Probabilistic Model of Ammonia and Toxicity Status for Urban Lake
Publication: Journal of Water Resources Planning and Management
Volume 127, Issue 5
Abstract
The development of a probabilistic modeling framework to conduct a priori simulations (forecasts) of the concentration of total ammonia (T-NH3) and status with respect to toxicity standards and criteria is documented for ammonia-polluted Onondaga Lake, Syracuse, N.Y. This framework utilizes a previously tested mass balance nitrogen model, long-term (27 year) simulations, and the Monte Carlo technique. Variability is accommodated, based on long-term records, for several parameters and forcing conditions, including (1) tributary runoff, (2) in-lake vertical mixing, (3) in-lake rate of nitrification, (4) T-NH3 concentration in the effluent of a wastewater-treatment plant, (5) lake pH, and (6) lake temperature. The probabilistic framework performed well in simulating the broad variations in T-NH3 concentrations observed in the lake over a 6-year period (1989–1994). The major sources of the observed interannual variability in the lake's T-NH3 pool are demonstrated to be natural variations in runoff and the irregular occurrence of “nitrification events” during fall mixing. Predictions are presented in the form of frequency distributions of T-NH3 concentrations and violations/exceedances of the standard/criterion, consistent with the format of U.S. Environmental Protection Agency toxicity criteria. Application of the probabilistic model is recommended for the total maximum daily load analysis that will establish the T-NH3 limit for the wastewater-treatment plant effluent.
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References
1.
Auer, M. T., and Effler, S. W. (1989). “Variability in photosynthesis: Impact on DO models.”J. Envir. Engrg., ASCE, 115(5), 944–963.
2.
Bierman, V. J., and Dolan, D. M. (1986). “Modeling of phytoplankton in Saginaw Bay: II. Post-audit phase.”J. Envir. Engrg., ASCE, 112(2), 415–429.
3.
Brezonik, P. L. ( 1972). “Nitrogen: Sources and transformations in natural waters.” Nutrients in Natural Waters, H. E. Allen and T. R. Kramer, eds., Wiley, New York, 1–50.
4.
Brooks, C. M., and Effler, S. W. ( 1990). “Distribution of nitrogen species in polluted Onondaga Lake. N.Y., USA.” Water Air Soil Pollution, 52, 247–262.
5.
Canale, R. P., DePalma, L. M., and Vogel, H. ( 1976). “Plankton-based food web model for Lake Michigan.” Modeling biochemical processes in aquatic ecosystems, R. P. Canale, ed., Ann Arbor Science, Ann Arbor, Mich.
6.
Canale, R. P., and Effler, S. W. ( 1989). “Stochastic phosphorus model for Onondaga Lake.” Water Res., 23, 1009–1016.
7.
Canale, R. P., Gelda, R. K., and Effler, S. W. ( 1996). “Development and testing of nitrogen model for Onondaga Lake, N.Y.” Lake and Reservoir Mgmt., 12, 151–164.
8.
Chapra, S. C. ( 1997). Surface water-quality modeling, McGraw-Hill, New York.
9.
DiToro, D. M., and Connolly, J. P. ( 1980). “Mathematical models of water quality in large lakes. Part 2: Lake Erie.” EPA-600/3-80-065. U.S. Environmental Protection Agency, Duluth, Minn.
10.
Doerr, S. M., Canale, R. P., and Effler, S. W. ( 1996). “Development and testing of total phosphorus model for Onondaga Lake, N.Y.” Lake and Reservoir Mgmt., 12(1), 141–150.
11.
Driscoll, C. T., Effler, S. W., and Doerr, S. M. ( 1994). “Changes in inorganic carbon chemistry and deposition of Onondaga Lake, New York.” Envir. Sci. and Technol., 28(7), 1211–1218.
12.
Effler, S. W. ( 1996). Limnological and engineering analysis of polluted urban lake. Prelude to environmental management of Onondaga Lake, New York, Springer, New York.
13.
Effler, S. W., and Doerr, S. M. ( 1996). “Water quality model evaluations for scenarios of loading reductions and diversion of domestic waste around Onondaga Lake.” Lake and Reservoir Mgmt., 12(1), 181–193.
14.
Effler, S. W., and Harnett, G. ( 1996). “Background.” Limnological and engineering analysis of polluted urban lake; Prelude to environmental management of Onondaga Lake, New York, S. W. Effler, ed., Springer, New York. 1–13.
15.
Effler, S. W., and Hennigan, R. D. ( 1996). “Onondaga Lake, New York: Legacy of pollution.” Lake and Reservoir Mgmt., 12(1), 1–13.
16.
Effler, S. W., and Owens, E. M. (1986). “Impact of lake acidification on stratification.”J. Envir. Engrg., ASCE, 111(6), 822–832.
