Skip to main content
Top

2025 | OriginalPaper | Chapter

7. GIS-Based Bivariate Statistical Model for Landslide Susceptibility Assessment Along a Srinagar-Bandipora Highway, Kashmir Himalaya

Authors : Iftikhar Hussain Beigh, Mohmad Ashraf Ganaie, Syed Kaiser Bukhari, Shabir Ahmad

Published in: Natural Hazards and Risk Mitigation

Publisher: Springer Nature Singapore

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

search-config
loading …

Abstract

The Srinagar-Bandipora highway is one of the historical roads of Kashmir Valley and has always remained a supportive lifeline for the people in this region. This road is particularly vulnerable to landslides due to extreme weather conditions, complex mountainous terrain, and anthropological activity. Because of this, there are always frequent traffic disruptions and a severe threat to ongoing traffic and all activities associated with the region's social and economic development. As a result, it is critical to identify and mitigate the region's landslide risk, which causes significant inconvenience and economic and human losses. In the current study, landslide susceptibility mapping (LSM) was performed utilizing a bivariate frequency ratio model (FRM) and a geographical information system (GIS) platform. Besides, the landslide inventory details were prepared from primary and secondary data sources. The landslide susceptibility map (LSM) was generated from landslide inventory data and fifteen landslide causative factors (CFs). Therefore, the frequency ratio model examined the link between landslide CFs and landslides. LSM divided the area into five susceptibility categories, viz., very high (20.17Km2), high (39.22Km2), medium (62.49Km2), low (76.87Km2), and very low (56.90Km2). Subsequently, the landslide susceptibility map was then evaluated and compared to the existing landslide inventory data using the area under the curve (AUC) method. Moreover, the LSM created will be helpful to various stakeholders, including planners, designers, engineers, and the local community, for the upcoming building and maintenance projects in the study region.

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!

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!

