Abstract
Better understanding of the factors controlling sediment load at a catchment scale can facilitate estimation of soil erosion and sediment transport rates. The research summarized here enhances understanding of correlations between potential control variables on suspended sediment loads. The Soil and Water Assessment Tool was used to simulate flow and sediment at the Ankara River basin. Multivariable regression analysis and principal component analysis were then performed between sediment load and controlling variables. The physical variables were either directly derived from a Digital Elevation Model or from field maps or computed using established equations. Mean observed sediment rate is 6697 ton/year and mean sediment yield is 21 ton/y/km² from the gage. Soil and Water Assessment Tool satisfactorily simulated observed sediment load with Nash-Sutcliffe efficiency, relative error, and coefficient of determination (R²) values of 0.81, −1.55, and 0.93, respectively in the catchment. Therefore, parameter values from the physically based model were applied to the multivariable regression analysis as well as principal component analysis. The results indicate that stream flow, drainage area, and channel width explain most of the variability in sediment load among the catchments. The implications of the results, efficient siltation management practices in the catchment should be performed to stream flow, drainage area, and channel width.
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References
Afifi A, May S, Clark VA (2012) Practical multivariate analysis, 5th edn. In: Dominici F, Faraway J, Tanner M, Zidek J (ed), CRC Press, Taylor and Francis Group, Boca Raton, Florida, p 517
Ahnert F (1970) Functional relationships between denudation, relief, and uplift in large mid-latitude drainage basin. Am J Sci 268:243–263. doi:10.2475/ajs.268.3.243
Arnold JGR, Srinivasan MRS, Williams JR (1998) Large-area hydrologic modeling and assessment: Part I Model Development. Journal American Water Resources Association 34(1):73–89
Ayadi I, Abida H, Djebbar Y, Mahjoub MR (2010) Sediment yield variability in central Tunisia: a quantitative analysis of its controlling factors. Hydrological Sciences Journal 55(3):446–458
Babu KJ, Sreekumar S, Aslam A (2016) Implication of drainage basin parameters of a tropical river basin of South India. Applied Water Sciences 6(1):67–75. doi:10.1007/s13201-014-0212-8
Chakrapani GJ (2005) Factors controlling variations in river sediment loads. Curr Sci 88(4):569–575
Dearing JA, Jones RT (2003) Coupling temporal and spatial dimensions of global sediment flux through lake and marine sediment records. Glob Planet Change 39(1–2):147–168
Dendy FE, Bolton GC (1976) Sediment yield-runoff drainage area relationships in the United States. J Soil Water Conserv 31:264–266
Descheemaeker K, Nyssen J, Poesen J, Raes D, Haile M, Muys B, Deckers S (2006) Runoff on slopes with restoring vegetation: a case study from the Tigray highlands, Ethiopia. J Hydrol 331:219–241. doi:10.1016/j.jhydrol.2006.05.015
De Vente J, Poesen J (2005) Predicting soil erosion and sediment yield at the basin scale: scale issues and semi-quantitative models. Earth Science Reviews 71(1):95–125
Dominic JA, Aris AZ, Sulaiman WNA (2015) Water Resour Manag 29(12):4519–4538. doi:10.1007/s11269-015-1073-0
Dormann CF, Elith J, Bacher S, Buchmann C, Carl G, Carre G, Marquez JRG et al. (2013) Collinearity: a review of methodsto deal with it and a simulation study evaluating their performance. Ecography 36:27–49
Douglas I (1967) Vegetation and the sediment yield of rivers. Nature 215:925–928. doi:10.1038/215925a0
Dunne T (1979) Sediment yield and land use in tropical catchments. J Hydrol 42:281–300. doi:10.1016/0022-1694(79)90052-0
Finnegan NJ, Roe G, Montgomery DR, Hallet B (2005) Controls on the channel width of rivers: implications for modeling fluvial incision of bedrock. Geology 33(3):229–232. doi:10.1130/G21171.1
