Abstract
Reservoir water quality can be compromised by algal production and anoxia, which in turn are impacted by hydrodynamic stability and water temperature. We developed a conceptual model to quantify the dominant controls on stability, anoxia, and transparency using statistical analysis of a long-term (1990–2011) data set for four reservoirs in San Diego, California, each receiving runoff from a watershed with a different level of urban and agricultural land use. We hypothesized that water depth, not air temperature, controlled stability and that anoxia, after correcting for stability, increased and transparency decreased with increasing land use. Depth fluctuated widely interannually and was the dominant control on stability, which in turn controlled transparency in shallow reservoirs. Shallow depth and low stability correlated with low transparency. Transparency decreased with increasing development in the watershed. Water quality deteriorated over time in the reservoirs with the most and, contrary to our hypothesis, least developed watersheds. Deterioration of water quality in the pristine watershed coincided with the introduction of forage fish, which can suppress zooplankton density and translocate phosphorus to the photic zone. The interaction of land use, climate, water level management, basin morphology, and aquatic food webs can deteriorate water quality, even in reservoirs receiving runoff from pristine watersheds.
References
Alexander, S. J., 2004. Effect of bushfires on receiving waters, Eastern Victoria. Interim Report #1, p. 1–59. School of Chemistry, Monash University.
Arhonditsis, G. B., M. T. Brett, C. L. Degasperi & D. E. Schindler, 2004. Effects of climatic variability on the thermal properties of Lake Washington. Limnology and Oceanography 49: 256–270.
Armengol, J., L. Caputo, M. Comerma, C. Feijoó, J. C. García, R. Marcé, E. Navarro & J. Ordoñez, 2003. Sau reservoir’s light climate: relationships between Secchi depth and light extinction coefficient. Limnetica 22: 195–210.
Baca, R. M. & R. W. Drenner, 1995. Do the effects of piscivorous largemouth bass cascade to the plankton? Hydrobiologia 316: 139–151.
Beutel, M., 2003. Hypolimnetic anoxia and sediment oxygen demand in California drinking water reservoirs. Lake and Reservoir Management 19: 208–221.
Beutel, M., M. Hannoun, J. Pasek & K. Bowman Kavanagh, 2007. Evaluation of hypolimnetic oxygen demand in a large eutrophic raw water reservoir, San Vicente Reservoir, Calif. Journal of Environmental Engineering 133: 130–138.
Boehrer, B., & M. Schultze, 2008. Stratification of lakes. Reviews of Geophysics 46: RG2005.
Bouffard, D., J. D. Ackerman & L. Boegman, 2013. Factors affecting the development and dynamics of hypoxia in a large shallow stratified lake: hourly to seasonal patterns. Water Resources Research 49: 2380–2394.
Brown, R., A. Huber, J. Zhou, & K. Steele, 2000. Planning water quality operations for San Diego county water authority emergency storage project reservoirs, 1–12. Building Partnerships.
Burns, N. M., 1995. Using hypolimnetic dissolved-oxygen depletion rates for monitoring lakes. New Zealand Journal of Marine and Freshwater Research 29: 1–11.
California Irrigation Management Information System (CIMIS), 2013. Climate data [available on internet at http://www.cimis.water.ca.gov/WSNReportCriteria.aspx]. Accessed February 4, 2013.
Carlson, R. E., 1977. A trophic state index for lakes. Limnology and Oceanography 22: 361–369.
Charlton, M. N., 1980. Hypolimnion oxygen consumption in lakes: discussion of productivity and morphometry effects. Canadian Journal of Fisheries and Aquatic Sciences 37: 1531–1539.
Cooke, G. D., E. B. Welch, A. B. Martin, D. G. Fulmer, J. B. Hyde & G. D. Schrieve, 1993. Effectiveness of Al, Ca, and Fe salts for control of internal phosphorus loading in shallow and deep lakes. Hydrobiologia 253: 323–335.
Cooke, G. D., E. B. Welch, S. Peterson & S. A. Nichols, 2005. Restoration and Management of Lakes and Reservoirs, 3rd ed. CRC, Boca Raton, Florida.
Coops, H., M. Beklioglu & T. L. Crisman, 2003. The role of water-level fluctuations in shallow lake ecosystems—workshop conclusions. Hydrobiologia 506: 23–27.