Literature
go back to reference Anbalagan R, Kumar R, Parida S, Lakshmanan K (2014) GIS based post-earthquake landslide hazard zonation mapping of Lachung Basin, Sikkim. Int J Emerg Technol Adv Eng 4(1):431–441 Anbalagan R, Kumar R, Parida S, Lakshmanan K (2014) GIS based post-earthquake landslide hazard zonation mapping of Lachung Basin, Sikkim. Int J Emerg Technol Adv Eng 4(1):431–441
go back to reference Beigh IH, Bukhari SK (2024) Assessment of GIS-based landslide susceptibility using bivariate and multivariate approach—A case study of Kashmir Himalayas. J Rock Mech Tunn Technol (JRMTT) 30(1):39–56 Beigh IH, Bukhari SK (2024) Assessment of GIS-based landslide susceptibility using bivariate and multivariate approach—A case study of Kashmir Himalayas. J Rock Mech Tunn Technol (JRMTT) 30(1):39–56
go back to reference Citrabhuwana BN, Kusumayudha SB, Purwanto (2016) Geology and slope stability analysis using markland method on road segment of Piyungan–Patuk, Sleman and Gunungkidul regencies, Yogyakarta special region Indonesia. Int J Econ Environ Geol 7(1):42–52 Citrabhuwana BN, Kusumayudha SB, Purwanto (2016) Geology and slope stability analysis using markland method on road segment of Piyungan–Patuk, Sleman and Gunungkidul regencies, Yogyakarta special region Indonesia. Int J Econ Environ Geol 7(1):42–52
go back to reference Das I, Stein A, Kerle N, Dadhwal VK (2011) Probabilistic landslide hazard assessment using homogeneous susceptible units (HSU) along a national highway corridor in the northern Himalayas, India. Landslides 8:293–308CrossRef Das I, Stein A, Kerle N, Dadhwal VK (2011) Probabilistic landslide hazard assessment using homogeneous susceptible units (HSU) along a national highway corridor in the northern Himalayas, India. Landslides 8:293–308CrossRef
go back to reference Demir G, Aytekin M, Akgun 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):1481–1506 Demir G, Aytekin M, Akgun 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):1481–1506
go back to reference Gorsevski PV, Donevska KR, Mitrovski CD, Frizado JP (2012) Integrating multi-criteria evaluation techniques with geographic information systems for landfill site selection: A case study using ordered weighted average. Waste Manage 32(2):287–296CrossRef Gorsevski PV, Donevska KR, Mitrovski CD, Frizado JP (2012) Integrating multi-criteria evaluation techniques with geographic information systems for landfill site selection: A case study using ordered weighted average. Waste Manage 32(2):287–296CrossRef
go back to reference Gutiérrez F, Parise M, De Waele J, Jourde H (2014) A review on natural and human-induced geohazards and impacts in karst. Earth Sci Rev 138:61–88CrossRef Gutiérrez F, Parise M, De Waele J, Jourde H (2014) A review on natural and human-induced geohazards and impacts in karst. Earth Sci Rev 138:61–88CrossRef
go back to reference 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
go back to reference Jenks GF (1967) The data model concept in statistical mapping. Int Year Book Cartogr 7:186–190 Jenks GF (1967) The data model concept in statistical mapping. Int Year Book Cartogr 7:186–190
go back to reference Kamp U, Growley BJ, Khattak GA (2008) GIS-based landslide susceptibility mapping for the 2005 Kashmir earthquake region. Geomorphol 101:631–642CrossRef Kamp U, Growley BJ, Khattak GA (2008) GIS-based landslide susceptibility mapping for the 2005 Kashmir earthquake region. Geomorphol 101:631–642CrossRef
go back to reference Kannan M, Saranathan E, Anabalagan R (2013) Landslide vulnerability mapping using frequency ratio model: A geospatial approach in Bodi-Bodimettu Ghat section, Theni district, Tamil Nadu, India. Arabian J Geosci 6(8):2901–2913CrossRef Kannan M, Saranathan E, Anabalagan R (2013) Landslide vulnerability mapping using frequency ratio model: A geospatial approach in Bodi-Bodimettu Ghat section, Theni district, Tamil Nadu, India. Arabian J Geosci 6(8):2901–2913CrossRef
go back to reference Kaur H, Gupta S, Parkash S (2017) Comparative evaluation of various approaches for landslide hazard zoning: A critical review in Indian perspectives. Spat Inf Res 25:389–398 Kaur H, Gupta S, Parkash S (2017) Comparative evaluation of various approaches for landslide hazard zoning: A critical review in Indian perspectives. Spat Inf Res 25:389–398
go back to reference Kellerer-Pirklbauer A (2002) The influence of landuse on the stability of slopes with examples from the European Alps. MittEn Naturwissenschaftlichen VerEs Für Steiermark 132:43–62 Kellerer-Pirklbauer A (2002) The influence of landuse on the stability of slopes with examples from the European Alps. MittEn Naturwissenschaftlichen VerEs Für Steiermark 132:43–62
go back to reference Lee S, Pradhan B (2006) Probabilistic landslide hazards and risk mapping on Penang Island, Malaysia. J Earth Syst Sci 115(6):661–672 Lee S, Pradhan B (2006) Probabilistic landslide hazards and risk mapping on Penang Island, Malaysia. J Earth Syst Sci 115(6):661–672
go back to reference Martha TR, Roy P, Jain N, Khanna K, Mrinalni K, Kumar KV, Rao PVN (2021) Geospatial landslide inventory of India—an insight into occurrence and exposure on a national scale. Landslides:1–17 Martha TR, Roy P, Jain N, Khanna K, Mrinalni K, Kumar KV, Rao PVN (2021) Geospatial landslide inventory of India—an insight into occurrence and exposure on a national scale. Landslides:1–17
go back to reference Nagarajanm R, Mukherjeem A, Roy A, Khire MV (1998) Temporal remote sensing data and GIS application in landslide hazard zonation of part of Western Ghat, India. Int J Remote Sens 19:573–585CrossRef Nagarajanm R, Mukherjeem A, Roy A, Khire MV (1998) Temporal remote sensing data and GIS application in landslide hazard zonation of part of Western Ghat, India. Int J Remote Sens 19:573–585CrossRef
go back to reference Oh HJ, Pradhan P (2011) Application of a neuro fuzzy model to landslide susceptibility mapping for shallow landslides in a tropical Hilly area. Comput & Geosci 37(9):12641276 Oh HJ, Pradhan P (2011) Application of a neuro fuzzy model to landslide susceptibility mapping for shallow landslides in a tropical Hilly area. Comput & Geosci 37(9):12641276
