Abstract
VEMALA is an operational, national-scale nutrient loading model for Finnish watersheds. It simulates hydrology; nutrient processes; leaching; and transport on land, rivers, and lakes. The model simulates nutrient gross load, retention, and net load from Finnish watersheds to the Baltic Sea. It was developed over a period of many years and three versions are currently operational, simulating different nutrients and processes. The first version of VEMALA (vs. 1.1) is based on a regression model between nutrient concentration and runoff. Since the first version, the model has been developed towards a more process-based nutrient loading model, by developing a catchment scale, semi-process-based model of total nitrogen loading, VEMALA-N, and by incorporating and developing a field-scale process-based model, ICECREAM, for total phosphorus loading simulations (VEMALA-ICECREAM). The model performance was tested in two ways: (1) by comparison of simulated net nitrogen and phosphorus loads with loads calculated from monitoring data for all major watersheds in Finland and (2) by comparing simulated and observed daily nutrient concentrations for the river Aurajoki by both old and new, process-based model approaches. Comparison of the results shows that the model is suitable for nutrient load simulation at a watershed scale and at a national scale; the new versions of the model are also suitable for applications at a smaller scale.
Similar content being viewed by others
References
Rekolainen, S., Kämäri, J., Hiltunen, M., & Saloranta, T. (2003). A conceptual framework for identifying the need and role of models in the implementation of the water framework directive. Int J River Basin Manag, 1(4), 347–352.
Johnes, P. J. (1996). Evaluation and management of the impact of land use change on the nitrogen and phosphorus load delivered to surface waters: the export coefficient modelling approach. Journal of Hydrology, 183, 323–349. ISSN 0022–1694.
Johnes, P. J., & Butterfield, D. (2002). Landscape, regional and global estimates of nitrogen flux from land to sea: errors and uncertainties. Biogeochemistry. doi:10.1023/A:1015721416839.
Behrendt, H., Kornmilch, M., Opitz, D., Schmoll, O., & Scholz, G. (2002). Estimation of the nutrient inputs into river systems—experiences from German rivers. Regional Environmental Changes, 3, 107–117.
Venohr, M., Hirt, U., Hofmann, J., Opitz, D., Gericke, A., Wetzig, A., Natho, S., Neumann, F., Hürdler, J., Matranga, M., Mahnkopf, J., Gadegast, M., & Behrendt, H. (2011). Modelling of Nutrient Emissions in River Systems—MONERIS—methods and background. International Review of Hydrobiology. doi:10.1002/iroh.201111331.
de Wit, M. J. M. (2001). Nutrient fluxes at the river basin scale. I: the PolFlow model. Hydrological Processes. doi:10.1002/hyp.175.
Lepistö, A., Granlund, K., Kortelainen, P., & Räike, A. (2006). Nitrogen in river basins: sources, retention in the surface waters and peatlands, and fluxes to estuaries in Finland. Science of the Total Environment, 365(1), 238–259.
Arnold, J. G., & Fohrer, N. (2005). SWAT 2000: current capabilities and research opportunities in applied watershed modeling. Hydrological Processes, 19(3), 563–572.
Whitehead, P. G., Wilson, E. J., & Butterfield, D. (1998). A semi-distributed integrated nitrogen model for multiple source assessment in catchments (INCA): part i - model structure and process equations. Science of the Total Environment, 210(211), 547–558.
Wade, A. J., Durand, P., Beaujouan, V., Wessel, W. W., Raat, K. J., Whitehead, P. G., Butterfield, D., Rankinen, K., & Lepisto, A. (2002). A nitrogen model for European catchments: INCA, new model structure and equations. Hydrological Earth System Science, 6, 559–582.
Lunn, R. J., Adams, R., Mackay, R., & Dunn, S. M. (1996). Development and application of a nitrogen modelling system for large catchments. Journal of Hydrology, 174(3/4), 285–304.
Heng, H., & Nikolaidis, N. P. (1998). Distributed modeling of nonpoint source pollution of nitrogen. Journal of American Water Resources Association, 34(2), 359–374.
Arheimer, B. (1998). Riverine nitrogen—analysis and modelling under Nordic conditions. Ph.D. thesis. Kanaltryckeriet, Motala.
Arheimer, B., & Brandt, M. (1998). Modelling nitrogen transport and retention in the catchments of southern Sweden. Ambio, 27(6), 471–480.
Andersson, L., Hellström, M., Persson, K. (2002). A nested model approach for phosphorus load simulation in catchments: HBV-P. In: Proceedings Nordic Hydrological Conference (pp. 229–238). Röros, Norway.
