Abstract
Development and land use change lead to accelerated soil erosion as a serious environmental problem in river catchments in Iran. Reliable information about the sources of sediment in catchments is therefore necessary to design effective control strategies. This study used a composite sediment source tracing procedure to determine the importance of forest road cuttings as a sediment source in a mountainous catchment located in northern Iran. A fallout radionuclide (137Cs) and 12 geochemical tracers (Ca, Cu, Fe, K, Mg, Mn, Na, Ni, OC, Pb, Sr and TN) were used to determine the relative contributions of three sediment source types (hillslopes, road cuttings and channel banks) to both suspended and bed sediment samples. Two mixing models based on different mathematical concepts were used to apportion the sediment sources: the mixture sampling importance resampling Bayesian model which incorporates the mass-balance matrix and a distribution model using normal and summed probability of normal distributions. The results of both mixing models indicated that sub-soil erosion from road cuttings and channel banks dominated the sources of river bed and suspended sediment samples, respectively. These results therefore highlight that conservation that works in the study area to remedy the sediment problem should initially focus on stabilisation and rehabilitation of road cuttings and channel banks. This successful application of a composite (radionuclide and geochemical) tracing technique for discriminating source end members characterised by different erosion processes underscores the importance of sub-soil erosion in this case study.
Similar content being viewed by others
References
Abbaszadeh Afshar F, Ayoubi S, Jalalian A (2010) Soil redistribution rate and its relationship with soil organic carbon and total nitrogen using 137Cs technique in a cultivated complex hillslope in western Iran. J Environ Radioact 101:606–614. https://doi.org/10.1016/j.jenvrad.2010.03.008
Arnaez J, Larrea V, Ortigosa L (2004) Surface runoff and soil erosion on unpaved forest roads from rainfall simulation tests in northeastern Spain. Catena 57:1–14
Boardman J (2013) The hydrological role of ‘sunken lanes’ with respect to sediment mobilization and delivery to watercourses with particular reference to West Sussex, southern England. J Soils Sediments 13:1636–1644
Caitcheon GG, Olley JM, Pantus F, Hancock G, Leslie C (2012) The dominant erosion processes supplying fine sediment to three major rivers in tropical Australia, the Daly (NT), Mitchell (Qld) and Flinders (Qld) Rivers. Geomorphology 151:188–195
Collins AL, Walling DE (2004) Documenting catchment suspended sediment sources: problems, approaches and prospects. Prog Phys Geogr 28:159–196
Collins A, Zhang Y, Walling D, Grenfell S, Smith P (2010a) Tracing sediment loss from eroding farm tracks using a geochemical fingerprinting procedure combining local and genetic algorithm optimisation. Sci Total Environ 408:5461–5471
Collins AL, Walling DE, Webb L, King P (2010b) Apportioning catchment scale sediment sources using a modified composite fingerprinting technique incorporating property weightings and prior information. Geoderma 155:249–261. https://doi.org/10.1016/j.geoderma.2009.12.008
Collins A et al (2014) Sources of sediment-bound organic matter infiltrating spawning gravels during the incubation and emergence life stages of salmonids. Agric Ecosyst Environ 196:76–93
Collins A, Pulley S, Foster ID, Gellis A, Porto P, Horowitz A (2017) Sediment source fingerprinting as an aid to catchment management: a review of the current state of knowledge and a methodological decision-tree for end-users. J Environ Manag 194:86–108
Connolly R, Costantini A, Loch R, Garthe R (1999) Sediment generation from forest roads: bed and eroded sediment size distributions, and runoff management strategies. Soil Res 37:947–964
Cooper RJ, Krueger T, Hiscock KM, Rawlins BG (2014) Sensitivity of fluvial sediment source apportionment to mixing model assumptions: a Bayesian model comparison. Water Resour Res 50:9031–9047
Cooper RJ, Krueger T, Hiscock KM, Rawlins BG (2015) High-temporal resolution fluvial sediment source fingerprinting with uncertainty: a Bayesian approach. Earth Surf Process Landf 40:78–92
Croke J, Hairsine P, Fogarty P (1999) Sediment transport, redistribution and storage on logged forest hillslopes in south-eastern Australia. Hydrol Process 13:2705–2720
