Monitoring of spatial water quality in lakes by remote sensing and transect measurements
Keywords:
eutrophication, MERIS instrument, large lake, turbidity, humic substances, cyanobacterial biomassAbstract
New tools, such as intensive measurements, together with advanced mathematical models, are increasingly needed in water management and environmental research. The new approaches are being developed at Pyhäjärvi, a large (155 km2) lake in southwest Finland. Pyhäjärvi is highly valuable in terms of water supply, fisheries and recreational use. The ecological state of Pyhäjärvi has been closely monitored for decades, particularly since eutrophication became a major concern in the late 1980s. Two relatively new research methods were used to assess the spatial water quality of Pyhäjärvi: (i) transect measurements from a moving boat; and (ii) remote sensing data based estimates. First, a flow-through method from a moving boat was successfully used to collect high resolution transect water quality data from the lake over six field campaigns. The method is relatively accurate but costly, and its use is mostly limited to special campaigns and intensive research, but not for long-term monitoring. Second, remote sensing methods were used to retrieve water quality information which was found consistent with the surface measurements from the boat. The estimation of parameters such as turbidity and humic substance concentration is possible with simple algorithms when using remote sensing (MERIS) data. The quantitative estimation of water quality by the methods used here requires concurrent in situ measurements for algorithm training. These methods will be further developed utilizing frequent on-line water quality and weather data from a recently installed lake float.
References
Arheimer, B. 1998. Riverine Nitrogen-Analysis and Modelling under Nordic Conditions, Ph.D. Thesis Sweden: Linköping University. Linköping Studies in Arts and Science no. 18
Blenckner, T., Adrian, R., Livingstone, D. M., Jennings, E., Weyhenmeyer, G. A., George, D. G., Jankowski, T., Järvinen, M., Aonghusa, C. N., Noges, T., Straile, D. and Teubner, K. 2007. Large-scale climatic signatures in lakes across Europe: A meta-analysis. Global Change Biol., 13: 1314–1326.
Bouraoui, F., Grizzetti, B., Granlund, K., Rekolainen, S. and Bidoglio, G. 2004. Impact of climate change on the water cycle and nutrient losses in a Finnish catchment. Climatic Change, 66: 109–126.
Dekker, A. G. and Peters, S. W. M. 1993. The use of the Thematic Mapper for the analysis of eutrophic lakes: A case study in the Netherlands. International Journal of Remote Sensing, 14(5): 799–821.
Ekholm, P., Malve, O. and Kirkkala, T. 1997. Internal and external loading as regulators of nutrient concentrations in the agriculturally loaded Lake Pyhäjärvi (southwest Finland). Hydrobiologia, 345: 3–14.
Huttula, T. 1994. Suspended sediment transport in Lake Säkylän Pyhäjärvi. Aqua Fennica, 24: 171–185.
Hyvärinen, V., ed. 2003. Hydrological Yearbook 1996–2000, Helsinki: Finnish Environment Institute. The Finnish Environment 599
IPCC. 2007. Climate Change 2007: Impacts, Adaptation and Vulnerability, Edited by: Parry, M. L., Canziani, O. F., Palutikof, J. P., van der Linden, P. J. and Hanson, C. E. Cambridge: Cambridge University Press. Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change
Jeppesen, E., Kronvang, B., Meerhoff, M., Søndergaard, M., Hansen, K. M., Andersen, H. E., Lauridsen, T. L., Liboriussen, L., Beklioglu, M., Ozen, A. and Olesen, J. E. 2009. Climate change effects on runoff, catchment phosphorus loading and lake ecological state, and potential adaptations. J. Envir. Qual., 38(5): 1930–41.
Kallio, K., Kutser, T., Hannonen, T., Koponen, S., Pulliainen, J., Vepsäläinen, J. and Pyhälahti, T. 2001. Retrieval of water quality variables from airborne spectrometry of various lake types in different seasons. The Science of the Total Environment, 268: 59–77.
Koponen, S. 2006. Remote sensing of water quality for Finnish lakes and coastal areas, Ph.D. Thesis Espoo: Helsinki University of Technology Laboratory of Space Technology Publications. Report 67
Koponen, S., Pulliainen, J., Kallio, K. and Hallikainen, M. 2002. Lake water quality classification with airborne hyperspectral spectrometer and simulated MERIS-data. Remote Sensing of Environment, 79(1): 51–59.
Koponen, S., Attila, J., Pulliainen, J., Kallio, K., Pyhälahti, T., Lindfors, A., Rasmus, K. and Hallikainen, M. 2007. A case study of airborne and satellite remote sensing of a spring bloom event in the Gulf of Finland. Continental Shelf Research, 27(2): 228–244.