Crawley, M. J., 2007. The R Book. Wiley, New York.
Cunningham, M. A., et al., 2009. The suburban stream syndrome: evaluating land use and stream impairments in the suburbs. Physical Geography 30: 269–284.
Dill, W. A., & A. J. Cordone, 1997. Fish bulletin 178. History and status of introduced fishes in California, 1871–1996.
Draper, N. R. & H. Smith, 1981. Applied Regression Analysis. Wiley, New York.
Duan, S., S. S. Kaushal, P. M. Groffman, L. E. Band & K. T. Belt, 2012. Phosphorus export across an urban to rural gradient in the Chesapeake Bay watershed. Journal of Geophysical Research: Biogeosciences 117: G01025.
Effler, S. W., M. C. Wodka, C. T. Driscoll, C. Brooks, M. Perkins & E. M. Owens, 1986. Entrainment-based flux of phosphorus in Onondaga Lake. Journal of Environmental Engineering 112: 617–622.
Falconer, I. R., 1999. An overview of problems caused by toxic blue--green algae (cyanobacteria) in drinking and recreational water. Environmental Toxicology 14: 5–12.
Fast, A. W., 1968. Artificial destratification of El Capitan Reservoir by aeration, part 1: effects on chemical and physical parameters. California Department of Fish and Game Fish Bulletin.
Feikema, P. M., G. J. Sheridan, R. M. Argent, P. N. J. Lane & R. B. Grayson, 2011. Estimating catchment-scale impacts of wildfire on sediment and nutrient loads using the E2 catchment modelling framework. Environmental Modelling & Software 26: 913–928.
Foley, B., I. D. Jones, S. C. Maberly & B. Rippey, 2012. Long-term changes in oxygen depletion in a small temperate lake: effects of climate change and eutrophication. Freshwater Biology 57: 278–289.
Fox, R., J. Kapchinske, & D. Brown, 2002. Drinking water source assessment for the City of San Diego Water Department, 1–215.
French, C., L. S. Wu, T. Meixner, D. Haver, J. Kabashima & W. A. Jury, 2006. Modeling nitrogen transport in the Newport Bay/San Diego Creek watershed of southern California. Agricultural Water Management 81: 199–215.
Gaiser, E. E., N. D. Deyrup, R. W. Bachmann, L. E. Battoe & H. M. Swain, 2009. Effects of climate variability on transparency and thermal structure in subtropical, monomictic Lake Annie, Florida. Fundamental and Applied Limnology 175: 217–230.
Geraldes, A. M. & M. J. Boavida, 2003. Distinct age and landscape influence on two reservoirs under the same climate. Hydrobiologia 504: 277–288.
Gerdes, J. H. & W. J. McConnell, 1963. Food habits and spawning of the threadfin shad in a small, desert impoundment. Journal of the Arizona Academy of Science 2: 113–116.
Grömping, U., 2006. Relative importance for linear regression in R: the package relaimpo. Journal of Statistical Software 17: 1–27.
Hambright, K. D., W. Eckert, P. R. Leavitt & C. L. Schelske, 2004. Effects of historical lake level and land use on sediment and phosphorus accumulation rates in Lake Kinneret. Environmental Science & Technology 38: 6460–6467.
Haskell, W., 1959. Diet of the Mississippi threadfin shad, Dorosoma petenense atchafalayae, in Arizona. Copeia 1959: 298–302.
Henrikson, L., H. G. Nyman, H. G. Oscarson & J. A. E. Stenson, 1980. Trophic changes, without changes in the external nutrient loading. Hydrobiologia 68: 257–263.
Idso, S. B., 1973. Concept of lake stability. Limnology and Oceanography 18: 681–683.
Izaguirre, G., W. D. Taylor & J. Pasek, 1999. Off-flavor problems in two reservoirs, associated with planktonic Pseudanabaena species. Water Science and Technology 40: 85–90.
Jankowski, T., D. M. Livingstone, H. Buhrer, R. Forster & P. Niederhauser, 2006. Consequences of the 2003 European heat wave for lake temperature profiles, thermal stability, and hypolimnetic oxygen depletion: implications for a warmer world. Limnology and Oceanography 51: 815–819.
Kadioglu, M., Z. Sen, & E. Batur, 1997. The greatest soda-water lake in the world and how it is influenced by climatic change. Ann Geophys-Atm Hydro 15: 1489–1497.