D’Haen K, Verstraeten G, Degryse P (2012) Fingerprinting historical fluvial sediment fluxes. Prog Phys Geogr 36:154–186
Devereux OH, Prestegaard KL, Needelman BA, Gellis AC (2010) Suspended-sediment sources in an urban watershed, Northeast Branch Anacostia River, Maryland. Hydrol Process 24:1391–1403
Douglas G, Palmer M, Caitcheon G (2003) The provenance of sediments in Moreton Bay, Australia: a synthesis of major, trace element and Sr-Nd-Pb isotopic geochemistry, modelling and landscape analysis. In: Kronvang B (ed) The interactions between sediments and water, vol 494. Hydrobiologia. Kluwer Academic Publishers, Netherlands, pp 145–152
Everett SE, Tims SG, Hancock GJ, Bartley R, Fifield LK (2008) Comparison of Pu and 137Cs as tracers of soil and sediment transport in a terrestrial environment. J Environ Radioact 99:383–393. https://doi.org/10.1016/j.jenvrad.2007.10.019
Forster JC (1995) Soil sampling, handling, storage and analysis. In: Alef K, Nannipieri P (eds) Methods in applied soil microbiology and biochemistry, vol 631. 46 M592ma. Academic Press, pp 49–121. https://doi.org/10.1016/B978-012513840-6/50018-5
Foster ID, Lees JA (2000) Tracers in geomorphology: theory and applications in tracing fine particulate sediments. In: Foster IID (ed) Tracers in geomorphology. Wiley, Chichester, pp 3–20
Foster ID et al (2017) The potential for gamma-emitting radionuclides to contribute to an understanding of erosion processes in South Africa. Proc Int Assoc Hydrol Sci 375:29–34
Gellis AC, Hupp CR, Pavich MJ, Landwehr JM, Banks WS, Hubbard BE, Langland MJ, Ritchie JC, Reuter JM (2009) Sources, transport, and storage of sediment at selected sites in the Chesapeake Bay Watershed. U.S. Geological Survey Scientific Investigations Report 2008–5186. U.S. Geological Survey, Reston, p 95
Grygar TM, Popelka J (2016) Revisiting geochemical methods of distinguishing natural concentrations and pollution by risk elements in fluvial sediments. J Geochem Explor 170:39–57
Haddadchi A, Ryder DS, Evrard O, Olley J (2013) Sediment fingerprinting in fluvial systems: review of tracers, sediment sources and mixing models. Int J Sediment Res 28:560–578
Haddadchi A, Olley J, Laceby P (2014) Accuracy of mixing models in predicting sediment source contributions. Sci Total Environ 497–498:139–152. https://doi.org/10.1016/j.scitotenv.2014.07.105
Haddadchi A, Olley J, Pietsch T (2015) Quantifying sources of suspended sediment in three size fractions. J Soils Sediments 15:2086–2100
Hakimkhani S, Ahmadi H, Ghayoumian J (2009) Determining erosion types contributions to the sediment yield using sediment fingerprinting method (case study: Margan watershed, Makoo). Soil Water Sci J 19:83–96
Hosseinalizadeh M, Ahmadi H, Feiznia S, Rivaz F, Naseri S (2017) Multivariate geostatistical analysis of fallout radionuclides activity measured by in-situ gamma-ray spectrometry: case study: loessial paired sub-catchments in northeast Iran. Quat Int 429(Part B):108–118. https://doi.org/10.1016/j.quaint.2016.01.004
Hughes AO, Olley JM, Croke JC, McKergow LA (2009) Sediment source changes over the last 250 years in a dry-tropical catchment, central Queensland, Australia. Geomorphology 104:262–275
Jordán-López A, Martínez-Zavala L, Bellinfante N (2009) Impact of different parts of unpaved forest roads on runoff and sediment yield in a Mediterranean area. Sci Total Environ 407:937–944
Kalhor M (1998) Comparison of Cs-137 and USLE methods to estimate the soil loss of Rimeleh Watershed (Lorestan Province). MSc thesis in Soil Science, College of Agriculture, Isfahan University of Technology, Isfahan
Koiter AJ, Owens PN, Petticrew EL, Lobb DA (2013) The behavioural characteristics of sediment properties and their implications for sediment fingerprinting as an approach for identifying sediment sources in river basins. Earth Sci Rev 125:24–42. https://doi.org/10.1016/j.earscirev.2013.05.009
Laceby JP, Olley J (2015) An examination of geochemical modelling approaches to tracing sediment sources incorporating distribution mixing and elemental correlations. Hydrol Process 29:1669–1685
Laceby JP, McMahon J, Evrard O, Olley J (2015) A comparison of geological and statistical approaches to element selection for sediment fingerprinting. J Soils Sediments 15:2117–2131
Laceby JP, Evrard O, Smith HG, Blake WH, Olley JM, Minella JPG, Owens PN (2017) The challenges and opportunities of addressing particle size effects in sediment source fingerprinting: a review. Earth Sci Rev 169:85–103. https://doi.org/10.1016/j.earscirev.2017.04.009