Donnelly, C., Strömqvist, J., & Arheimer, B. (2011). Modelling climate change effects on nutrient discharges from the Baltic Sea catchment: processes and results. IAHS Publications, 348, 1–6.
Vehviläinen, B. (1994). The watershed simulation and forecasting system in the National Board of Waters and the Environment. Publications of the Water and Environment Research Institute, 17, 3–15.
Bergström, S. (1976). Development and application of a conceptual runoff model for Scandinavian catchments. SMHI. No. RH7. Norrköping.
Vehviläinen, B. (1992). Snow cover models in operational watershed forecasting. Publications of Water and Environment Research Institute, 11. Helsinki.
Kronvang, B., Laubel, A., & Grant, R. (1997). Suspended sediment and particulate phosphorus transport and delivery pathways in an arable catchment, Gelbæk stream, Denmark. Hydrological Processes, 11(6), 627–642.
Littlewood, I. G. (1992). Estimating contaminant loads in rivers: a review. Wallingford, Institute of Hydrology. IH Report, 117, 1–87.
Bilaletdin, Ä., Kallio, K., Frisk, T., Vehviläinen, B., Huttunen, M., & Roos, J. (1994). A modification of the HBV model for assessing phosphorus transport from a drainage area. Water Science and Technology, 30(7), 179–182.
Puustinen, M., Turtola, E., Kukkonen, M., Koskiaho, J., Linjama, J., Niinioja, R., & Tattari, S. (2010). VIHMA—a tool for allocation of measures to control erosion and nutrient loading from Finnish agricultural catchments. Agriculture, Ecosystems and Environment, 138(3–4), 306–317.
Rankinen, K., Kaste, Ø., & Butterfield, D. (2004). Adaptation of the Integrated Nitrogen Model for Catchments (INCA) to seasonally snow-covered catchments. Hydrology and Earth System Sciences, 8(4), 695–705.
Mattsson, T., Kortelainen, P., & Räike, A. (2005). Export of DOM from boreal catchments: impacts of land use cover and climate. Biogeochemistry, 76(2), 373–394.
Soveri, J., Mäkinen, R., & Peltonen, K. (2001). Pohjaveden korkeuden ja laadun vaihteluista Suomessa 1975–1999. (in Finnish). Suomen ympäristö, 420, 382.
Dessureault-Rompre, J., Zebarth, B. J., Georgallas, A., Burton, D. L., Grant, C. A., & Drury, C. F. (2010). Temperature dependence of soil nitrogen mineralization rate: comparison of mathematical models, reference temperatures and origin of the soils. Geoderma, 157, 97–108.
Myers, R. J. K., Campbell, C. A., & Weier, K. L. (1982). Quantitative relationship between net nitrogen mineralization and moisture content of soils. Canadian Journal of Soil Science, 62, 111–124.
Paasonen-Kivekäs, M. (2009). Typpi. In M. Paasonen-Kivekäs, R. Peltomaa, P. Vakkilainen, & H. Äijö (Eds.), Maan vesi- ja ravinnetalous: ojitus, kastelu ja ympäristö (in Finnish) (pp. 175–188). Helsinki: Salaojayhdistys ry.
Martikainen, P.J., Regina, K., Syväsalo, E., Laurila, T., Lohila, A., Aurela, M., Silvola J., Kettunen, R., Saarnio, S., Koponen, H., Jaakkola, T., Pärnä, A., Silvennoinen, H., Lehtonen, H., Peltola, J., Sinkkonen, M., & Esala, M. (2002). Agricultural soils as a sink and source of greenhouse gases: a research consortium (AGROGAS). In J. Käyhkö & L. Talve (Eds.), Understanding the global system - The Finnish perspective (pp55–67). Helsinki. ISBN 951-29-2407-2
Rekolainen, S., & Posch, M. (1993). Adapting the CREAMS model for Finnish conditions. Nordic Hydrology, 24(5), 309–322.
W. Knisel (Ed.) (1980). CREAMS, A field-scale model for chemicals, runoff, and erosion from agricultural management systems. Conservation Research Report 26. Washington, D.C.: USDA: 643.
Knisel, W. (1993). GLEAMS: groundwater loading effects of agricultural management systems. Version 2.10. Publication No. 5. Athens, Georgia: University of Georgia, Department of Biological and Agricultural Engineering, Coastal Plain Experiment Station: 259.