go back to reference Owen LA, Kamp U, Khattak GA, Harp EL, Keefer DK, Bauer MA (2008) Landslides triggered by the 8 October 2005 Kashmir earthquake. Geomorphology, 94:1–9 Owen LA, Kamp U, Khattak GA, Harp EL, Keefer DK, Bauer MA (2008) Landslides triggered by the 8 October 2005 Kashmir earthquake. Geomorphology, 94:1–9
go back to reference 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 68:1443–1464 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 68:1443–1464
go back to reference Patil A, Panhalkar S, Shinde S (2022) Frequency ratio approach for landslide susceptibility mapping of Phonda Ghat of Maharashtra. In: Singh RB, Kumar M, Tripathi DK (eds) Remote sensing and geographic information systems for policy decision support. Advances in geographical and environmental sciences. https://doi.org/10.1007/978-981-16-7731-1_2 Patil A, Panhalkar S, Shinde S (2022) Frequency ratio approach for landslide susceptibility mapping of Phonda Ghat of Maharashtra. In: Singh RB, Kumar M, Tripathi DK (eds) Remote sensing and geographic information systems for policy decision support. Advances in geographical and environmental sciences. https://​doi.​org/​10.​1007/​978-981-16-7731-1_​2
go back to reference Pourghasemi HR, Pradhan B, Gokceoglu C (2012a) Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran. Nat Hazards 63:965–996 Pourghasemi HR, Pradhan B, Gokceoglu C (2012a) Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran. Nat Hazards 63:965–996
go back to reference Pradhan AMS, Kim YT (2014) Relative effect method of landslide susceptibility zonation in weathered granite soil: A case study in Deokjeok-ri Creek, South Korea. Nat Hazards 72(2):1189–1217CrossRef Pradhan AMS, Kim YT (2014) Relative effect method of landslide susceptibility zonation in weathered granite soil: A case study in Deokjeok-ri Creek, South Korea. Nat Hazards 72(2):1189–1217CrossRef
go back to reference Ramesh V, Anbazhagan S (2014) Landslide susceptibility mapping along Kolli hills Ghat road section (India) using frequency ratio, relative effect and fuzzy logic models. Environ Earth Sci 73(12):8009–8021CrossRef Ramesh V, Anbazhagan S (2014) Landslide susceptibility mapping along Kolli hills Ghat road section (India) using frequency ratio, relative effect and fuzzy logic models. Environ Earth Sci 73(12):8009–8021CrossRef
go back to reference Sati VP (2014) Towards sustainable livelihoods and ecosystems in mountain regions. Springer International Publishing, pp 137–150 Sati VP (2014) Towards sustainable livelihoods and ecosystems in mountain regions. Springer International Publishing, pp 137–150
go back to reference Sato HP, Hasegawa H, Fujiwara S, 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 4:113–122CrossRef Sato HP, Hasegawa H, Fujiwara S, 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 4:113–122CrossRef
go back to reference Shafapour Tehrany M, Kumar L, Neamah Jebur M, Shabani F (2019) Evaluating the application of the statistical index method in flood susceptibility mapping and its comparison with frequency ratio and logistic regression methods. Geomat, Nat Haz and Risk 10(1):79–101. https://doi.org/10.1080/19475705.2018.1506509 Shafapour Tehrany M, Kumar L, Neamah Jebur M, Shabani F (2019) Evaluating the application of the statistical index method in flood susceptibility mapping and its comparison with frequency ratio and logistic regression methods. Geomat, Nat Haz and Risk 10(1):79–101. https://​doi.​org/​10.​1080/​19475705.​2018.​1506509
go back to reference Subramanian SS, Ishikawa T, Tokoro T (2017) Stability assessment approach for soil slopes in seasonal cold regions. Eng Geol 2017(221):154–169 Subramanian SS, Ishikawa T, Tokoro T (2017) Stability assessment approach for soil slopes in seasonal cold regions. Eng Geol 2017(221):154–169
go back to reference Yang Z, Pang B, Dong W, Li D (2023) Spatial pattern and intensity mapping of coseismic landslides triggered by the 2022 Luding Earthquake in China. Geomat, Nat Hazards Risk 15(5):1323 Yang Z, Pang B, Dong W, Li D (2023) Spatial pattern and intensity mapping of coseismic landslides triggered by the 2022 Luding Earthquake in China. Geomat, Nat Hazards Risk 15(5):1323
go back to reference Yilmaz I, Keskin I (2009) GIS based statistical and physical approaches to landslide susceptibility mapping (Sebinkarahisar, Turkey). Bull Eng Geol Environ 68:459–471CrossRef Yilmaz I, Keskin I (2009) GIS based statistical and physical approaches to landslide susceptibility mapping (Sebinkarahisar, Turkey). Bull Eng Geol Environ 68:459–471CrossRef
go back to reference Yilmaz I (2009) Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslides (Tokat-Turkey). Comput Geosci 35:1125–1138CrossRef Yilmaz I (2009) Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: a case study from Kat landslides (Tokat-Turkey). Comput Geosci 35:1125–1138CrossRef
go back to reference Yuan F, Sawaya KE, Loeffelholz B, Bauer ME (2005) Land cover classification and change analysis of the Twin Cities (Minnesota) Metropolitan Area by multitemporal Landsat remote sensing. Remote Sens Environ 98:317–328CrossRef Yuan F, Sawaya KE, Loeffelholz B, Bauer ME (2005) Land cover classification and change analysis of the Twin Cities (Minnesota) Metropolitan Area by multitemporal Landsat remote sensing. Remote Sens Environ 98:317–328CrossRef
go back to reference Zhao Y, Wang R, Jiang Y, Liu H, Wei Z (2019) GIS-based logistic regression for rainfall-induced landslide susceptibility mapping under different grid sizes in Yueqing South-eastern China. Eng Geol 259:105147CrossRef Zhao Y, Wang R, Jiang Y, Liu H, Wei Z (2019) GIS-based logistic regression for rainfall-induced landslide susceptibility mapping under different grid sizes in Yueqing South-eastern China. Eng Geol 259:105147CrossRef
Metadata
Title
GIS-Based Bivariate Statistical Model for Landslide Susceptibility Assessment Along a Srinagar-Bandipora Highway, Kashmir Himalaya
Authors
Iftikhar Hussain Beigh
Mohmad Ashraf Ganaie
Syed Kaiser Bukhari
Shabir Ahmad
Copyright Year
2025
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-97-7658-0_7