Kalscheur, K. N., et al., 2012. Effects of anthropogenic inputs on the organic quality of urbanized streams. Water Research 46: 2515–2524.
Kelling, K. A. & A. E. Peterson, 1975. Urban lawn infiltration rates and fertilizer runoff losses under simulated rainfall. Soil Science Society of America Journal 39: 348–352.
Kendall, M. G., 1938. A new measure of rank correlation. Biometrika 30: 81–93.
King, J. R., B. J. Shuter & A. P. Zimmerman, 1999. Signals of climate trends and extreme events in the thermal stratification pattern of multibasin Lake Opeongo, Ontario. Canadian Journal of Fisheries and Aquatic Sciences 56: 847–852.
King, K. W., J. C. Balogh, K. L. Hughes & R. D. Harmel, 2007. Nutrient load generated by storm event runoff from a golf course watershed. Journal of Environmental Quality 36: 1021–1030.
Kraus, T. E. C., et al., 2011. How reservoirs alter drinking water quality: organic matter sources, sinks, and transformations. Lake and Reservoir Management 27: 205–219.
Labounty, J. F. & N. M. Burns, 2005. Characterization of boulder basin, Lake Mead, Nevada-Arizona, USA—based on analysis of 34 limnological parameters. Lake and Reservoir Management 21: 277–307.
Lafaunce, D. A., J. B. Kimsey & H. K. Chadwick, 1964. The fishery at Sutherland Reservoir, San Diego County, California. California Fish and Game 50: 271–291.
Lane, P. N. J., G. J. Sheridan, P. J. Noske & C. B. Sherwin, 2008. Phosphorus and nitrogen exports from SE Australian forests following wildfire. Journal of Hydrology 361: 186–198.
Lepistö, L., P. Kauppila, J. Rapala, M. Pekkarinen, I. Sammalkorpi & L. Villa, 2006. Estimation of reference conditions for phytoplankton in a naturally eutrophic shallow lake. Hydrobiologia 568: 55–66.
Lewis, D. B. & N. B. Grimm, 2007. Hierarchical regulation of nitrogen export from urban catchments: interactions of storms and landscapes. Ecological Applications 17: 2347–2364.
Li, X., Y. Wang, J. Stern & B. H. Cu, 2011. Isotopic evidence for the source and fate of phosphorus in Everglades wetland ecosystems. Applied Geochemistry 26: 688–695.
Lind, O. T., 1986. The effect of non-algal turbidity on the relationship of Secchi depth to chlorophyll α. Hydrobiologia 140: 27–35.
Lindeman, R. H., P. F. Merenda & R. Z. Gold, 1980. Introduction to Bivariate and Multivariate Analysis. Scott, Foresman.
Mann, H. B., 1945. Nonparametric tests against trend. Econometrica 13: 245–259.
Marcé, R., M. A. Rogríguez-Arias, J. C. Garcías & J. Armengol, 2010. El Niño southern oscillation and climate trends impact reservoir water quality. Global Change Biology 16: 2857–2865.
Mazumder, A. & W. D. Taylor, 1994. Thermal structure of lakes varying in size and water clarity. Limnology and Oceanography 39: 968–976.
Mcfarland, A. M. S. & L. M. Hauck, 1999. Relating agricultural land uses to in-stream stormwater quality. Journal of Environmental Quality 28: 836–844.
Mclaughlin, K., C. Kendall, S. R. Silva, M. Young & A. Paytan, 2006. Phosphate oxygen isotope ratios as a tracer for sources and cycling of phosphate in North San Francisco Bay, California. Journal of Geophysical Research: Biogeosciences 111: G03003.
Minckley, W. L., 1982. Trophic interrelations among introduced fishes in the lower Colorado River, Southwestern United States. California Fish and Game 68: 78–89.
Minns, C. K., J. E. Moore, S. E. Doka, and M. A. St. John, 2011. Temporal trends and spatial patterns in the temperature and oxygen regimes in the Bay of Quinte, Lake Ontario, 1972–2008. Aquatic Ecosystem Health & Management 14: 9–20.
Naselli-Flores, L., 2003. Man-made lakes in Mediterranean semi-arid climate: the strange case of Dr Deep Lake and Mr Shallow Lake. Hydrobiologia 506: 13–21.
