Skip to main content
Log in

A Regional GIS-Based Model to Predict Long-Term Responses of Soil and Soil Water Chemistry to Atmospheric Deposition: Initial Results

  • Published:
Water, Air, and Soil Pollution Aims and scope Submit manuscript

Abstract

The aim of this study was to develop GISSMART, a GIS-based model, for estimating relative regional changes in soil andsoil water chemistry for given atmospheric deposition and nutrient uptake scenarios. The regional application was performed by dividing the study area into grid cells, the size and the form of the pixels being determined on the basisof the available GIS data bases of Finnish soil and vegetationtypes. GISSMART is the biogeochemical model SMART, extended forhandling GIS data in space and time. The Kangasvaara catchment(56 ha) in eastern Finland was used as the first test site. Data from four other nearby catchments were also used, togetherwith Multisource National Forest Inventory data (25 × 25 m2) from an area of 10 × 40 km2 for estimating soil chemistry. Multisource forest inventory datafrom the Finnish Forest Research Institute, including tree species, age and growth by tree species was based on LandsatTM-images and field measurements. The same satellite based estimation method was applied to obtain regional soil chemistry input data for GISSMART. Base saturation was the key state variable and nutrient uptake the key driving variablein this application of GISSMART. The results of the model testruns were reasonable. A slight decrease in base saturation waspredicted for the assumed deposition and nutrient uptake scenarios. In future work, the aim is to improve the description of hydrological processes and land use management in the model. This would also enable assessment of the effectsof climate change and land use management scenarios.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Abbott, M. B., Bathurst, J. C., Cunge, J. A., O'Connell, P. E. and Rasmussen, J.: 1986, J. Hydrol. 87, 45–59.

    Google Scholar 

  • Asman, W. and Drukker, B.: 1988, Europe. Atmos. Environ. 22(4), 725–735.

    Google Scholar 

  • Barrett, K., Seland, Ø., Foss, A., Mylona, S., Sandnes, H., Styve, H. and Tarrason, L.: 1995, European transboundary acidifying air pollution; ten years calculated fields and budgets to the end of the first Sulphur Protocol. EMEP/MSC-W Report 1/95, Norwegian Meteorological Institute, Oslo, Norway.

    Google Scholar 

  • Beven, K., Lamb, R., Quinn, P., Romanowicz, R. and Freer, J.: 1995, ‘TOPMODEL’, in Singh, V. P. (ed.), Computer Models of Watershed Hydrology. Water Resources Publications, Littleton, Colorado, 1144 p.

    Google Scholar 

  • Cosby, B. J., Hornberger, G. M. and Galloway, J. N.: 1985, Water Resources Research 21, 51–63.

    Google Scholar 

  • Cosby, B. J., Ferrier, R. C., Jenkins, A., Emmett, B. A., Wright, R. F. and Tietema, A.: 1997, Hydrology and Earth System Sciences 1, 137–158.

    Google Scholar 

  • De Vries, W., Posch, M. and Kämäri, J.: 1989, Water, Air, and Soil Pollut. 48, 349–390.

    Google Scholar 

  • Dise, N. B. and Wright, R. F.: 1995, Forest Ecology and Management 71, 153–161.

    Google Scholar 

  • Driscoll, C. T., Malanchuk, J. L. and Schaefer, D. A.: 1989, ‘Discussion of European and North American Data’, in Malanchuk, J. L. and Nilsson, J. (eds.), The Role of Nitrogen in the Acidification of Soils and Surface Waters, Nordic Council of Ministers, Copenhagen, Nord 92, pp. 7–1–7–4.

    Google Scholar 

  • Eckersten, H., Gärdenäs, A. and Jansson, P.-E.: 1995, Ecological Modelling 83, 119–129.

    Google Scholar 

  • Ferrier, R. C., Whitehead, P. G. and Miller, J. D.: 1993, Journal of Hydrology 145, 453–466.

