Abstract
The Leh Valley which lies within the Trans Himalayan state of Ladakh, India, is known to be affected almost annually by debris flows ranging from minor to catastrophic scale events. The effect has been getting magnified due to increased urbanization and rapid growth in tourism industry. Though these flows are triggered by intense and abnormal rainfall events the conditioning factor has always been the topography and sediment availability. A lucid acknowledgement of the terrain condition and the degree of vulnerability of such events is required. For this a detail investigation of sediment availability, topographic conditions and their relation with known events becomes crucial. This study utilizes index of connectivity (IC) model to understand the sediment source-sink relationship and farther applied Flow-R model to simulate the probable scenario of events through predefined algorithms. We then use the Weights of evidence (WOE) method to compute the statistical probability of debris flow occurrence. This paper demonstrates the application of these three independent techniques and their implementation in a highly rugged terrain of Ladakh which is a region of frequent debris flows onslaught. The IC and Flow-R models are found to be counter supportive and effective in delineating areas which could be affected by flows that will solely originate in upstream areas where high angle channels directly connected to sediment sources are present. WOE-based model determines the probability of the rare and extensive flows that results from downward integration of other drainage networks in an open fan area.
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References
Badoux A, Andres N, Techel F, Hegg C (2016) Natural hazard fatalities in Switzerland from 1946 to 2015. Nat Hazard 16(12):2747–2768
Banerjee A, Dimri AP (2019) Comparative analysis of two rainfall retrieval algorithms during extreme rainfall event: a case study on cloudburst, 2010 over Ladakh (Leh), Jammu and Kashmir. Nat Hazards 97(3):1357–1374
Biswas T, Pandey K, Annadurai R (2016) Satellite photogrammetry based DEM generation using satellite stereo pair images and terrain parameters extraction. Int J Adv Remote Sens GIS 4(2):64–76
Bonham-Carter FG (1994) Geographic information systems for geoscientists-modeling with GIS (No. 13). Comput Methods Geosci. https://www.elsevier.com/books/geographic-information-systems-forgeoscientists/merriam/978-0-08-042420-0
Bookhagen B, Burbank DW (2010) Toward a complete Himalayan hydrological budget: spatiotemporal distribution of snowmelt and rainfall and their impact on river discharge. J Geophys Res Earth Surf 115:1–25. https://doi.org/10.1029/2009JF001426
Borselli L, Cassi P, Torri D (2008) Prolegomena to sediment and flow connectivity in the landscape: a GIS and field numerical assessment. CATENA 75:268–277. https://doi.org/10.1016/j.catena.2008.07.006
Cavalli M, Trevisani S, Comiti F, Marchi L (2013) Geomorphometric assessment of spatial sediment connectivity in small Alpine catchments. Geomorphology 188:31–41. https://doi.org/10.1016/j.geomorph.2012.05.007
Chen CY, Yu FC (2011) Morphometric analysis of debris flows and their source areas using GIS. Geomorphology 129:387–397. https://doi.org/10.1016/j.geomorph.2011.03.002
Conoscenti C, Agnesi V, Angileri S, Cappadonia C, Rotigliano E, Märker M (2013) A GIS-based approach for gully erosion susceptibility modelling: a test in Sicily, Italy. Environ Earth Sci 70:1179–1195. https://doi.org/10.1007/s12665-012-2205-y
Dame J, Schmidt S, Müller J, Nüsser M (2019) Urbanisation and socio-ecological challenges in high mountain towns: insights from Leh (Ladakh), India. Landsc Urban Plan 189:189–199. https://doi.org/10.1016/j.landurbplan.2019.04.017
de Haas T, Densmore AL, Stoffel M, Suwa H, Imaizumi F, Ballesteros-Cánovas JA, Wasklewicz T (2018) Avulsions and the spatio-temporal evolution of debris-flow fans. Earth Sci Rev. https://doi.org/10.1016/j.earscirev.2017.11.007
Dimri AP, Chevuturi A, Niyogi D, Thayyen RJ, Ray K, Tripathi SN, Pandey AK, Mohanty UC (2017) Cloudbursts in Indian Himalayas: a review. Earth Sci Rev 168:1–23
Dobhal DP, Gupta AK, Mehta M, Khandelwal DD (2013) Kedarnath disaster: facts and plausible causes. Curr Sci 105:171–174