Tattari, S., Bärlund, I., Rekolainen, S., Posch, M., Siimes, K., Tuhkanen, H.-R., & Yli-Halla, M. (2001). Modeling sediment yield and phosphorus transport in Finnish clayey soils. Transactions of the ASAE, 44(2), 297–307.
Yli-Halla, M., Tattari, S., Bärlund, I., Tuhkanen, H.-R., Posch, M., Siimes, K., & Rekolainen, S. (2005). Simulating processes of soil phosphorus in geologically young acidic soils of Finland. Transactions of the ASAE, 48(1), 101–108.
Bärlund, I., Tattari, S., Puustinen, M., Koskiaho, J., Yli-Halla, M., & Posch, M. (2009). Soil parameter variability affecting simulated fieldscale water balance, erosion and phosphorus losses. Agricultural and Food Science, 18, 402–416.
Jaakkola, E., Tattari, S., Ekholm, P., Pietola, L., Posch, M., & Bärlund, I. (2012). Simulated effects of gypsum amendment on phosphorus losses from agricultural soils. Agricultural and Food Science, 21, 292–306.
Soil Conservation Service (1972). Hydrology. Section 4. In: Soil Conservation Service National Handbook. Washington, DC: U.S. Department of Agriculture.
Monteith, J. L., & Unsworth, M. (1995). Principles of environmental physics (2nd ed.). London: Arnold.
Foster, G. R., Meyer, L. D., & Onstad, C. A. (1977). A runoff erosivity factor and variable slope length exponents for soil loss estimates. Transactions of the ASAE, 20(4), 683–687.
Posch, M., & Rekolainen, S. (1993). Erosivity factor in the universal soil loss equation estimated from Finnish rainfall data. Agricultural Science in Finland, 2, 271–279.
Peltovuori, T. (2002). Phosphorus extractability in surface soil samples as affected by mixing with subsoil. Agricultural and Food Science in Finland, 11, 371–379.
Saarela, I., Järvi, A., Hakkola, H., & Rinne, K. (2003). Phosphorus status of diverse soils in Finland as influenced by long-term P fertilization 1. Native and previously applied P at 24 experimental sites. Agricultural and Food Science in Finland, 12, 117–132.
Saarela, I., Järvi, A., Hakkola, H., & Rinne, K. (2004). Phosphorus status of diverse soils in Finland as influenced by long-term P fertilization 2. Changes of soil test values in relation to P balance with references to incorporation depth of residual and freshly applied P. Agricultural and Food Science, 13, 276–294.
Turtola, E., Alakukku, L., Uusitalo, R., & Kaseva, A. (2007). Surface runoff, subsurface drainflow and soil erosion as affected by tillage in a clayey Finnish soil. Agricultural and Food Science, 16, 332–351.
Turtola, E., & Kemppainen, E. (1998). Nitrogen and phosphorus losses in surface runoff and drainage water after application of slurry and mineral fertilizer to perennial grass ley. Agricultural and Food Science in Finland, 7, 569–581.
Koskiaho, J., Kivisaari, S., Vermeulen, S., Kauppila, R., Kallio, K., & Puustinen, M. (2002). Reduced tillage: influence on erosion and nutrient losses in a clayey field in southern Finland. Agricultural and Food Science in Finland, 11, 37–50.
Puustinen, M., Koskiaho, J., & Peltonen, K. (2005). Influence of cultivation methods on suspended solids and phosphorus concentrations in surface runoff on clayey sloped fields in boreal climate. Agriculture, Ecosystems and Environment, 105, 565–579.
Uusitalo, R., Turtola, E., & Lemola, R. (2007). Phosphorus losses from a subdrained clayey soil as affected by cultivation practices. Agricultural and Food Science, 16, 352–365.
Piirainen, V. (submitted). Simulating phosphorus loading from agricultural peat soils with the modified ICECREAM model. Boreal Environment Research.
Howarth, R. W., Billen, G., Swaney, D., Townsend, A., Jaworski, N., & Lajtha, K. (1996). Regional nitrogen budgets and riverine N and P fluxes for the drainages to the North Atlantic Ocean: natural and human influences. Biogeochemistry, 35, 75–139.
Billen, G., & Garnier, J. (2000). Nitrogen transfer through the Seine drainage network: a budget based on the application of the ‘RIVERSTRAHLER’ model. Hydrobiologia, 410, 139–150.
Thouvenot-Korppoo, M., Billen, G., & Garnier, J. (2009). Modelling benthic denitrification processes over a whole drainage network. Journal of Hydrology, 379, 239–250.
