Abstract
This study focuses on the calibration and evaluation of MIKE BASIN/NAM model to simulate and manage the water resources on the Corgo River Basin (CRB) and assess the impacts of wildfires in water quantity. This study includes: (a) a description of the CRB from the geological, climatological and land use point of view; (b) an assessment of the major changes in CRB settings observed in recent years; and, (c) report the influence of wildfires on runoff. NAM parameters were automatically calibrated by comparing model runoff estimates with observed time series to maximise the Nash–Sutcliffe coefficient (NS). Obtained results during calibration (NS = 0.82, R 2 = 0.83) and validation processes (NS = 0.84, R 2 = 0.87) confirms the ability of MIKE BASIN/NAM to simulate the runoff variability at different scales. In the last decades, the CRB experienced a significant precipitation decrease at annual (−18 mm/year) and seasonal scale (−7 mm/year in winter and spring), substantial changes in land use and land cover (e.g., −30 % of forests and +170 % of urban areas) and frequent wildfires (1215 ha/year). The influence of wildfires is noticeable in runoff simulations with higher runoff peaks after heavy precipitation, lower runoff during dry periods and an average (maximum) increase in daily runoff of 5 % (20 %) during the validation period.
This is a preview of subscription content, access via your institution.








References
Alencoão AMP, Pacheco FAL (2006) Infiltration in the Corgo River Basin (northern Portugal): coupling water balances with rainfall–runoff regressions on a monthly basis. Hydrol Sci J 51:989–1005
Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration-guidelines for computing crop water requirements-FAO irrigation and drainage paper 56. FAO, Rome, p 300
Amraoui M, Pereira MG, DaCamara CC, Calado TJ (2015) Atmospheric conditions associated with extreme fire activity in the Western Mediterranean region. Sci Total Environ 524:32–39
Andersen J, Refsgaard JC, Jensen KH (2001) Distributed hydrological modelling of the Senegal River basin—model construction and validation. J Hydrol 247:200–214
Bangash RF, Passuello A, Hammond M, Schuhmacher M (2012) Water allocation assessment in low flow river under data scarce conditions: a study of hydrological simulation in Mediterranean basin. Sci Total Environ 440:60–71
Candela L, Tamoh K, Olivares G, Gomez M (2012) Modelling impacts of climate change on water resources in ungauged and data-scarce watersheds. Application to the Siurana catchment (NE Spain). Sci Total Environ 440:253–260
CCDR-N (2014) North Regional Coordination and Development Commission
Cerdà A, Doerr SH (2010) The effect of ant mounds on overland flow and soil erodibility following a wildfire in eastern Spain. Ecohydrology 3:392–401
Charalampos D, Pantazis G, Dimitris P, Dimitris P (2012) Ecosystem approach to water resources management using the MIKE 11 modeling system in the Strymonas River and Lake Kerkini. J Environ Manag 94:132–143
Chen C, Meselhe E, Waldon M (2012) Assessment of mineral concentration impacts from pumped stormwater on an Everglades Wetland, Florida, USA—using a spatially-explicit model. J Hydrol 452:25–39
Chin DA, Mazumdar A, Roy PK (2000) Water-resources engineering, vol 12. Prentice Hall, Englewood Cliffs
Chow VT, Maidment DR, Mays LW (1988) Applied hydrology. McGraw-Hill, New York
Coelho CdOA, Ferreira AJD, Boulet A-K, Keizer JJ (2004) Overland flow generation processes, erosion yields and solute loss following different intensity fires. Q J Eng Geol Hydrogeol 37:233–240
Cosandey C et al (2005) The hydrological impact of the Mediterranean forest: a review of French research. J Hydrol 301:235–249
Dechmi F, Burguete J, Skhiri A (2012) SWAT application in intensive irrigation systems: model modification, calibration and validation. J Hydrol 470:227–238
DHI (2008) Mike hydro basin: a multipurpose, map based decision support tool for integrated river basin analysis, planning and management—user guide. Water Environ, Danish Hydraulic Institute Hørsholm, Denmark
Diogo V, Koomen E (2010) Explaining land-use change in Portugal 1990–2000. In: 13th AGILE international conference on Geographic Information Science, pp 1–11
Directive WF (2000) 60/EC European Communities Official Journal L 327:22.12