Eaton LS, Morgan BA, Kochel RC, Howard AD (2003) Role of debris flows in long-term landscape denudation in the central Appalachians of Virginia. Geology 31:339–342. https://doi.org/10.1130/0091-7613(2003)031%3c0339:RODFIL%3e2.0.CO;2
Eyles N, Kocsis S (1988) Sedimentology and clast fabric of subaerial debris flow facies in a glacially-influenced alluvial fan. Sediment Geol 59:15–28. https://doi.org/10.1016/0037-0738(88)90098-X
Fischer L, Rubensdotter L, Sletten K, Stalsberg K, Melchiorre C, Horton P, Jaboyedoff M (2014) Debris flow modeling for susceptibility mapping at regional to national scale in Norway. In: Proceedings of the 11th international and 2nd North American symposium on landslides, pp 3–8
Grabs T, Seibert J, Bishop K, Laudon H (2009) Modeling spatial patterns of saturated areas: a comparison of the topographic wetness index and a dynamic distributed model. J Hydrol 373:15–23. https://doi.org/10.1016/j.jhydrol.2009.03.031
Grodecki J, Dial G (2003) Block adjustment of high-resolution satellite images described by rational polynomials. Photogramm Eng Remote Sens 69(1):59–68
Gupta P, Khanna A, Majumdar S (2012) Disaster management in flash floods in Leh (Ladakh): a case study. Indian J Community Med 37:185–190. https://doi.org/10.4103/0970-0218.99928
Heinimann HR (1998) Aggregrate-surfaced forest roads–analysis of vulnerability due to surface Erosion. In: Forest operations in Himalayan forests with special consideration of ergonomic and socio-economic problems, p 30
Hobley DEJ, Sinclair HD, Mudd SM (2012) Reconstruction of a major storm event from its geomorphic signature: the Ladakh floods, 6 August 2010. Geology 40:483–486. https://doi.org/10.1130/G32935.1
Horton, P, Sterlacchini S, National I, Jaboyedoff M (2010) Debris flow hazard modelling on medium scale: valtellina di Tirano Italy. Nat Hazards Earth Syst Sci. https://doi.org/10.5194/nhess-10-2379-2010
Horton, P, Jaboyedoff M, Rudaz B, Zimmermann M (2013) Flow-R, a model for susceptibility mapping of debris flows and other gravitational hazards at a regional scale. Nat Hazards Earth Syst Sci. https://doi.org/10.5194/nhess-13-869
Hürlimann M, Rickenmann D, Graf C (2003) Field and monitoring data of debris-flow events in the Swiss Alps. Can Geotech J 40:161–175. https://doi.org/10.1139/t02-087
Ishikawa M, Yamamoto N, Yamanaka G, Suwa K, Nakajima S, Hozo R, Norboo T, Okumiya K, Matsubayashi K, Otsuka K (2013) Disaster-related psychiatric disorders among survivors of flooding in Ladakh, India. Int J Soc Psychiatry 59:468–473. https://doi.org/10.1177/0020764012440677
Juyal N (2010) Cloud burst-triggered debris flows around Leh. Curr Sci 99:1166–1167
Juyal N (2014) Ladakh: the high-altitude Indian cold desert. Landscapes and landforms of India. Springer, Dordrecht, pp 115–124
Kang S, Lee SR (2018) Debris flow susceptibility assessment based on an empirical approach in the central region of South Korea. Geomorphology 308:1–12. https://doi.org/10.1016/j.geomorph.2018.01.025
Kappes MS, Malet J-P, Remaˆıtre AR, Horton P, Jaboyedoff M, Bell R (2011) Natural hazards and earth system sciences assessment of debris-flow susceptibility at medium-scale in the Barcelonnette Basin. Fr Hazards Earth Syst Sci 11:627–641. https://doi.org/10.5194/nhess-11-627-2011
Kumar A, Srivastava P (2017) The role of climate and tectonics in aggradation and incision of the Indus River in the Ladakh Himalaya during the late Quaternary. Quat Res (US) 87:363–385. https://doi.org/10.1017/qua.2017.19
Kumar A, Srivastava P, Meena NK (2017) Late Pleistocene aeolian activity in the cold desert of Ladakh: a record from sand ramps. Quat Int 443:13–28. https://doi.org/10.1016/j.quaint.2016.04.006
Mishra K, Sinha R, Jain V, Nepal S, Uddin K (2019) Towards the assessment of sediment connectivity in a large Himalayan river basin. Sci Total Environ 661:251–265
Moore ID, Burch GJ (1986) Physical basis of the length-slope factor in the universal soil loss equation. Soil Sci Soc Am J 50:1294–1298. https://doi.org/10.2136/sssaj1986.03615995005000050042x
Mukherjee S, Joshi PK, Mukherjee S, Ghosh A, Garg RD, Mukhopadhyay A (2013) Evaluation of vertical accuracy of open source digital elevation model (DEM). Int J Appl Earth Obs Geoinf 21:205–217
Nüsser M, Schmidt S, Dame J (2012) Irrigation and development in the upper Indus Basin: characteristics and recent changes of a socio-hydrological system in central Ladakh, India. Mt Res Dev 32(1):51–61