Lane PN, Sheridan GJ (2002) Impact of an unsealed forest road stream crossing: water quality and sediment sources. Hydrol Process 16:2599–2612
Liu B, Storm DE, Zhang XJ, Cao W, Duan X (2016) A new method for fingerprinting sediment source contributions using distances from discriminant function analysis. CATENA 147:32–39. https://doi.org/10.1016/j.catena.2016.06.039
Mabit L, Bernard C, Makhlouf M, Laverdière MR (2008) Spatial variability of erosion and soil organic matter content estimated from 137Cs measurements and geostatistics. Geoderma 145:245–251. https://doi.org/10.1016/j.geoderma.2008.03.013
Marshak S (2015) Earth: portrait of a planet, 5th International Student edn. WW Norton & Company, New York
Martinez C, Hancock GR, Kalma JD (2010) Relationships between 137Cs and soil organic carbon (SOC) in cultivated and never-cultivated soils: an Australian example. Geoderma 158:137–147. https://doi.org/10.1016/j.geoderma.2010.04.019
Miller JR, Mackin G, Miller SMO (2015) Application of geochemical tracers to fluvial sediment. SpringerBriefs in Earth Sciences. Springer, London. https://doi.org/10.1007/978-3-319-13221-1
Minella JPG, Walling DE, Merten GH (2008) Combining sediment source tracing techniques with traditional monitoring to assess the impact of improved land management on catchment sediment yields. J Hydrol 348:546–563
Moore JW, Semmens BX (2008) Incorporating uncertainty and prior information into stable isotope mixing models. Ecol Lett 11:470–480
Motha J, Wallbrink P, Hairsine P, Grayson R (2004) Unsealed roads as suspended sediment sources in an agricultural catchment in south-eastern Australia. J Hydrol 286:1–18
Mukundan R, Radcliffe D, Ritchie J, Risse L, McKinley R (2010) Sediment fingerprinting to determine the source of suspended sediment in a southern Piedmont stream. J Environ Qual 39:1328–1337
Navratil O, Evrard O, Esteves M, Legout C, Ayrault S, Némery J, Mate-Marin A, Ahmadi M, Lefèvre I, Poirel A, Bonté P (2012) Temporal variability of suspended sediment sources in an alpine catchment combining river/rainfall monitoring and sediment fingerprinting. Earth Surf Process Landf 37:828–846
Nosrati K (2017) Ascribing soil erosion of hillslope components to river sediment yield. J Environ Manag 194:63–72. https://doi.org/10.1016/j.jenvman.2016.10.011
Nosrati K, Govers G, Semmens BX, Ward EJ (2014) A mixing model to incorporate uncertainty in sediment fingerprinting. Geoderma 217:173–180
Nosrati K, Haddadchi A, Zare MR, Shirzadi L (2015) An evaluation of the role of hillslope components and land use in soil erosion using 137 Cs inventory and soil organic carbon stock. Geoderma 243:29–40
Olley J, Brooks A, Spencer J, Pietsch T, Borombovits D (2013) Subsoil erosion dominates the supply of fine sediment to rivers draining into Princess Charlotte Bay, Australia. J Environ Radioact 124:121–129. https://doi.org/10.1016/j.jenvrad.2013.04.010
Owens P, Walling D, Leeks G (2000) Tracing fluvial suspended sediment sources in the catchment of the River Tweed, Scotland, using composite fingerprints and a numerical mixing model. In: Foster I (ed) Tracers in geomorphology. Wiley, Chichester, pp 291–308
Owens P et al (2017) Fingerprinting and tracing the sources of soils and sediments: Earth and ocean science, geoarchaeological, forensic, and human health applications. Earth-Sci Rev 162:1–23
Palazón L, Latorre B, Gaspar L, Blake WH, Smith HG, Navas A (2015) Comparing catchment sediment fingerprinting procedures using an auto-evaluation approach with virtual sample mixtures. Sci Total Environ 532:456–466
Porto P, Walling DE, Callegari G (2013) Using 137Cs and 210Pbex measurements to investigate the sediment budget of a small forested catchment in southern Italy. Hydrol Process 27:795–806
Pulley S, Foster I (2017) Can channel banks be the dominant source of fine sediment in a UK river?: an example using 137Cs to interpret sediment yield and sediment source. Earth Surf Process Landf 42:624–634
Pulley S, Foster I, Antunes P (2015) The uncertainties associated with sediment fingerprinting suspended and recently deposited fluvial sediment in the Nene river basin. Geomorphology 228:303–319
Pulley S, Foster I, Collins AL (2017) The impact of catchment source group classification on the accuracy of sediment fingerprinting outputs. J Environ Manag 194:16–26
Ramos-Scharrón CE, MacDonald LH (2007) Measurement and prediction of natural and anthropogenic sediment sources, St. John, US Virgin Islands. Catena 71:250–266