National Climatic Data Center (NCDC), 2013. Climate data [available on internet at http://www.ncdc.noaa.gov/data-access]. Accessed September 10, 2013.
Nõges, T., 2009. Relationships between morphometry, geographic location and water quality parameters of European lakes. Hydrobiologia 633: 33–43.
Nowlin, W. H., J. M. Davies, R. N. Nordin & A. Mazumder, 2004. Effects of water level fluctuation and short-term climate variation on thermal and stratification regimes of a British Columbia reservoir and lake. Lake and Reservoir Management 20: 91–109.
Nowlin, W. H., J. L. Evarts & M. J. Vanni, 2005. Release rates and potential fates of nitrogen and phosphorus from sediments in a eutrophic reservoir. Freshwater Biology 50: 301–322.
Nürnberg, G. K., 1995. Quantifying anoxia in lakes. Limnology and Oceanography 40: 1100–1111.
Nürnberg, G. K., 2004. Quantified hypoxia and anoxia in lakes and reservoirs. The Scientific World Journal 4: 42–54.
Osgood, R. A., 1988. Lake mixis and internal phosphorus dynamics. Archiv Für Hydrobiologie 113: 629–638.
Papst, M. H., J. A. Mathias & J. Barica, 1980. Relationship between thermal stability and summer oxygen depletion in a prairie pothole lake. Canadian Journal of Fisheries and Aquatic Sciences 37: 1433–1438.
Pettersson, K., 1998. Mechanisms for internal loading of phosphorus in lakes. Hydrobiologia 374: 21–25.
Richardson, S. D., 2003. Disinfection by-products and other emerging contaminants in drinking water. Trends in Analytical Chemistry 22: 666–684.
Riley, S. P. D., et al., 2005. Effects of urbanization on the distribution and abundance of amphibians and invasive species in southern California streams. Conservation Biology 19: 1894–1907.
Rimmer, A., G. Gal, T. Opher, Y. Lechinsky & Y. Z. Yacobi, 2011. Mechanisms of long-term variations in the thermal structure of a warm lake. Limnology and Oceanography 56: 974–988.
San Diego Public Utilities Department (SDPUD), 2011. 2010 watershed sanitary survey. City of San Diego Public Utilities, Water and Wastewater, Water Operations Branch, Environmental Monitoring and Technical Services Division.
San Diego Association of Governments (SANDAG), 2012. SANGIS landuse data [available on internet at http://www.sandag.org/index.asp?subclassid=100&fuseaction=home.subclasshome]. Accessed April 16, 2012.
San Diego Association of Governments (SANDAG), 2013. Fire burn history data [available on internet at http://www.sandag.org/index.asp?subclassid=100&fuseaction=home.subclasshome]. Accessed September 17, 2013.
Schaus, M. H., et al., 2010. Impact of the removal of gizzard shad (Dorosoma cepedianum) on nutrient cycles in Lake Apopka, Florida. Freshwater Biology 55: 2401–2413.
Schaus, M. H., M. J. Vanni, T. E. Wissing, M. T. Bremigan, J. E. Garvey & R. A. Stein, 1997. Nitrogen and phosphorus excretion by detritivorous gizzard shad in a reservoir ecosystem. Limnology and Oceanography 42: 1386–1397.
Sen, P. K., 1968. Estimates of the regression coefficient based on Kendall’s Tau. Journal of the American Statistical Association 63: 1379–1389.
Shapiro, S. S. & M. B. Wilk, 1965. An analysis of variance test for normality (complete samples). Biometrika 52: 591–611.
Snucins, E. & J. Gunn, 2000. Interannual variation in the thermal structure of clear and colored lakes. Limnology and Oceanography 45: 1639–1646.
Søndergaard, M., J. P. Jensen & E. Jeppesen, 2003. Role of sediment and internal loading of phosphorus in shallow lakes. Hydrobiologia 506: 135–145.
Spencer, C. N., K. O. Gabel & F. R. Hauer, 2003. Wildfire effects on stream food webs and nutrient dynamics in Glacier National Park, USA. Forest Ecology and Management 178: 141–153.
State Water Resources Control Board (SWRCB), 2010. 2010 integrated report: clean water act Section 303(d) list.
Stauffer, R. E., 1987. Vertical nutrient transport and its effects on epilimnetic phosphorus in four calcareous lakes. Hydrobiologia 154: 87–102.