Okuda S (1977) Synthetic observation on debris flow part. Annu Disaster Prev Res Inst Kyoto Univ 20:237–263
Owen LA, Finkel RC, Haizhou M, Barnard PL (2006) Late Quaternary landscape evolution in the Kunlun Mountains and Qaidam Basin, Northern Tibet: a framework for examining the links between glaciation, lake level changes and alluvial fan formation. Quat Int 154:73–86. https://doi.org/10.1016/j.quaint.2006.02.008
Pant RK, Phadtare NR, Chamyal LS, Juyal N (2005) Quaternary deposits in Ladakh and Karakoram Himalaya: a treasure trove of the palaeoclimate records. Curr Sci 88:1789–1798
Qin CZ, Zhu AX, Pei T, Li BL, Scholten T, Behrens T, Zhou CH (2011) An approach to computing topographic wetness index based on maximum downslope gradient. Precis Agric 12:32–43. https://doi.org/10.1007/s11119-009-9152-y
Rickenmann D, Zimmermann M (1993) The 1987 debris flows in Switzerland: documentation and analysis. Geomorphology 8:175–189. https://doi.org/10.1016/0169-555X(93)90036-2
Rodine JD, Johnson AM (1976) The ability of debris, heavily freighted with coarse clastic materials, to flow on gentle slopes. Sedimentology 23:213–234. https://doi.org/10.1111/j.1365-3091.1976.tb00047.x
Sant DA, Wadhawan SK, Ganjoo RK, Basavaiah N, Sukumaran P, Bhattacharya S (2011a) Linkage of paraglacial processes from last glacial to recent inferred from Spituk sequence, Leh valley, Ladakh Himalaya. J Geol Soc India 78(2):147
Sant DA, Wadhawan SK, Ganjoo RK, Basavaiah N, Sukumaran P, Bhattacharya S (2011b) Morphostratigraphy and palaeoclimate appraisal of the Leh valley, Ladakh Himalayas, India. J Geol Soc India 77(6):499–510
Schmidt S, Nüsser M (2012) Changes of high altitude glaciers from 1969 to 2010 in the Trans-Himalayan Kang Yatze Massif, Ladakh, northwest India. Arct Antarct Alp Res 44(1):107–121
Schmidt S, Nüsser M, Baghel R, Dame J (2020) Cryosphere hazards in Ladakh: the 2014 Gya glacial lake outburst flood and its implications for risk assessment. Nat Hazards 104(3):2071–2095
Shafiq MU, Bhat MS, Rasool R, Ahmed P, Singh H, Hassan H (2016) Variability of precipitation regime in Ladakh region of India from 1901–2000. J Climatol Weather Forecast 4(165):2
Stolle A, Langer M, Blöthe JH, Korup O (2015) On predicting debris flows in arid mountain belts. Glob Planet Change 126:1–13. https://doi.org/10.1016/j.gloplacha.2014.12.005
Tabassum N, Kanth TA (2012) A psychoanalysis of the 2010 Cloudburst in Leh. J South Asian Disaster Stud 5:1–2
Takahashi T (1981) Debris flow. Annu Rev Fluid Mech 13:57–77. https://doi.org/10.1146/annurev.fl.13.010181.000421
Thayyen RJ, Dimri AP, Kumar P, Agnihotri G (2013) Study of cloudburst and flash floods around Leh, India, during August 4–6, 2010. Nat Hazards 65(3):2175–2204
Wang B, Li Y, Liu D, Liu J (2018) Debris flow density determined by grain composition. Landslides 15:1205–1213. https://doi.org/10.1007/s10346-017-0912-x
Wohl EE, Pearthree PP (1991) Debris flows as geomorphic agents in the Huachuca Mountains of southeastern Arizona. Geomorphology 4:273–292. https://doi.org/10.1016/0169-555X(91)90010-8
Ziegler AD, Cantarero SI, Wasson RJ, Srivastava P, Spalzin S, Chow WTL, Gillen J (2016) A clear and present danger: Ladakh’s increasing vulnerability to flash floods and debris flows. Hydrol Process 30:4214–4223. https://doi.org/10.1002/hyp.10919
Acknowledgements
We thank the Director, Wadia Institute of Himalayan Geology, Dehradun, for supporting the research.
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We thank the director of the Wadia Institute of Himalayan Geology, Dehradun, for providing laboratory and financial support.
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PS conceived the idea and supervised the study. The original draft of this manuscript was prepared by CPS along with data analysis. AK and PC helped in field work and DGPS survey. PC helped in computing the weights of evidence. PS, AK, UKS and MKJ edited the manuscript. MKJ helped in preparing and analyzing the land use land cover map of the study area.
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Sharma, C.P., Kumar, A., Chahal, P. et al. Debris flow susceptibility assessment of Leh Valley, Ladakh, based on concepts of connectivity, propagation and evidence-based probability. Nat Hazards 115, 1833–1859 (2023). https://doi.org/10.1007/s11069-022-05619-x
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DOI: https://doi.org/10.1007/s11069-022-05619-x