholar 

  • Dellow GD, Ali Q, Ali SM, Hussain S, Khazai B, Nisar A (2006) Preliminary reconnaissance report for the Kashmir earthquake of 8 october 2005. In: Proceedings New Zealand society for earthquake engineering (NZSEE) 2006 conference, paper 31, Napier

  • DiPietro JA, Pogue KR, Hussain A, Ahmad I (1999) Geological map of indus syntaxis and surrounding area, north western Himalaya, Pakistan. In: Macfarlane A, Sorkhabi RB, Quade J (eds) Himalaya and Tibet: mountain roots to mountain tops, vol 328, pp 159–178. Geological Society of America, Special Paper

  • Freeman P, Martin L, Mechler R, Warner K (2003) A methodology for incorporating natural catastrophes into macroeconomic projections. In: van der Veen AA, Arellano V, Nordvik JP. In: Proceedings: point NEDIES and University of Twente Workshop—in search of a common methodology for damage estimation. Report EUR 20997 EN (2003), Bruxelles, Office for Official Publications of the European Communities, European Union, pp 51–165

  • Fuchs M, Khalid N (2015) Land cover map for the districts of Mansehra and Torghar, Province Khyber Pakhtunkhwa, Islamic Republic of Pakistan, Final Report, Islamabad/Hannover

  • Fuchs M, Torizin J, Kühn F (2014) The effect of DEM resolution on the computation of the factor of safety using an infinite slope model. Geomorphology 224:16–26

    Article  Google Scholar 

  • Geofabrik (2014) Open street map. http://www.geofabrik.de/index.html

  • Gerlach F (2001) How collection geometry affects specular reflections. Imaging notes, March/April

  • Greco A, Spencer DA (1993) A section through the Indian Plate, Kaghan valley, NW Himalaya, Pakistan. In: Treloar PJ, Searle MP (eds) Himalayan tectonics, geological society, vol 74. Special Publication, London, pp 221–236

    Google Scholar 

  • Guthrie RH, Evans SG (2004) Magnitude and frequency of landslide triggered by a storm event, Loughborough Inlet, British Columbia. Nat Hazards Earth Syst Sci 4:475–483

    Article  Google Scholar 

  • Guzzetti F, Cardinali M, Reichenbach P, Carrara A (2000) Comparing landslide maps: a case study in the upper Tiber River Basin. Cent Italy Environ Manag 25(3):247–363

    Article  Google Scholar 

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

    Article  Google Scholar 

  • Guzzetti F, Mondini AC, Cardinali M, Fiorucci F, Santangelo M, Chang K-T (2012) Landslide inventory maps: new tools for an old problem. Earth Sci Rev 112:42–66

    Article  Google Scholar 

  • Hijmans RJ, Cameron SE, Parra JL, Jones PG, Jaervis A (2005) Very high resolution interpolated climate surfaces for global land areas. Int J Climatol 25:1965–1978

    Article  Google Scholar 

  • Holocombe EA, Anderson MG (2010) Implementation of community-based landslide hazard mitigation measures: the role of stakeholders engagement in sustainable project scale-up. Sustain Dev 18(6):331–349

    Article  Google Scholar 

  • Holocombe E, Anderson M, Holm-Nielsen N (2011) Learning by doing: community based landslide risk reduction. In: Proceedings of the second world landslide forum. http://mossaic.org/files/2013/04/WLF2-2011-0500_Holcombe_paper.pdf. Accessed 08 Dec 2015

  • Kamp U, Growley BJ, Khattak GA, Owen LA (2008) GIS-based landslide susceptibility mapping for the 2005 Kashmir earthquake region. Geomorphology 101:631–642

    Article  Google Scholar 

  • Kamp U, Owen LA, Growley BJ, Khattak GA (2010) Back analysis of landslide susceptibility zonation mapping for the 2005 Kashmir earthquake: an assessment of the reliability of susceptibility zoning maps. Nat Hazards 54:1–25

    Article  Google Scholar 

  • Kaneda H, Nakata T, Tsutsumi H, Kondo H, Sugito N, Awata Y, Akhtar SS, Majid A, Khattak W, Awan AA, Yeats RS, Hussain A, Ashraf M, Wesnousky SG, Kausar AB (2008) Surface rupture of the 2005 Kashmir, Pakistan, earthquake and its active tectonic implications. Bull Seismol Soc Am 98(2):521–557

    Article  Google Scholar 

  • Khattak GA, Owen LA, Kamp U, Harp EL (2010) Evolution of earthquake-triggered landslides in the Kashmir Himalaya, northern Pakistan. Geomorphology 115:102–108

    Article  Google Scholar 

  • Kumar KV, Martha TR, Roy PS (2006) Mapping damage in the Jammu and Kashmir caused by the 8 October 2005 Mw 7.3 earthquake from the Cartosat-1 and Resourcesat-1 imagery. Int J Rem Sens 27:4449–4459

    Article  Google Scholar 

  • Lee S, Choi J (2004) Landslide susceptibility mapping using GIS and the weight-of-evidence model. Int J Geogr Inf Sci 18:789–814

    Article  Google Scholar 

  • Malamud BD, Baas ACW (2013) Nine considerations for constructing and running geomorphological models. In: Baas ACW (ed) Treatise on geomorphology quantitative modelling of geomorphology. Elsevier, Amsterdam

    Google Scholar 

  • Malamud BD, Petley D (2009) Lost in translation. Public Ser Rev Sci Technol 2(164):167

    Google Scholar 

  • Malamud BD, Turcotte DL, Guzzetti F, Reichenbach P (2004) Landslide inventories and their statistical properties. Earth Surf Proc Land 29(6):687–711