Huang J, Wang J, Zhao X, Li H, Jing Z, Gao X, Chen X and Wu PN (2014) Simulation study of the impact of permanent ground-cover on soil and water changes in Jujube orchards on sloping ground, land degradation. Devolopement. doi:10.1002/ldr.2281
Higgitt DL, Lu XX (1999) Challenges in relating land use to sediment yield in the Upper Yangtze. Hydrobiologia 410:269–277
Infante DM, Wiley MJ, Seelbach PW (2006) Relationships among channel shape, catchment characteristics, and fish in lower Michigan streams. Am Fish Soc Symp 2006(48):339–357
Jansen JML, Painter RB (1974) Predicting sediment yield from climate and topography. Journal of Hydrology 21:371–380
Khorasani G, Zeyun L (2014) Implementation of technology acceptance model (TAM) in business research on web based learning system. IJITEE 3(11):112–116
Kirby E, Whipple KX, Tang W, Chen Z (2003) Distribution of active rock uplift along the eastern margin of the Tibetan Plateau: Inferences from bedrock channel longitudinal profiles. J Geophys Res 108(B4):2217. doi:10.1029/2001JB000861
Knighton D (1998) Fluvial forms and processes; a new perspective, 2nd edn.. Arnold H, London, p 383
Langbein WB, Schumm SA (1958) Yield of sediment in relation to mean annual precipitation. Trans Amer Geo Union 39(6):1076–1084. doi:10.1029/TR039i006p01076
Lavigne F, Suwa H (2004) Contrasts between debris flows, hyper concentrated flows and stream flows at a channel of Mount Semeru, East Java, Indonesia. Geomorphology 6:41–58
Leopold LB and Maddock T Jr (1953) The hydraulic geometry of stream channels and physiographic implications: U.S. Geological Survey Professional Paper, 252:57
Leopold LB, Wolman MG, Miller JP (1964) Fluvial processes in geomorphology. W. H. Freeman and Company, San Francisco, CA
Ludwig W, Probst JL, Kempe S (1996) Predicting the oceanic input of organic carbon by continental erosion. Global Biogeochemical Cycles 10:23–41. doi:10.1029/95GB02925
Milliman JD, Syvitski JPM (1992) Geomorphic tectonic control of sediment discharge to the ocean: the importance of small mountainous rivers. J Geol 100:525–544. doi:10.1086/629606
Mirsal IA (2008) Soil degradation soil pollution: origin, Monitoring & Remediation. Springer, Berlin
Montgomery DR, Brandon MT (2002) Topographic controls on erosion rates in tectonically active mountain ranges. Earth Planet Sci Lett 201:481–489
Montgomery DR, Gran KB (2001) Downstream variations in the width of bedrock channels. Water Resour Res 37:1841–1846
Morris GL, Fan J (1997) Reservoir sedimentation handbook. McGraw-Hill, New York
Nie W, Yuan Y, Kepner W, Nash MS, Jackson M, Erickson C (2011) Assessing impacts of landuse and landcover changes on hydrology for the upper San Pedro watershed. J Hydrol 407(1):105–114. doi:10.1016/j.jhydrol.2011.07.012
Ongwenyi GS, Kithiia SM, Denga FO (1993) An overview of soil erosion and sedimentation problems in Kenya. In: Hadley RF and Mizuyama T (ed) Sediment problems: strategies for monitoring prediction and control IAHS Pub. No 217, International Association of Hydrological Sciences (IAHS) Press, Wallingford, p 217
Pazzaglia FJ, Brandon MT (1996) Macro-geomorphic evolution of the post-Triassic Appalachian mountains determined by deconvolution of the offshore basin sedimentary record. Basin Restoration 8:255–278. doi:10.1046/j.1365-2117.1996.00274.x
Pinet P, Souriau M (1988) Continental erosion and large-scale relief. Tectonics 7:563–582. doi:10.1029/TC007i003p00563
Schumm SA (1963) The disparity between present-day denudation and orogeny. US Geological Survey Proffesionel Paper. Washington DC, 454-H:13
Schumm SA (1977) The Fluvial System. Wiley, New York, p 338
Siakeu J, Oguchi T, Aoki T, Esaki Y, Jarvie PH (2004) Change in riverine suspended sediment concentration in central Japan in response to late 20th century human activities. Catena 55:231–254. doi:10.1016/S0341-8162(03)00120-6