    Google Scholar 

  • Ferrier, R. C., Jenkins, A., Cosby, B. J., Helliwell, R. C., Wright, R. F. and Bulger, A. J.: 1995, Water, Air, and Soil Pollut. 85, 707–712.

    Google Scholar 

  • Finér, L.: 1989, ‘Biomass and nutrient cycle in fertilized and unfertilized pine, mixed birch and pine and spruce stands on a drained mire’, Acta Forestalia Fennica 208, Helsinki, 63 p.

    Google Scholar 

  • Finér, L., Ahtiainen, M., Mannerkoski, H., Möttönen, V., Piirainen, S., Seuna, P. and Starr, M.: 1997, ‘Effects of harvesting and scarification on water and nutrient fluxes. A description of catchments and methods, and results from the pretreatment calibration period’, Finnish Forest Research Institute, Research Papers 648, 38 p.

  • Forsius, M., Johansson, M., Posch, M., Holmberg, M., Kämäri, J., Lepistö, A., Roos, J., Syri, S. and Starr, M.: 1997, Boreal Environment Research 2, 129–143.

    Google Scholar 

  • Gundersen, P., Emmett, B. A., Kjonaas, O. J., Koopmans, C. J. and Tietema, A.: 1998, Forest Ecology and Management 101, 37–55.

    Article  Google Scholar 

  • Hauhs, M., Rost-Siebert, K., Raben, G., Paces, T. and Vigerust, B.: 1989, ‘Summary of European Data’, in Malanchuk, J. L. and Nilsson, J. (eds.), The Role of Nitrogen in the Acidification of Soils and Surface Waters, Nordic Council of Ministers, Copenhagen, Nord 92, pp. 5–1–5–37.

    Google Scholar 

  • Hedin, L. O., Granat, L., Likens, G. E., Buishand, T. A., Galloway, J. N., Butler, T. J. and Rohde, H.: 1994, Nature 367, 351–354.

    Article  Google Scholar 

  • Hessen, D. O., Henriksen, A., Hindar, A., Mulder, J., Torseth, K. and Vagstad, N.: 1997, Ambio 26(5), 321–325.

    Google Scholar 

  • Hongisto, M.: 1992, ‘A simulation model for the transport, transformation and deposition of oxidized nitrogen compounds in Finland. 1985 and 1988 simulation results’, Finnish Meteorological Institute Contributions 9, Helsinki, Finland.

    Google Scholar 

  • Huntington, T., Hooper, R. and Murdoch, P.: 1996, ‘Small watershed studies: Analytical approaches for understanding ecosystem response to environmental change’, Proc. Watershed 96 Conference. WWW-page: http://www.epa.gov/owow/watershed/proceed/huntingt.htm.

  • Häme, T.: 1991, Acta Forestalia Fennica 222, 111 p.

    Google Scholar 

  • Ikonen, J.-P., Tattari, S. and Sucksdorff, Y.: 1998, ‘Simulation model for soil/vegetation/atmosphere interface-Description of the ASTIM model’, Report Series 126. Finnish Environment Institute, Helsinki, Finland, 61 pp.

    Google Scholar 

  • Johansson, M., Alveteg, M., Walse, C. and Warfvinge, P.: 1996, ‘Derivation of Deposition and Uptake Scenarios’, in Knoflacher, M., Schneider, J. and Soja, G. (eds.), Exceedance of Critical Loads and Levels, Conference papers, Vol. 15, Federal Ministry of Environment, Youth and Family, Vienna, Austria, pp. 318–324.

    Google Scholar 

  • Johnson, D. W. and Lindberg, S. E. (eds.): 1992, Atmospheric Deposition and Forest Nutrient Cycling, Springer-Verlag, New York, 707 p.

    Google Scholar 

  • Keller, J. M., Gray, M. R. and Givens Jr., J. A.: 1985, A fuzzy k-nearest neighbour algorithm. IEEE Transactions on systems, Man, and Cybernetics 15(4), 580–585.