Russell MA, Walling DE, Hodgkinson RA (2001) Suspended sediment sources in two small lowland agricultural catchments in the UK. J Hydrol 252:1–24
Rutherford PM, McGill WB, Arocena JM, Figueiredo CT (2008) Total nitrogen. In: Carter MR, Gregorich EG (eds) Soil sampling and methods of analysis, 2nd edn. CRC Press, Taylor & Francis Group, Boca Raton, pp 225–237
Skjemstad JO, Baldock JA (2008) Total and organic carbon. In: Carter MR, Gregorich EG (eds) Soil sampling and methods of analysis, 2nd edn. CRC Press, Taylor & Francis Group, Boca Raton, pp 225–237
Smith H, Dragovich D (2008) Improving precision in sediment source and erosion process distinction in an upland catchment, south-eastern Australia. Catena 72:191–203
StatSoft (2008) STATISTICA: [data analysis software system], version 8.0 for Windows update. StatSoft, Inc., 8.0 for Windows update edn
Theocharopoulos SP, Florou H, Walling DE, Kalantzakos H, Christou M, Tountas P, Nikolaou T (2003) Soil erosion and deposition rates in a cultivated catchment area in central Greece, estimated using the 137Cs technique. Soil Tillage Res 69:153–162
Vale S, Fuller I, Procter J, Basher L, Smith I (2016) Characterization and quantification of suspended sediment sources to the Manawatu River, New Zealand. Sci Total Environ 543:171–186
Wallbrink PJ, Murray AS, Olley JM, Olive LJ (1998) Determining sources and transit times of suspended sediment in the Murrumbidgee River, New South Wales, Australia, using fallout 137Cs and 210Pb. Water Resour Res 34:879–887. https://doi.org/10.1029/97wr03471
Wallbrink PJ, Murray AS, Olley JM (1999) Relating suspended sediment to its original soil depth using fallout radionuclides. Soil Sci Soc Am J 63:369–378
Wallbrink P, Roddy B, Olley J (2002) A tracer budget quantifying soil redistribution on hillslopes after forest harvesting. Catena 47:179–201
Walling D (2005) Tracing suspended sediment sources in catchments and river systems. Sci Total Environ 344:159–184
Walling D (2013) The evolution of sediment source fingerprinting investigations in fluvial systems. J Soils Sediments 13:1658–1675. https://doi.org/10.1007/s11368-013-0767-2
Walling D, Collins A (2008) The catchment sediment budget as a management tool. Environ Sci Pol 11:136–143
Walling D, Woodward J (1992) Use of radiometric fingerprints to derive information on suspended sediment sources. In: Bogen J, Walling DE, Day TJ (eds) Erosion and sediment transport monitoring programmes in river basins (Proceedings of the Oslo Symposium, August 1992), vol 210. IAHS Press, Wallingford, pp 153–164
Walling D, Woodward J, Nicholas A (1993) A multi-parameter approach to fingerprinting suspended-sediment sources. In: Peters NE, Hoehn E, Leibundgut C, Tase N, Walling DE (eds) Tracers in hydrology, vol 215. IAHS Press, Wallingford, pp 329–338
Walling DE, Owens PN, Leeks GJ (1999) Fingerprinting suspended sediment sources in the catchment of the River Ouse, Yorkshire, UK. Hydrol Process 13:955–975
Walling D, Collins A, Stroud R (2008) Tracing suspended sediment and particulate phosphorus sources in catchments. J Hydrol 350:274–289
Wilkinson SN, Hancock GJ, Bartley R, Hawdon AA, Keen RJ (2013) Using sediment tracing to assess processes and spatial patterns of erosion in grazed rangelands, Burdekin River basin, Australia. Agric Ecosyst Environ 180:90–102
Zhao G, Mu X, Han M, An Z, Gao P, Sun W, Xu W (2017) Sediment yield and sources in dam-controlled watersheds on the northern Loess Plateau. Catena 149:110–119
Funding
The authors would like to express their gratitude to the Iran National Science Foundation (INSF) for financial support (grant numbers of 89002624). This project was also funded by a grant from the research council of Shahid Beheshti University, Tehran, Iran (grant number 600.3847). Rothamsted Research receives strategic funding from the UK Biotechnology and Biological Sciences Research Council (BBSRC), and the input to this work by ALC was funded by grant BBS/E/C/000I0330.
Author information
Authors and Affiliations
Corresponding authors
Additional information
Responsible editor: Severine Le Faucheur
Rights and permissions
About this article
Cite this article
Nosrati, K., Haddadchi, A., Collins, A.L. et al. Tracing sediment sources in a mountainous forest catchment under road construction in northern Iran: comparison of Bayesian and frequentist approaches. Environ Sci Pollut Res 25, 30979–30997 (2018). https://doi.org/10.1007/s11356-018-3097-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-018-3097-5