Koponen, S., Kallio, K., Pyhälahti, T. and Lindfors, A. 2008a. “Lake Pyhäjärvi water quality and modelling”. In New measurement technology, modeling and remote sensing in the Säkylän Pyhäjärvi area-CatchLake Edited by: Lepistö, A. and Huttula, T. 44–56. http://www.ymparisto.fi/default.asp?contentid=280200&lan=fi Reports of Finnish Environment Institute 15
Koponen, S., Ruiz-Verdu, A., Heege, T., Heblinski, J., Sorensen, K., Kallio, K., Pyhälahti, T., Doerffer, D., Brockmann, C. and Peters, M. 2008b. Development of MERIS Lake Water Algorithms 65 http://www.brockmann-consult.de/beam-wiki/display/LAKES/Home Validation Report. ESA ESRIN Contract No. 20436/06/I-LG
Koskiaho, J., Lepistö, A., Tattari, S., Huttula, T., Kiirikki, M. and Kirkkala, T. 2008. “Rivers and nutrient loading”. In New measurement technology, modelling and remote sensing in the Säkylän Pyhäjärvi area–CatchLake Edited by: Lepistö, A. and Huttula, T. 13–25. http://www.ymparisto.fi/default.asp?contentid=280200&lan=fi Reports of Finnish Environment Institute 15
Lepistö, A., Granlund, K., Kortelainen, P. and 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: 238–259.
Lepistö, A. and Huttula, T., eds. 2008. New measurement technology, modelling and remote sensing in the Säkylän Pyhäjärvi area – CatchLake http://www.ymparisto.fi/default.asp?contentid=280226&lan=FI Reports of Finnish Environment Institute 15, Helsinki
Lindfors, A., Rasmus, K. and Strömbeck, N. 2005. Point or pointless – quality of ground data. International Journal of Remote Sensing, 26(2): 415–423.
Malve, O., Ekholm, P., Kirkkala, T., Huttula, T. and Krogerus, K. 1994. Säkylän Pyhäjärven ravinnekuormitus ja rehevyystaso (Nutrient load and trophic level of Lake Pyhäjärvi (Säkylä). In Finish.) Publications of National Board of waters and the Environment Series A 181. ISBN 951-479419-2
Malve, O., Laine, M., Haario, H., Kirkkala, T. and Sarvala, J. 2007. Bayesian modelling of algal mass occurrences – using adaptive MCMC methods with a lake water quality model. Env. Mod. Software, 22: 966–977. (doi:10.1016/j.envsoft.2006.06.016)
Mooij, W. M., Hulsmann, S., Domis, L. N. D., Nolet, B. A., Bodelier, P. L. E., Boers, P. C. M., Pires, L. M. D., Gons, H. J., Ibelings, B. W., Noordhuis, R., Portielje, R., Wolfstein, K. and Lammens, E. H. R. R. 2005. The impact of climate change on lakes in the Netherlands: a review. Aquatic Ecology, 39: 381–400.
Pyykkönen, S., Grönroos, J., Rankinen, K., Laitinen, P., Karhu, E. and Granlund, K. 2004. Cultivation measures in 2000–2003 and their effects to the nutrient runoff to the waters in the farms committed to the Agri-Environmental Programme. The Finnish Environment, : 711 (In Finnish with English abstract)
Rahman, H. and Dedieu, G. 1994. SMAC: A Simplified Method for the Atmospheric Correction of Satellite Measurements in the Solar Spectrum. International Journal of Remote Sensing, 15: 123–143.
Sarvala, J., Helminen, H. and Auvinen, H. 1998. Portrait of a flourishing freshwater fishery: Pyhäjärvi, a lake in SW-Finland. Boreal Env. Res., 3: 329–345.
Ventelä, A.-M., Tarvainen, M., Helminen, H. and Sarvala, J. 2007. Long-term management of Pyhäjärvi (southwest Finland): eutrophication, restoration – recovery?. Lake and Reservoir Management, 23: 428–438.
Wetzel, R. G. 2001. Limnology. Lake and river ecosystems, , Third edition, San Diego, CA, , USA: Academic Press.
Woodroff, D. L., Stumpf, R. P., Scope, J. A. and Paerl, H. W. 1999. Remote estimation of water clarity in optically complex estuarine waters. Remote Sensing of Environment, 68(1): 41–52.
Published
Issue
Section
License
Manuscripts must be original. They must not be published or be under consideration for publication elsewhere, in whole or in part. It is required that the lead author of accepted papers complete and sign the MSU Press AEHM Author Publishing Agreement and provide it to the publisher upon acceptance.