Skip to main content
Log in

Assessing the Relative Importance of Nitrogen-Retention Processes in a Large Reservoir Using Time-Series Modeling

  • Published:
Journal of Agricultural, Biological, and Environmental Statistics Aims and scope Submit manuscript

Abstract

Nitrogen (N) removal within reservoirs can be substantial, but few studies have reported the relative importance of various N-retention pathways. Assessing N-removal processes in reservoirs is important for quantifying the impacts of reservoirs on downstream water quality. In this study, we used a time-series approach to quantify the relative importance of various N-removal processes in the Saylorville Reservoir in Iowa. Dynamic regression modeling of upstream–downstream changes in key water-quality surrogates (pH, hardness, alkalinity, and suspended solids) and their relation to N concentration changes were used to estimate the relative importances of denitrification, N assimilation by algal uptake, and sedimentation of N on N retention in the reservoir. Assuming that decreasing N concentrations in the reservoir are the sum of these three processes, we estimate that denitrification is the dominant N removal process (60.9 %) followed by algal assimilation (37.9 %) and sedimentation (1.2 %). Our approach represents a new method of establishing the relative importance of N-removal processes in reservoirs and quantifying the impacts of reservoirs on downstream water quality.

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.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

References

  • Alexander, R.B., Smith, R.A., Schwartz, G.E., Preston, S.D., Brakebill, J.W., Srinivasan, R., and Pacheco, P.A. (2001), “Atmospheric Nitrogen Flux from the Watersheds of Major Estuaries of the United States: An Application of the SPARROW Watershed Model,” Coastal and Estuarine Studies, 119–170.

  • Brinson, M.M., Bradshaw, H.D., Kane, E.S. (1984), “Nutrient Assimilative Capacity of an Alluvial Floodplain Swamp,” Journal of Applied Ecology, 21, 1041–1057.

  • Boyd, C.E. (1979), Water Quality in Warmwater Fish Ponds, Auburn, AL: Auburn University, Agricultural Experiment Station.

  • Burkart, M.R., and James, D.E. (1999), “Agricultural-nitrogen Contributions to Hypoxia in the Gulf of Mexico,” Journal of Environmental Quality, 28, 850–859.

  • Cole, J.J., Prairie, Y.T., Caraco, N.F., McDowell, W.H., Tranvik, L.J., Striegl, R.G., ... and Melack, J. (2007), “Plumbing the Global Carbon Cycle: Integrating Inland Waters into the Terrestrial Carbon Budget,” Ecosystems, 10(1), 172–185.

  • Cryer, J.D., and Chan, K.S. (2008), Time Series Analysis with Applications in R, Second Edition, New York, NY: Springer.

  • David, M.B., Wall, L.G., Royer T.V., and Tank, J.L. (2006), “Denitrification and the Nitrogen Budget of a Reservoir in an Agricultural Watershed,” Ecological Applications, 16, 2177–2190.

  • Duff, J.H., and Triska, F.J. (1990), “Denitrification in Sediments from the Hyporheic Zone Adjacent to a Small Forested Stream,” Canadian Journal of Fisheries and Aquatic Sciences, 47, 1140–1147.

  • Fennel, K., Brady, D., DiTorro, D., Fulweiler, R.W., Gardner, W.S., Giblin, A., McCarthy, M.J., Rao, A., Seitzinger, S., Thouvenot-Korppoo, M., and Tobias, C. (2009), “Modeling Denitrification in Aquatic Sediments,” Biogeochemistry, 93, 159–178.

  • Follett, R.F. (1995), “Fate and Transport of Nutrients: Nitrogen,” USDA-NRCS Working Paper No. 7. Agricultural Research Service, Fort Collins, CO.

  • Garnier, J., Leporcq, B., Sanchez, N., and Philippon, X., (1999), “Biogeochemical Mass-balances (C, N, P, Si) in Three Large Reservoirs of the Seine Basin (France),” Biogeochemistry, 47, 119–146.

  • Harrison, J.A., Maranger, R.J., Alexander, R.B., Giblin, A.E., Jacinthe, P.A., Mayorga, E., Seitzinger, S.P., Sabota, D.J., and Wollheim, W.M. (2009), “The Regional and Global Significance of Nitrogen Removal in Lakes and Reservoirs,” Biogeochemistry, 93, 143–157.

  • Jansson M.L., Anderson, H., Berggren, H., and Leonardson, L. (1994), “Wetlands and Lakes as Nitrogen Traps,” Ambio, 23, 320–325.

  • Jenson, J.P., Kristensen, P., and Jeppesen, E. (1990), “Relationships between Nitrogen Loading and in-Lake Nitrogen Concentrations in Shallow Danish Lakes,” Verhandlungen des Internationalen Verein Limnologie, 24, 201–204.

  • Jones, C.S., and Schilling, K.E. (2011), “From Agricultural Intensification to Conservation: Sediment Transport in the Raccoon River, Iowa, 1916-2009,” Journal of Environmental Quality, 40, 1911–1923.

  • Josette, G., Leporcq, B., Sanchez, N., and Philippon, X. (1999), “Biogeochemical Mass-balances (C, N, P, Si) in Three Large Reservoirs of the Seine Basin (France),” Biogeochemistry, 47(2), 119–146.

  • Kaushik, N.K., Robinson, J.B., Stammers W.N., and Whitely H.R. (1981), “Aspects of Nitrogen Transport and Transformation In Headwater Streams.,” In Lock, M.A., Williams, D.D. (ed.) Perspectives in Running Water Ecology, New York, NY: Plenum Press, p. 113–139.