Dirks K, Hay J, Stow C, Harris D (1998) High-resolution studies of rainfall on Norfolk Island. Part II: Interpolation of rainfall data. J Hydrol 208:187–193
Doerr SH, Shakesby RA, MacDonald LH (2009) Soil water repellency: a key factor in post-fire erosion fire effects on soils and restoration strategies 5
Duncan M, Austin B, Fabry F, Austin G (1993) The effect of gauge sampling density on the accuracy of streamflow prediction for rural catchments. J Hydrol 142:445–476
EEA (2014) European Environment Agency
Ferreira A, Coelho C, Boulet A, Leighton-Boyce G, Keizer J, Ritsema C (2005a) Influence of burning intensity on water repellency and hydrological processes at forest and shrub sites in Portugal. Soil Res 43:327–336
Ferreira A, Coelho C, Boulet A, Lopes F (2005b) Temporal patterns of solute loss following wildfires in Central Portugal. Int J Wildland Fire 14:401–412
Ferreira A, Coelho CdO, Ritsema C, Boulet A, Keizer J (2008) Soil and water degradation processes in burned areas: lessons learned from a nested approach. Catena 74:273–285
Freitas L, Pereira MG, Caramelo L, Mendes M, Nunes LF (2013) Homogeneity of monthly air temperature in Portugal with HOMER and MASH. Idojaras 117:69–90
González-Pelayo O, Andreu V, Campo J, Gimeno-García E, Rubio JL (2006) Hydrological properties of a Mediterranean soil burned with different fire intensities. Catena 68:186–193
Herron N, Croke B (2009) Including the influence of groundwater exchanges in a lumped rainfall-runoff model. Math Comput Simul 79:2689–2700
ICNF (2014) Instituto de Conservação da Natureza e das Florestas
Inbar M, Tamir M, Wittenberg L (1998) Runoff and erosion processes after a forest fire in Mount Carmel, a Mediterranean area. Geomorphology 24:17–33
Ireson A, Makropoulos C, Maksimovic C (2006) Water resources modelling under data scarcity: coupling MIKE BASIN and ASM groundwater model. Water Resour Manag 20:567–590
Jeyakumar P, Müller K, Deurer M, van den Dijssel C, Mason K, Le Mire G, Clothier B (2014) A novel approach to quantify the impact of soil water repellency on run-off and solute loss. Geoderma 221:121–130
Liu H-L, Chen X, Bao A-M, Wang L (2007) Investigation of groundwater response to overland flow and topography using a coupled MIKE SHE/MIKE 11 modeling system for an arid watershed. J Hydrol 347:448–459
López R, Batalla R (2001) Análisis del comportamiento hidrológico de la cuenca mediterránea de Arbúcies antes y después de un incendio forestal. In: Congresos Forestales
Madsen H, Wilson G, Ammentorp HC (2002) Comparison of different automated strategies for calibration of rainfall-runoff models. J Hydrol 261:48–59
Makungo R, Odiyo J, Ndiritu J, Mwaka B (2010) Rainfall–runoff modelling approach for ungauged catchments: a case study of Nzhelele River sub-quaternary catchment. Phys Chem Earth Parts A/B/C 35:596–607
Malvar M, Prats S, Nunes J, Keizer J (2011) Post-fire overland flow generation and inter-rill erosion under simulated rainfall in two eucalypt stands in north-central Portugal. Environ Res 111:222–236
Mayor A, Bautista S, Llovet J, Bellot J (2007) Post-fire hydrological and erosional responses of a Mediterranean landscpe: seven years of catchment-scale dynamics. Catena 71:68–75
McMichael CE, Hope AS, Loaiciga HA (2006) Distributed hydrological modelling in California semi-arid shrublands: MIKE SHE model calibration and uncertainty estimation. J Hydrol 317:307–324
Moriasi D, Arnold J, Van Liew M, Bingner R, Harmel R, Veith T (2007) Model evaluation guidelines for systematic quantification of accuracy in watershed simulations. Trans Asabe 50:885–900
Nash J, Sutcliffe JV (1970) River flow forecasting through conceptual models part I—a discussion of principles. J Hydrol 10:282–290
Nayak P, Venkatesh B, Krishna B, Jain SK (2013) Rainfall-runoff modeling using conceptual, data driven, and wavelet based computing approach. J Hydrol 493:57–67
Odiyo J, Phangisa J, Makungo R (2012) Rainfall–runoff modelling for estimating Latonyanda River flow contributions to Luvuvhu River downstream of Albasini Dam. Phys Chem Earth 50:5–13
Parry ML (2007) Climate Change 2007: impacts, adaptation and vulnerability: contribution of Working Group II to the fourth assessment report of the Intergovernmental Panel on Climate Change, vol 4. Cambridge University Press, Cambridge