Subhash Y, Bang JJ, You TH, Lee SS (2016) Description of Comamonas sediminis sp. nov., isolated from lagoon sediments. International Journal of Systematic and Evolutionary Microbiology 66(7):2735–2739
Summerfield MA, Hulton NJ (1994) Natural controls of fluvial denudation rates in major world drainage basins. J Geophys Resources 99:563–582. doi:10.1029/94JB00715
Syvitski JPM, Kettner AJ, Peckham SD, Kao SJ (2005) Predicting the flux of sediment to the coastal zone: application to the Lanyang watershed, Northern Taiwan. J Coastal Res 21:580–587
Syvitski JPM, Milliman JD (2007) Geology, geography, and humans battle for dominance over the delivery of fluvial sediment to the coastal ocean. J Geol 115:1–19
Tamene L, Park S, Dikau R, Vlek P (2006) Analysis of factors determining sediment yield variability in the highlands of northern Ethiopia. Geomorphology 76:76–91
Thornes JB (2001) Vegetation and erosion. Processes and environments. British geomorphological research group symposia series. Wiley, Chichester
Verstraeten G, Poesen J, de Vente J, Konincks X (2003) Sediment yield variability in Spain: a quantitative and semi-quantitative analysis using reservoir sedimentation rates. Geomorphology 50:327–348
Walling DE (1983) The sediment delivery problem. Journal of Hydrology 65(1):209–237
Walling DE (1994) Measuring sediment yield from river basins In: Lal, R. (ed) Soil erosion research methods. Soil and water conservation society, Soil and Water Conservation Society and St. Lucie Press Ankeny, IA
Walling DE, Webb BW (1996) Erosion and sediment yield: a global overview. Erosion and sediment yield: global and regional perspectives, IAHS Publ no. 236
Williams JR (1975) Sediment-yield predictions with universal equation using runoff energy factor. In Present and Prospective Technology for Predicting Sediment Yield and Sources. US Dept. Agr., ARS-S-40. Washington DC, 244–252
Wuttichaikitcharoen P, Babel MS (2014) Principal component and multiple regression analyses for the estimation of suspended sediment yield in ungauged basins of Northern Thailand. Water 6:2412–2435. doi:10.3390/w6082412
Xu JX (2009) Plausible causes of temporal variation in suspended sediment concentration in the upper Changjiang river and major tributaries during the second half of the 20th century. Quatern Int 208:85–92
Yamaguchi S, Shimizu Y, Kimura I (2010) Significance of bed slope effect and non-equilibrium sediment transport on bed form evolution process. In: Vionnet CA et al. (ed) A numerical analysis using detailed Hydrodynamics, River, Coastal and Estuarine Morphodynamics. Taylor & Francis, London, p 659
Yasti MA (2008) Hydrogeological investigation of the northeastern part of Cubuk Plain (Ankara). Master Thesis, Ankara University, Turkey
Zhang W, Zhou J, Feng G, Weindorf DC, Hu G, Sheng J (2015) Characteristics of water erosion and conservation practice in arid regions of Central Asia. China as an example International Soilless and Water Conservation Research, Xinjiang Province
Zhao G, Mu X, Wen Z, Wang F, Gao P (2013) Soil erosion, conservation, and eco-environment changes in the Loess Plateau Of China. Land Degradation & Development 24:499–510. doi:10.1002/ldr.2246
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The authors would like to thank the anonymous reviewers and the Editor for their constructive comments and suggestions. The author also thanks the Ministry of Education (Turkey) and the Colorado Water Institute (CWI), an affiliate of Colorado State University, for financial support.
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Duru, U., Wohl, E. & Ahmadi, M. Factors Controlling Sediment Load in The Central Anatolia Region of Turkey: Ankara River Basin. Environmental Management 59, 826–841 (2017). https://doi.org/10.1007/s00267-016-0818-8
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DOI: https://doi.org/10.1007/s00267-016-0818-8