    Article  Google Scholar 

  • Mathew J, Jha VK, Rawat GS (2007) Weights of evidence modelling for landslide hazard zonation mapping in part of Bhagirathi valley, Uttarakhand. Curr Sci 92(5):628–638

    Google Scholar 

  • Mezughi T, Akhir JM, Rafek AG, Abdullah I (2011) A multi-class weight of evidence approach for landslide susceptibility mapping applied to an area along the E-W highway (Gerik-Jeli), Malaysia. Electro J Geotech Eng 16:1259–1273

    Google Scholar 

  • Mihir M, Malamud BD (2014) Identifying landslides using Google earth. LAMPRE educational practical. http://www.lampre-project.eu/index.php?option=com_k2&view=item&layout=item&id=113&Itemid=212. Accessed 10 Jan 2016

  • Moghaddam MHR, Khayyam M, Ahmadi M, Farajzadeh M (2007) Mapping susceptibility landslide by using weight-of evidence model: a case study in Merek valley, Iran. J Appl Sci 7(22):3342–3355

    Article  Google Scholar 

  • NASA Land Processes Distributed Active Archive Center (LP DAAC) (2013) MxD13Q1, USGS/Earth Resources Observation and Science (EROS) Center, Sioux Falls, South Dakota

  • Neuhäuser B, Terhorst B (2007) Landslide susceptibility assessment using “weights-of-evidence” applied to a study area at the Jurassic escarpment (SW-Germany). Geomorphology 86:12–24

    Article  Google Scholar 

  • Noever DA (1993) Himalayan sandpiles. Phys Rev E47:724–725

    Google Scholar 

  • Owen LA, Kamp U, Khattak GA, Harp EL, Keefer DK, Bauer MA (2008) Landslide triggered by the 8 October 2005 Kashmir earthquake. Geomorphology 94:1–9

    Article  Google Scholar 

  • Sato H, Hasegawa H, Satoshi F, Tobita M, Koarai M, Une H, Iwahashi J (2007) Interpretation of landslide distribution triggered by the 2005 Northern Pakistan earthquake using SPOT 5 imagery. Landslides 4:113–122

    Article  Google Scholar 

  • Searle MP, Asif Khan M, Qasim Jan M, DiPietro JA, Pogue KR, Pivnik DA, Sercombe WJ, Izatt CN, Blisniuk PK, Treloar PJ, Gaetani M, Zanchi A (1996) Geologic map of northern Pakistan and adjacent areas of northern Ladakh and western Tibet, Oxford University, scale 1:650,000

  • Shah SMI (2009) Stratigraphy of Pakistan. Geological Survey of Pakistan, GSP Memoirs, vol 22

  • Shum LKW, Lam AYT (2011) Review of natural terrain landslide risk management practice and mitigation measures (GEO technical note 3/2011). Geotechnical Engineering Office, HKSAR Government, Hong Kong

  • Teerarungsigul S, Torizin J, Fuchs M, Kühn F, Chingklamani C (2015) An integrative approach for regional landslide susceptibility assessment using weight of evidence method: a case study of Yom River Basin, Phrae Province, Northern Thailand. Landslides. doi:10.1007/s10346-015-0659-1

    Google Scholar 

  • Torizin J (2012) Landslide susceptibility assessment tools for ArcGIS 10 and their application. In: Proceedings of 34th IGC, Brisbane, 5–10 Aug 2012

  • Torizin J (2016) Elimination of informational redundancy in the weight of evidence method: an application to landslide susceptibility assessment. Stoch Environ Res Risk Assess 30(2):635–651. doi:10.1007/s00477-015-1077-6

    Article  Google Scholar 

  • Torizin J, Fuchs M, Balzer D, Kuhn D, Arifianti Y, Kusnadi (2013) Methods for generation and evaluation of landslide susceptibility maps: a case study of Lombok Island, Indonesia. In: Proceedings of 19th conference on engineering geology, Munich, pp 253–258

  • Van Westen CJ, Rengers N (1997) Prediction of the occurrence of slope instability phenomena through GIS-based hazard zonation. Geol Rund 86:404–414

    Article  Google Scholar 

  • Van Westen CJ, Rengers N, Soeters R (2003) Use of geomorphological information in indirect landslide susceptibility assessment. Nat Hazards 30:399–419

    Article  Google Scholar 

  • Van Westen CJ, Van Asch TWJ, Soeters R (2006) Landslide hazard and risk zonation—Why is it still so difficult? Bull Eng Geol Environ 65:167–184. doi:10.1007/s10064-005-0023-0

    Article  Google Scholar 

  • Wood J (1996) The geomorphological characterisation of digital elevation models. Department of Geography, University of Leicester, Dissertation

  • Zvelebil J, Šima J, Vilímek V (2010) Geo-risk management for developing countries—vulnerability to mass wasting in the Jemma River Basin, Ethiopia. Landslides 7:99–103

    Article  Google Scholar 

Download references

Acknowledgements

The GANP project was funded by the Federal Ministry for Economic Cooperation and Development. We are sincerely thankful to all of our colleagues from the BGR and the GSP who contributed to the successful establishment and management of this project and supported its activities. In particular, we are very grateful to the GANP project leader Annette Lisy, who managed this project under partly extremely difficult circumstances.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jewgenij Torizin.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Torizin, J., Fuchs, M., Awan, A.A. et al. Statistical landslide susceptibility assessment of the Mansehra and Torghar districts, Khyber Pakhtunkhwa Province, Pakistan. Nat Hazards 89, 757–784 (2017). https://doi.org/10.1007/s11069-017-2992-2

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11069-017-2992-2

Keywords

Navigation