Peel MC, Finlayson BL, McMahon TA (2007) Updated world map of the Köppen-Geiger climate classification. Hydrol Earth Syst Sci Dis 4:439–473
Pereira MG, Trigo RM, da Camara CC, Pereira JM, Leite SM (2005) Synoptic patterns associated with large summer forest fires in Portugal. Agric For Meteorol 129:11–25
Pereira M, Caramelo L, Gouveia C, Gomes-Laranjo J, Magalhães M (2011a) Assessment of weather-related risk on chestnut productivity. Nat Hazard Earth Syst Sci 11:2729–2739
Pereira M, Malamud B, Trigo R, Alves P (2011b) The history and characteristics of the 1980–2005 Portuguese rural fire database. Nat Hazards Earth Syst Sci 11:3343–3358
Pereira M, Malamud B, Trigo R, Alves P (2011c) The history and characteristics of the 1980–2005 Portuguese rural fire database. Nat Hazards Earth Syst Sci 11:3343–3358
Pereira MG, Calado TJ, DaCamara CC, Calheiros T (2013a) Effects of regional climate change on rural fires in Portugal. Clim Res 57:187–200
Pereira MG, Calado TJ, DaCamara CC, Calheiros T (2013b) Effects of regional climate change on rural fires in Portugal. Clim Change 57:187–200
Pereira MG, Aranha J, Amraoui M (2014a) Land cover fire proneness in Europe. For Syst 23:598–610. doi:10.5424/fs/2014233-06115
Pereira MJMG, Fernandes LFS, Macário EMB, Gaspar SM, Pinto JG (2014b) Climate change impacts in the design of drainage systems: case study of portugal. J Irrig Drain Eng
Pereira MG, Caramelo L, Orozco CV, Costa R, Tonini M (2015) Space-time clustering analysis performance of an aggregated dataset: the case of wildfires in Portugal. Environ Model Softw 72:239–249. doi:10.1016/j.envsoft.2015.05.016
Pierson FB, Robichaud PR, Spaeth KE (2001) Spatial and temporal effects of wildfire on the hydrology of a steep rangeland watershed hydrological processes 15:2905–2916
Pinto NLS, Holtz ACT, Martins JA, Gomide FLS (1976) Hidrologia Básica. São Paulo, Edgard Blucher, p 278
Prats SA, Malvar MC, Vieira DCS, MacDonald L, Keizer JJ (2013) Effectiveness of hydromulching to reduce runoff and erosion in a recently burnt pine plantation in central Portugal. Land Degrad Develop
Reis A, Parker A, Alencoão A (2014) Storage and origin of metals in active stream sediments from mountainous rivers: a case study in the River Douro basin (North Portugal). Appl Geochem 44:69–79
Ronfort C et al (2011) Methodology for land use change scenario assessment for runoff impacts: a case study in a north-western European Loess belt region (Pays de Caux, France). Catena 86:36–48
Safari A, De Smedt F (2008) Streamflow simulation using radar-based precipitation applied to the Illinois River basin in Oklahoma, USA. In: The third international scientific conference BALWOIS 2008: water observation and information systems for decision support, pp 27–31
Sanches Fernandes LF, Marques M, Roçadas L, Moura JP (2010) Systèmes d’aide à la décision appliqués aux ressources hydriques–Cas d’étude le bassin hydrographique de la rivière Pinhão, Portugal. In: SimHydro 2010, Hydraulic modeling and uncertainty, Sophia Antipolis, France
Sanches Fernandes LF, dos Santos CMM, Pereira AP, Moura JP (2011) Model of management and decision support systems in the distribution of water for consumption: case study in North Portugal. Eur J Environ Civil Eng 15:411–426
Sanches Fernandes L, Seixas FJ, Oliveira PC, Leitao S, Moura JP (2012) Climate-change impacts on nitrogen in a hydrographical basin in the northeast of Portugal. Fresenius Environ Bull 21:3643–3650
Sanches Fernandes LF, Marques MJ, Oliveira PC, Moura JP (2014) Decision support systems in water resources in the demarcated region of Douro—case study in Pinhão river basin, Portugal. Water Environ J 28:350–357
Santos JF, Pulido‐Calvo I, Portela MM (2010) Spatial and temporal variability of droughts in Portugal. Water Resour Res 46
Santos R, Fernandes LS, Moura J, Pereira M, Pacheco F (2014) The impact of climate change, human interference, scale and modeling uncertainties on the estimation of aquifer properties and river flow components. J Hydrol 519:1297–1314
Santos R, Fernandes LS, Pereira M, Cortes R, Pacheco F (2015a) A framework model for investigating the export of phosphorus to surface waters in forested watersheds: Implications to management. Sci Total Environ 536:295–305
Santos R, Fernandes LS, Pereira M, Cortes R, Pacheco F (2015b) Water resources planning for a river basin with recurrent wildfires. Sci Total Environ 526:1–13
