Soil & Water Res., 2017, 12(1):51-59 | DOI: 10.17221/27/2016-SWR

Erosion Potential Method (Gavrilović method) sensitivity analysisOriginal Paper

Nevena DRAGIČEVIĆ*, Barbara KARLEUŠA, Nevenka OŽANIĆ
Department of Hydrotechnics and Geotechnics, Faculty of Civil Engineering, University of Rijeka, Rijeka, Croatia

In recent decades, various methods for erosion intensity and sediment production assessment have been developed. The necessity for better model performance has led to the more frequent application of the method sensitivity and uncertainty assessments in order to decrease errors that arise from the model concept and its main assumptions. The analysis presented in this paper refers to the application of the Gavrilović method (Erosion Potential Method), an empirical and semi-quantitative method that can estimate the amount of sediment production and sediment transport as well as the erosion intensity and indicate the areas potentially threatened by erosion. The emphasis in this paper is given upon the method sensitivity analysis that has not previously been conducted for the Gavrilović method. The sensitivity analysis was conducted for fourteen different parameters included in the method, all in relation to different model outputs. Each parameter was perceived and discussed individually in relation to its effect upon the method outputs, and ranked into categories depending on their influence on one or more model outputs. The objective of the analysis was to explore the constraints of the Gavrilović method and the method response to changes deriving from the each individual parameter in an attempt to provide a better understanding of the method, the weight and the contribution of each parameter in the overall method. The parameters that could potentially be used in future research, for method modification and calibration in areas with different catchment characteristics (e.g. climate, geological, etc.) were identified. The most sensitive model parameters resulting from conducted sensitivity analysis for the Gavrilović method are also those considered to be significant in the scientific literature on erosion. The Gavrilović method sensitivity analysis has been done on a case study for the Dubracina catchment area, Croatia.

Keywords: erosion assessment; erosion intensity; input parameters; method sensitivity; sediment production

Published: March 31, 2017  Show citation

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DRAGIČEVIĆ N, KARLEUŠA B, OŽANIĆ N. Erosion Potential Method (Gavrilović method) sensitivity analysis. Soil & Water Res. 2017;12(1):51-59. doi: 10.17221/27/2016-SWR.
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References