Straškraba, M., I. Dostálková, J. Hejzlar & V. Vyhnálek, 1995. The effect of reservoirs on phosphorus concentration. Internationale Revue Der Gesamten Hydrobiologie 80: 403–413.
Ta, M., 2012. Factors affecting regionwide water quality of San Diego County watershed. M.S. Thesis. San Diego State University.
Tang, L., D. Yang, H. Hu & B. Gao, 2011. Detecting the effect of land-use change on streamflow, sediment and nutrient losses by distributed hydrological simulation. Journal of Hydrology 409: 172–182.
Theil, H., 1950. A rank-invariant method of linear and polynomial regression analysis. Proceedings of the Koninklijke Nederlandse Akademie van Wetenschappen Series A 53: 386–392.
Tong, S. T. Y., A. J. Liu & J. A. Goodrich, 2009. Assessing the water quality impacts of future land-use changes in an urbanising watershed. Civil Engineering and Environmental Systems 26: 3–18.
Vanni, M. J., et al., 2006. Nutrient cycling by fish supports relatively more primary production as lake productivity increases. Ecology 87: 1696–1709.
Vilhena, L. C., I. Hillmer & J. Imberger, 2010. The role of climate change in the occurrence of algal blooms: Lake Burragorang, Australia. Limnology and Oceanography 55: 1188–1200.
Viswanathan, S., K. A. Voss, A. Pohlman, D. Gibson & J. Purohit, 2010. Evaluation of the biocriteria of streams in the San Diego Hydrologic Region. Journal of Environmental Engineering 136: 627–637.
Voss, K. A., A. Pohlman, S. Viswanathan, D. Gibson & J. Purohit, 2012. A study of the effect of physical and chemical stressors on biological integrity within the San Diego hydrologic region. Environmental Monitoring and Assessment 184: 1603–1616.
Wang, S., X. Qian, B.-P. Han, L.-C. Luo & D. P. Hamilton, 2012. Effects of local climate and hydrological conditions on the thermal regime of a reservoir at Tropic of Cancer, in southern China. Water Research 46: 2591–2604.
Wantzen, K. M., W. J. Junk & K. O. Rothhaupt, 2008. An extension of the floodpulse concept (FPC) for lakes. Hydrobiologia 613: 151–170.
Welch, E. B. & G. D. Cooke, 1995. Internal phosphorus loading in shallow lakes: Importance and control. Lake and Reservoir Management 11: 273–281.
Western Regional Climate Center (WRCC), 2013. Climate data [available on internet at http://www.wrcc.dri.edu/climate-summaries/]. Accessed September 10, 2013.
Wetzel, R. G., 2001. Limnology of lake and river ecosystems, 3rd ed. Academic, San Diego, CA, USA.
White, E., 1991. Effects of threadfin shad, dorosoma petenense, on largemouth bass, micropterus salmoides, and zooplankton in San Diego County reservoirs. M.S. Thesis. San Diego State University.
White, M. S., M. A. Xenopoulos, K. Hogsden, R. A. Metcalfe & P. J. Dillon, 2008. Natural lake level fluctuation and associated concordance with water quality and aquatic communities within small lakes of the Laurentian Great Lakes region. Hydrobiologia 613: 21–31.
Wright, R. F., 1976. Impact of forest fire on nutrient influxes to small lakes in northeastern Minnesota. Ecology 57: 649–663.
Zohary, T. & I. Ostrovsky, 2011. Ecological impacts of excessive water level fluctuations in stratified freshwater lakes. Inland Waters 1: 47–59.
Acknowledgments
We thank Jeff Pasek from the City of San Diego Water Department for providing the bulk of the data used in this study and for comments that helped with interpretation of the analyses. We also thank two anonymous reviewers for thoughtful comments. This study was supported by Agriculture and Food Research Initiative Competitive Grant No. 2011-38422-31204 from the United States Department of Agriculture National Institute of Food and Agriculture.
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Lee, R.M., Biggs, T.W. Impacts of land use, climate variability, and management on thermal structure, anoxia, and transparency in hypereutrophic urban water supply reservoirs. Hydrobiologia 745, 263–284 (2015). https://doi.org/10.1007/s10750-014-2112-1
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DOI: https://doi.org/10.1007/s10750-014-2112-1