Santos R et al (2015c) Impacts of climate change and land-use scenarios on Margaritifera margaritifera, an environmental indicator and endangered species. Sci Total Environ 511:477–488
Santos RMB, Sanches Fernandes LF, Pereira MG, Cortes RMV, Pacheco FAL (2015d) Water resources planning for a river basin with recurrent wildfires. Sci Total Environ 526:1–13. doi:10.1016/j.scitotenv.2015.04.058
Shakesby R (2011a) Post-wildfire soil erosion in the Mediterranean: review and future research directions. Earth Sci Rev 105:71–100
Shakesby R (2011b) Post-wildfire soil erosion in the Mediterranean: review and future research directions. Earth Sci Rev 105:71–100
Shamsudin S, Hashim N (2002) Rainfall runoff simulation using MIKE11 NAM. J Kejuru Awam 15:26–38
Shaw EM (1988) J Biol Chem, pp 2768–2772
Shaw EM (1994) Hydrogeology in Practice, 3rd edn. Chapman & Hall, London
Souchère V, King C, Dubreuil N, Lecomte-Morel V, Le Bissonnais Y, Chalat M (2003) Grassland and crop trends: role of the European Union Common Agricultural Policy and consequences for runoff and soil erosion. Environ Sci Policy 6:7–16
Sousa PM, Trigo RM, Pereira MG, Bedia J, Gutiérrez JM (2015) Different approaches to model future burnt area in the Iberian Peninsula. Agric For Meteorol 202:11–25
Strauch M, Bernhofer C, Koide S, Volk M, Lorz C, Makeschin F (2012) Using precipitation data ensemble for uncertainty analysis in SWAT streamflow simulation. J Hydrol 414:413–424
Telesca L, Pereira M (2010) Time-clustering investigation of fire temporal fluctuations in Portugal. Nat Hazards Earth Syst Sci 10:661–666
Trigo RM, Sousa PM, Pereira MG, Rasilla D, Gouveia CM (2013) Modelling wildfire activity in Iberia with different atmospheric circulation weather types. Int J Climatol
Úbeda X, Sala M (1998) Variations in runoff and erosion in three areas with different fire intensities. Geookodynamik 19:179–188
Varela M, Benito E, Keizer J (2010) Wildfire effects on soil erodibility of woodlands in NW Spain. Land Degrad Dev 21:75–82
Vicente-Serrano SM, Beguería S, López-Moreno JI, García-Vera MA, Stepanek P (2010) A complete daily precipitation database for northeast Spain: reconstruction, quality control, and homogeneity. Int J Climatol 30:1146–1163
Walsh R, Boakes D, Coelho CdO, Gonçalves A, Shakesby R, Thomas A (1994) Impact of fire-induced hydrophobicity and post-fire forest litter on overland flow in northern and central Portugal. In: Proceedings of the second international conference on forest fire research, pp 1149–1159
Water-Atlas (2009) Overall runoff coefficient Continental Portugal. SNIRH–National Information System for Water Resources, Institute of Water I.P. Ministry of Environment, Spatial Planning and Regional Development
Wijesekara G, Gupta A, Valeo C, Hasbani J-G, Qiao Y, Delaney P, Marceau D (2012) Assessing the impact of future land-use changes on hydrological processes in the Elbow River watershed in southern Alberta, Canada. J Hydrol 412:220–232
Acknowledgments
This work was supported by European Union Funds (FEDER/COMPETE—Operational Competitiveness Programme) and by national funds (FCT—Portuguese Foundation for Science and Technology) under the project project UID/AGR/04033/2013 and project SUSTAINSYS: Environmental Sustainable Agro-Forestry Systems—NORTE-07-0124-FEDER-0000044. We are also in debt to the Portuguese Water Institute for providing the precipitation data in the site of the National Information System for Water Resources (Sistema Nacional de Informação de Recursos Hídricos, SNIRH). Finally, the authors are especially thankful to two anonymous reviewers for their suggestions and comments that helped make the manuscript much clearer and consistent as well as to João Pereira for the final spelling and grammar review of the Manuscript.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Pereira, M.G., Fernandes, L.S., Carvalho, S. et al. Modelling the impacts of wildfires on runoff at the river basin ecological scale in a changing Mediterranean environment. Environ Earth Sci 75, 392 (2016). https://doi.org/10.1007/s12665-015-5184-y
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s12665-015-5184-y
Keywords
- MIKE BASIN
- Wildfires
- Rainfall-runoff modelling
- Water resources management
- Corgo river basin