  1. Amiri F., Shariff A.R.B.M., Tabatabaie T. (2012): Monitoring land suitability for mixed livestock grazing using Geographic Information System (GIS). In: Alam B.M. (ed.): Application of Geographic Information Systems. Rijeka, InTech: 241-266. Go to original source...
  2. Ballio F., Brambilla D., Giorgetti E., Longoni L. (2010): Evaluation of sediment yield from valley slopes: a case study. In: de Wrachien D. (ed.): Monitoring, Simulation, Prevention and Remediation of Dense and Debris Flows III. WIT Transactions on Engineering Sciences 67. Southampton, WIT Press: 149-160. Go to original source...
  3. Behnam N., Parehkar M. (2011): Sensitivity analysis of MPSIAC Model. Journal of Regeland Science, 1: 295-302.
  4. Bemporad G.A., Alterach J., Amighetti F.F., Peviani M., Saccardo I. (1997): A distributed approach for sediment yield evaluation in Alpine regions. Journal of Hydrology, 197: 370-392. Go to original source...
  5. Blanco H., Lal R. (2010): Principles of Soil Conservation and Management. New York, Springer.
  6. Cariboni J., Gatelli D., Liska R., Satelli A. (2007): The role of sensitivity analysis in ecological modelling. Ecological Modelling, 203: 167-182. Go to original source...
  7. Chaves H.M.L., Nearing M.A. (1991): Uncertainty analysis of the WEPP soil erosion model. Transactions of the ASCE, 34: 2437-2444. Go to original source...
  8. De Vente J., Poesen J. (2005): Predicting soil erosion and sediment yield at the basin scale: scale issues and semiquantitative models. Earth-Science Reviews, 71: 95-125. Go to original source...
  9. De Roo A.P.J., Hazelhoff L., Burrough P.A. (1989): Soil erosion modelling using ANSWERS and geographical information systems. Earth Surface Processes and Landforms, 14: 517-532. Go to original source...
  10. De Roo A.P.J., Hazelhoff L., Heuvelink G.B.M. (1992): Estimating the effects of spatial variability of infiltration on the output of a distributed runoff and soil erosion model using Monte Carlo methods. Hydrological Processes, 6: 127-143. Go to original source...
  11. Dragičević N., Whyatt D., Davies G., Karleuša B., Ožanić N. (2014): Erosion model sensitivity to land cover inputs: case study of the Dubračina catchment, Croatia. In: Proc. 22nd Annual Conf. GISRUK 2014, Glasgow, Apr 16-18, 2014: 340-348.
  12. Fanetti D., Vezzoli L. (2007): Sediment input and evolution of lacustrine deltas: the Breggia and Greggio rivers case study (lake Como, Italy). Quaternary International, 173-174:113-124. Go to original source...
  13. Frey H.C., Patil S.R. (2002): Identification and review of sensitivity analysis methods. Risk Analysis, 22: 553-578. Go to original source... Go to PubMed...
  14. Gavrilović S. (1972): Engineering on torrential streams and erosion. Izgradnja, Special Issue: 1-292. (in Serbian).
  15. Globevnik L., Holjevic D., Petkovsek G., Rubinic J. (2003): Applicability of the Gavrilovic method in erosion calculation using spatial data manipulation techniques, erosion prediction in Ungauged Basins: integrating methods and techniques. In: Proc. Int. Symp. HS01, Erosion Prediction in Ungauged Basins (PUBs): Integrating Methods and Techniques, Sapporo, July 8-9, 2003, IAHS Publ. No. 279: 224-233.
  16. Hamby D.M. (1994): A review of techniques for parameter sensitivity analysis of environmental models. Environmental Monitoring and Assessment, 32: 135-154. Go to original source... Go to PubMed...
  17. Hamby D.M. (1995): A comparison of sensitivity analysis techniques. Health Physics, 68: 195-204. Go to original source... Go to PubMed...
  18. Jetten V., de Roo A., Favis-Mortlock D. (1999): Evaluation of field-scale and catchment-scale soil erosion models. Catena, 37: 521-541. Go to original source...
  19. Jetten V., Gouvers G., Hessel R. (2003): Erosion models: quality of spatial predictions. Hydrological Processes, 17: 887-900. Go to original source...
  20. Kayimierski L.D., Irigoyen M., Re M., Menendey A.N., Spalletti P., Brea J.D. (2013): Impact of climate change on sediment yield from the upper Plata basin. International Journal of River Basin Management, 11: 1-11. Go to original source...
  21. Kinnell P.I.A (2000): The effect of slope length on sediment concentrations associated with side-slope erosion. Soil Science Society of America Journal, 64: 1004-1008. Go to original source...