    Google Scholar 

  • Kilkki, P. and Päivinen, R.: 1987, ‘Reference sample plots to combine field measurements and satellite data in forest inventory’, Proceedings of Seminar on Remote Sensing aided Forest Inventory, organised by SNS, Hyytiälä, Finland 10–12 December 1986, pp. 209–215.

  • Kros, J., Reinds, G. J., Devries, W., Latour, J. B. and Bollen, M.: 1995, Water, Air, and Soil Pollut. 85, 1101–1106.

    Google Scholar 

  • Kämäri, J., Rankinen, K., Finér, L., Piirainen, S. and Posch, M.: 1998, Hydrology and Earth System Sciences 2(4), 485–495.

    Google Scholar 

  • Lepistö, A. and Kivinen, Y.: 1994, ‘Source Areas for Storm Runoff Generation Estimated by Isotope Methods and the TOPMODEL’, in Kanninen, M. and Heikinheimo, P. (eds.), The Finnish Research Programme on Climate Change, Second progress report. Publications of the Academy of Finland, Helsinki, No. 1/94: 97–103.

    Google Scholar 

  • Lepistö, A.: 1996, Hydrological Processes Contributing to Nitrogen Leaching from Forested Catchments in Nordic Conditions. Monographs of the Boreal Environment Research No. 1, Ph.D. Thesis, Finnish Environment Institute, Helsinki, 72 pp.

    Google Scholar 

  • Lepistö, A. and Kenttämies, K.: 1998, ‘Towards the use of satellite-based forest change data in largescale N leaching models-testing and modeling in a catchment scale’, The Nordic Coordinating Committee for hydrology (KOHYNO), Helsinki, NHP Report 44, pp. 210–224.

    Google Scholar 

  • Mylona, S.: 1996, Tellus 48B, 662–684.

    Google Scholar 

  • Mäkipää, R., Karjalainen, T., Pussinen, A., Kukkola, M., Kellomäki, S. and Mälkönen, E.: 1998, Forest Ecology and Management 108, 239–250.

    Google Scholar 

  • Olsson, M., Rosén, K. and Melkerud, P.-A.: 1993, Regional modelling of base cation losses from Swedish forest soils due to whole-tree harvesting. Applied Geochemistry. Suppl. Issue, No. 2, 189–194.

  • Piirainen, S.: 1997, Puuston ja maaperän läpi suotautuvan veden määrän ja laadun muutokset vanhassa kuusisessa metsässä. Lic. For Thesis. University of Joensuu, Faculty of Forestry, Joensuu, Finland, 51 p. (in Finnish).

    Google Scholar 

  • Posch, M., Reinds, G. J. and De Vries, W.: 1993, ‘SMART-A Simulation Model for Acidification's Regional Trends: Model description and user manual’, Mimeograph Series of the National Board of Waters and the Environment 477, Helsinki, Finland.

  • Posch, M.: 1997, ‘Averaging and Other Simplifications in Dynamical Soil Models’, in Report of the Workshop on Data Analysis for Modelling and Assessment of Biogeochemical Effects of Air Pollution in Temperate Ecosystems, CIEMAT, Madrid.

    Google Scholar 

  • Reuss, J. O. and Johnson, D. W.: 1986, Acid Deposition and the Acidification of Soils and Waters, Ecological Studies 59, Springer, Berlin.

    Google Scholar 

  • Rosén, K.: 1982, Supply, Loss and Distribution of Nutrients in Three Coniferous Forest Watersheds in Central Sweden, Swedish University of Agricultural Sciences, Uppsala, Sweden, Reports in Forest Ecology and Forest Soils 41.

    Google Scholar 

  • Saukkola, P.: 1982, Uudistushakkuiden seuranta satelliittikuvista Abstract: Monitoring regeneration fellings by satellite imagery. Technical Research Centre of Finland, Research Reports 89, pp. 1–108.