  • Kelly, V.J. (2001), “Influence of Reservoirs on Solute Transport: a Regional-Scale Approach,” Hydrological Processes, 15, 1227–1249.

  • Lutz, D.S., and Francois, B. (2007), “Water quality studies—Red Rock and Saylorville Reservoirs,” Des Moines, Iowa. Annual Report, Engineering Research Institute, ISU- ERI-Ames-02321, Iowa State University, Ames, Iowa.

  • Mitsch, W.J., Day, J.W., Gilliam, J.W., Groffman, P.M., Hey, D.L., Randall, G.W., and Wang, N. (2001), “Reducing Nitrogen Loading to the Gulf of Mexico from the Mississippi River Basin: Strategies to Counter a Persistent Ecological Problem Ecotechnology—the use of natural ecosystems to solve environmental problems—should be a part of efforts to shrink the zone of hypoxia in the Gulf of Mexico,” BioScience, 51(5), 373–388.

  • Newbold, J.D. (1992), “Cycles and Spirals of Nutrients,” In Calow, P., Petts, G.E. (ed.) The rivers handbook, Oxford: Blackwell Science, p. 379–408.

  • Prior, J.C. (1991), Landforms of Iowa. Iowa City, Iowa: University of Iowa Press.

  • Rabalais, N.N., Turner, R.E., and Scavia, D. (2002), “Beyond Science into Policy: Gulf of Mexico Hypoxia and the Mississippi River,” BioScience, 52, 129–142.

  • Royer, T.V., Tank, J.L., and David, M.B. (2004), “Transport and Fate and Nitrate in Headwater Agricultural Streams in Illinois,” Journal of Environmental Quality, 33, 1296–1304.

  • Rueda, F., Moreno-Ostos, E., and Armengol, J. (2006), “The Residence Time of River Water in Reservoirs,” Ecological Modelling, 191, 260–274.

  • Saunders D.L., and Kalff, J. (2001), “Nitrogen Retention in Wetland, Lakes and Rivers,” Hydrobiologia, 443, 205–212.

  • Seitzinger, S.P, Styles, R.V., Boyer, E.W., Alexander, R.B., Billen, G., Howarth, R.W., Mayer, B., and Van Breemen, N. (2002), “Nitrogen Retention in Rivers: Model Development and Application to Watershed in the Northeastern U.S.A.,” Biogeochemistry, 57, 199–237.

  • Schilling K.E., and Lutz, D.S. (2004), “Relation of Nitrate Concentrations to Baseflow in the Raccoon River, Iowa,” Journal of the American Water Resources Association, 40, 889–900.

  • Schilling, K.E., and Wolter, C.F. (2009), “Modeling Nitrate-Nitrogen Load Reduction Strategies for the Des Moines River, Iowa using SWAT,” Journal of Environmental Management, 44, 671–682.

  • Schoch, A.L., Schilling, K.E., and Chan, K.S., (2009), “Time-series Modeling of Reservoirs Effects on River Nitrate Concentrations,” Advances in Water Resources, 32, 1197–1205.

  • Sprent, J.I. (1987), The Ecology of the Nitrogen Cycle, Cambridge: Cambridge University Press.

  • Tomer, M.D., Wilson, C.G., Moorman, T.B., Cole, K.J., Heer, D., and Isenhart, T.M. (2010), “Source-pathway Separation of Multiple Contaminants During a Rainfall-runoff Event in an Artificially Drained Agricultural Watershed,” Journal of Environmental Quality, 39(3), 882–895.

  • Tucker, C.S., (1984), “Carbon Dioxide,” In Wellborn Jr., T.L. MacMillan, J.R. (ed.) For Fish Farmers, 84-2., Mississippi Cooperative Extension Service.

  • Van Oostrom, A.J. (1995), “Nitrogen Removal in Constructed Wetlands Treating Nitrified Meat Processing Effluent,” Water Science and Technology, 32, 137–147.

  • Vorosmarty, C.J., Meybeck, M., Fekete, B., Sharma, K., Green, P., and Syvitski, J.P.M. (2003), “Anthropogenic Sediment Retention: Major Global Impact from Registered River Impoundments,” Global Planet Change, 39, 169–190.

  • Wall L.G., Tank, J.L., Royer T.V., and Bernot, M.J., (2005), “Spatial and Temporal Variability in Sediment Dentirifrication within an Agriculturally Influenced Reservoir,” Biogeochemistry, 76, 85–111.

  • Walling, D.E., and Fang, D. (2003), “Recent Trends in the Suspended Sediment Loads of the World’s Rivers,” Global Planet Change, 39, 111–126.

  • Whitehead, P.G., and Toms, I.P. (1993), “Dynamic Modeling of Nitrate in Reservoirs and Lakes,” Water Research, 27, 1377–1384.

  • Woods, P.F. (2004), Role of Limnological Processes in Fate and Transport of Nitrogen and Phosphorus Loads Delivered Into Coeur d’Alene Lake and Lake Pend Oreille, Idaho, and Flathead Lake, Montana, Professional Paper 1682, Denver, CO: United States Geological Survey,.

  • Wurts, W.A., and Durborow, R.M. (1992), Southern Regional Aquaculture Center, Publication 464.

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Kung-Sik Chan.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary material 1 (docx 929 KB)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Hansen, E., Chan, KS., Jones, C.S. et al. Assessing the Relative Importance of Nitrogen-Retention Processes in a Large Reservoir Using Time-Series Modeling. JABES 21, 152–169 (2016). https://doi.org/10.1007/s13253-015-0218-1

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s13253-015-0218-1

Keywords

Navigation