  22. Lane J.W., Ferriera V.A. (1982): Sensitivity analysis. In: Kinsel W.G. (ed.): CREAM, A Field Scale Model for Chemical, Runoff and Erosion from Agricultural Management Systems A. Model Documentation. USDA Conservation Research Report No. 26. Washington, USDA: 113-158.
  23. Lenhart T., Eckhardt K., Fohrer N., Frede H.-G. (2002): Comparison of two different approaches of sensitivity analysis. Physics and Chemistry of the Earth, 27: 645-654. Go to original source...
  24. Liu L., Liu X.H. (2010): Sensitivity analysis of soil erosion in the Northern Loess Plateau. Procedia Environmental Sciences, 2: 134-148. Go to original source...
  25. Loucks D.P., van Beek E. (2005): Water Resources Systems Planning and Management - An Introduction to Methods, Models and Applications. Paris, UNESCO Publishing.
  26. Mendicino G. (1999): Sensitivity analysis on GIS procedures for the estimate of soil erosion risk. Natural Hazards, 20: 231-253. Go to original source...
  27. Merritt W.S., Letcher R.A., Jakeman A.J. (2003): A review of erosion and sediment transport models. Environmental Modelling and Software, 18: 761-799. Go to original source...
  28. Misra R.K., Rose C.W. (1996): Application and sensitivity analysis of process-based erosion model GUEST. European Journal of Soil Science, 47: 593-604. Go to original source...
  29. Morgan R.P.C. (2005): Soil Erosion & Conservation. Oxford, Blackwell.
  30. Nearing M.A., Deer-Ascough L., Laflen J.M. (1990): Sensitivity analysis of the WEPP hillslope profile erosion model. Transactions of the ASAE, 33: 839-849. Go to original source...
  31. Nord G., Esteves M. (2005): PSEM_2D: A physically based model of erosion processes at the plot scale. Water Resources Research, 41(W08407): 1-14. Go to original source...
  32. Satelli A., Ratto M., Andres T., Campolongo F., Cariboni J., Gateli D., Saisana M., Tarantola S. (2008): Global Sensitivity Analysis: The Primer. Willey, Chichester.
  33. Shi Z.H., Fang N.F., Wu F.Z., Wang L., Yue B.J., Wu G.L. (2012): Soil erosion processes and sediment sorting associated with transport mechanisms on steep slopes. Journal of Hydrology, 454-455: 123-130. Go to original source...
  34. Solaimani K., Modallaldoust S., Lotfi S. (2009): Soil erosion prediction based on land use changes (A case in Neka wathershed). American Journal of Agricultural and Biological Sciences, 4: 97-104. Go to original source...
  35. Spalevic V., Djurovic N., Mijovic S., Vukelic-Sutoska M., Curovic M. (2013): Soil erosion intensity and runoff on the Djuricka River Basin (north of Montenegro). Malaysian Journal of Soil Science, 17: 49-68.
  36. Sušanj I., Dragičević N., Karleuša B., Ožanić N. (2013): GIS based monitoring database for Dubračina river catchment area as a tool for mitigation and prevention of flash flood and erosion. In: Proc. 13th Int. Symp. Water Management and Hydraulic Engineering, Bratislava, Sept 9-12, 2013: 637-652.
  37. Tattari S., Bärlund I. (2001): The concept of sensitivity in sediment yield modelling. Physics and Chemistry of the Earth, 26: 27-31. Go to original source...
  38. Toy T.J., Foster G.R., Renard K.G. (2002): Soil Erosion: Processes, Prediction, Measurement, and Control. New York, John Wiley & Sons.
  39. Tucker G.E. (2004): Drainage basin sensitivity to tectonic and climatic forcing: implications of a stochastic model for the role of entrainment and erosion thresholds. Earth Surface Processes and Landforms, 29: 185-205. Go to original source...
  40. Tucker G.E., Whipple K.X. (2002): Topographic outcomes predicted by stream erosion models: Sensitivity analysis and intermodal comparison. Journal of Geophysical Research: Solid Earth, 107(B9): 1-16. Go to original source...
  41. van Griensven A., Meixner T., Grunwald S., Bishop T., Diluzio M., Srinivasan R. (2006): A global sensitivity analysis tool for the parameters of multi-variable catchment models. Journal of Hydrology, 324: 10-23. Go to original source...
  42. Veihe A., Quinton J. (2000): Sensitivity analysis of EUROSEM using Monte Carlo simulation I: hydrological, soil and vegetation parameters. Hydrological Processes, 14: 915-926. Go to original source...
  43. White K.L., Chaubey I. (2005): Sensitivity analysis, calibration, and validations for a multisite and multivariable SWAT model. Journal of the American Water Resources Association, 41: 1077-1089. Go to original source...

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