  • Svedrup, H., Warfwinge, P., Blake, L. and Goulding, K.: 1995, Agriculture Ecosystems and Environment 53, 161–173.

    Google Scholar 

  • Syri, S., Johansson, M. and Kangas, L.: 1998, Atmos. Environ. 32, 409–413.

    Google Scholar 

  • Tamminen, P.: 1991, Kangasmaan ravinnetunnusten ilmaiseminen ja viljavuuden alueellinen vaihtelu Etelä-Suomessa. Summary: Expression of soil nutrient status and regional variation in soil fertility of forested sites in southern Finland. Folia Forestalia 777, 40 p.

  • Tokola, T., Pitkänen, J., Partinen, S. and Muinonen, E.: 1996, Point accuracy of a non-parametric method in estimation of forest characteristics with different satellite materials, Int. J. Remote Sensing, Vol. 17, No. 12, pp. 2333–2351.

    Google Scholar 

  • Tomppo, E.: 1991, ‘Satellite Image-Based National National Forest Inventory of Finland’, in Proceedings of the Symposium on Global and Environmental Monitoring, Techniques and Impacts, September 17–21, 1990, Victoria, British Columbia Canada. International Archives of Photogrammetry and Remote Sensing, Vol. 28, Part 7–1, pp. 419–424.

    Google Scholar 

  • Tomppo, E.: 1993, Multi-source national Forest Inventory of Finlad. Proceedings of Ilvessalo Symposium on National Forest Inventories. Helsinki, Finland, 12–21 August, 1992, pp. 52–60.

  • Tomppo, E., Katila, M., Moilanen, J., Mäkelä, H., Peräsaari, J.: 1998, Kunnittaiset metsävaratiedot monilähteisen valtakunnan metsien 8. inventoinnin mukaan. Folia Forestalia XX.

  • Tomppo, E., Katila, M., Moilanen, J., Mäkelä, H., Peräsaari, J.: 1998, Kunnittaiset metsävaratiedot 1990–1994. Metsätieteen aikakauskirja, Folia Forestalia 4B/1998, 839 p.

  • UN/ECE.: 1994, ‘Protocol to the 1979 Convention on Long-Range Transboundary Air Pollution on Further Reductions of Sulphur Emissions’, Document ECE/EB.AIR/40, New York and Geneva, 106 pp.

  • Varjo, J.: 1997, ‘Change detection and controlling forest information using multi-temporal Landsat TM imagery’, Acta Forestalia Fennica No. 258, 64 p.

  • Vuorela, A.: 1997, ‘Satellite Image Based Land Cover and Forest Classification of Finland’, in Kuittinen, R. (ed.), Proc. Finnish-Russian Seminar on Remote Sensing, Helsinki, 29 August-1 September, 1994. Reports of the Finnish Geodetic Institute 97:2, pp. 42–52.

  • Westman, C. J.: 1981, Fertility of surface peat in relation to the site type and potential stand growth. Acta Forestalia Fennica 172, 77 p.

    Google Scholar 

  • Westman, C. J., Starr, M. R. and Laine, J.: 1985, Silva Fennica 19(1), 73–80.

    Google Scholar 

  • Wright, R. F., Cosby, B. J., Flaten, M. B. and Reuss, J. O.: 1990, Nature 343, 53–55.

    Google Scholar 

  • Wright, R. F. and Schindler, D. W.: 1995, Water, Air and Soil Pollut. 85, 89–99.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Bilaletdin, Ä., Lepistö, A., Finér, L. et al. A Regional GIS-Based Model to Predict Long-Term Responses of Soil and Soil Water Chemistry to Atmospheric Deposition: Initial Results. Water, Air, & Soil Pollution 131, 275–303 (2001). https://doi.org/10.1023/A:1011990913592

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1011990913592

Navigation