Vollenweider, R. A. (1975). Input–output models. With special reference to phosphorus loading concept in limnology. Schweizerische Zeitschrift für Hydrologie, 37(1), 53–84.
Chapra, S. (1997). Surface Water-Quality Modeling. McGraw-Hill Companies, Inc., 864.
Niemi, J. (2009). Environmental monitoring in Finland 2009–2012. The Finnish Environment, 12/2009, 1–80.
Kauppila, P., & Koskiaho, J. (2003). Evaluation of annual loads of nutrients and suspended solids in Baltic rivers. Nordic Hydrology, 34, 203–220.
Valpasvuo-Jaatinen, P., Rekolainen, S., & Latostenmaa, H. (1997). Finnish agriculture and its sustainability: environmental impacts. Ambio, 26, 448–455.
Tattari, S., & Linjama, J. (2004). Vesistöalueen kuormituksen arviointi. (in Finnish). Vesitalous, 45(3), 26–30.
Hooke, R., & Jeeves, T. (1961). Direct search solution of numerical and statistical problems. Journal of the ACM, 8(2), 212–229.
HELCOM (2011). The fifth Baltic sea pollution load compilation (PLC-5). Baltic Sea Environment Proceedings, 128. Helsinki: Helsinki Comission.
Ahlgren, I., Sörensen, F., Waara, T., & Vrede, K. (1994). Nitrogen budgets in relation to microbial transformations in lakes. Ambio, 23, 363–366.
Sondergaard, M., Jensen, J. P., & Jeppesen, E. (2001). Retention and internal loading of phosphorus in shallow, eutrophic lakes. The Scientific World, 1, 427–442.
Silvennoinen, H., Liikanen, A., Torssonen, J., Florian Stange, C., & Martikainen, P. J. (2008). Denitrification and nitrous oxide effluxes in boreal, eutrophic river sediments under increasing nitrate load: a laboratory microcosm study. Biogeochemistry, 91, 105–116.
Refsgaard, J. C., van der Sluijs, J. P., Højberg, A. L., & Vanrolleghem, P. A. (2007). Uncertainty in the environmental modelling process—a framework and guidance. Environmental Modelling and Software, 22, 1543–1556.
Huhta, H., & Jaakkola, A. (1993). Viljelykasvin ja lannoituksen vaikutus ravinteiden huuhtoutumiseen turvemaasta Tohmajärven huuhtoutumiskentällä v. 1983–87. (in Finnish). Maatalouden tutkimuskeskuksen tiedote 20/93. Jokioinen. ISSN 0359–7652.
Kortelainen, P., Mattsson, T., Finér, L., Ahtiainen, M., Saukkonen, S., & Sallantaus, T. (2006). Controls on the export of C, N, P and Fe from undisturbed boreal catchments, Finland. Aquatic Sciences, 68, 453–468.
Kløve, B. (2001). Characteristics of nitrogen and phosphorus loads in peat mining wastewater. Water Resources, 35(10), 2353–2362.
Johnsson, H., (1990). Nitrogen and water dynamics in arable soil. Dissertation. Upssala: Swedish University of Agricultural Sciences.
Karvonen, T., & Varis, E. (1992). Mathematical models in crop production. Helsinki:University of Helsinki Department of plant production, Helsinki University Printing house.
Acknowledgments
The development of VEMALA has been funded by the Finnish Environment Institute (SYKE), the Ministry of Agriculture and Forestry of Finland (MMM), the European Commission (through the GisBloom project: Participatory monitoring, forecasting, control and socio-economic impacts of eutrophication and algal blooms in River Basin Districts (GISBLOOM) - LIFE09 ENV/FI/000569), and the Finnish Academy of Science (through the MARISPLAN project: Marine spatial Planning in a changing climate (Decision number 140871)). The VEMALA model has been developed over many years with inputs from researchers from the Finnish Environment Institute and the Regional Environmental Centres. We thank them for their input in the model development. We are also grateful to Michael Bailey for the language check. The authors also thank an anonymous reviewer, whose comments and suggestions helped to improve the final version of the manuscript.
Author information
Authors and Affiliations
Corresponding author
Appendix 1
Appendix 1
Rights and permissions
About this article
Cite this article
Huttunen, I., Huttunen, M., Piirainen, V. et al. A National-Scale Nutrient Loading Model for Finnish Watersheds—VEMALA. Environ Model Assess 21, 83–109 (2016). https://doi.org/10.1007/s10666-015-9470-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10666-015-9470-6