17.
Effler, S. W., and Owens, E. M. ( 1996). “Density stratification in Onondaga Lake: 1968–1994.” Lake and Reservoir Mgmt., 12(1), 25–33.
18.
Effler, S. W., and Whitehead, K. A. ( 1996). “Tributaries and discharges.” Limnological and engineering analysis of polluted urban lake. Prelude to environmental management of Onondaga Lake, New York. S. W. Effler, ed., Springer, New York, 97–199.
19.
Effler, S. W., Brooks, C. M., and Whitehead, K. A. ( 1996a). “Domestic waste inputs of nitrogen and phosphorus to Onondaga Lake, and water quality implications.” Lake and Reservoir Mgmt., 12(1), 127–140.
20.
Effler, S. W., Gelda, R. K., and Brooks, C. M. ( 2001). “Implications of industrial loads for ammonia pollution in an urban lake.” Water Envir. Res., 73(2), 192–203.
21.
Effler, S. W., Brooks, C. M., Auer, M. T., and Doerr, S. M. ( 1990). “Free ammonia in polluted hypereutrophic urban lake.” J. Water Pollution Control Fed., 62(6), 771–779.
22.
Effler, S. W., Owens, E. M., Schimel, K., and Dobi, J. (1986). “Weather-based variations in thermal stratification.”J. Hydr. Engrg., ASCE, 112(2), 159–165.
23.
Effler, S. W., Perkins, M. G., Whitehead, K. A., and Romanowicz, E. A. ( 1996b). “Ionic inputs to Onondaga Lake: Origins, character, and changes.” Lake and Reservoir Mgmt., 12(1), 15–23.
24.
Effler, S. W., Brooks, C. M., Address, J. M., Doerr, S. M., Storey, M. L., and Wagner, B. A. ( 1991). “Pollutant loadings from solvay waste beds to lower Ninemile Creek, NY.” Water Air Soil Pollution, 55, 427–444.
25.
Emerson, K., Russo, R. C., Lund, R. E., and Thurston, R. V. ( 1975). “Aqueous ammonia equilibrium calculations: Effect of pH and temperature.” J. Fisheries Res. Board of Canada, 32(11), 2379–2383.
26.
Gelda, R. K., Effler, S. W., and Brooks, C. M. ( 1999). “Nitrite and two stages of nitrification in nitrogen polluted Onondaga Lake, N.Y.” J. Envir. Qual., 28(5), 1505–1517.
27.
Gelda, R. K., Brooks, C. M., Effler, S. W., and Auer, M. T. ( 2000). “Interannual variations in nitrification in hypereutrophic urban lake: Occurrences and implications.” Water Res., 34(4), 1107–1118.
28.
Hall, G. H. ( 1986). “Nitrification in lakes.” Nitrification, J.I. Prosser, ed., IRL Press, Washington, D.C., 127–156.
29.
Harris, G. P. ( 1986). Phytoplankton ecology, structure, function, and fluctuation, Chapman and Hall, New York.
30.
Heber, M., and Ballentine, K. ( 1992). “Memorandum to water quality standards coordinators: Ammonia toxicity criteria.” U.S. Environmental Protection Agency, Washington, D.C.
31.
Johnson, A. H. ( 1979). “Estimating solute transport in streams from grab samples.” Water Resour. Res., 15(5), 1224–1228.
32.
Lam, D. C., Schertzer, W. M., and Fraser, A. S. ( 1987). “Oxygen depletion in Lake Erie: Modeling physical, chemical, and biological interactions, 1972 and 1979.” J. Great Lakes Res., 13(4), 770–781.
33.
Manczak, H., and Florczyk, L. ( 1971). “Interpretation of results from studies of pollution of surface flowing waters.” Water Res., 5(3), 575–584.
34.
Matthews, D. A., Brooks, C. M., and Effler, S. W. ( 2000). “Ammonia and toxicity criteria in polluted Onondaga Lake, New York.” Water Envir. Res., 72(6), 731–741.
35.
Messer, J. J., Ho, J., and Grenney, W. J. ( 1984). “Ionic strength correction for extent of ammonia ionization in freshwater.” Canadian J. Fisheries and Aquatic Res., 41(3), 811–815.
36.
Nikolaidis, N. P., Rajaram, H., Schneor, J. L., and Georgakakos, K. P. ( 1988). “Generalized soft water acidification model.” Water Resour. Res., 24(7), 1983–1996.
37.
Owens, E. M., and Effler, S. W. ( 1989). “Changes in stratification in Onondaga Lake, N.Y.” Water Resour. Bull., 25(3), 587–597.
38.
Owens, E. M., et al. ( 1998). “A strategy for reservoir model forecasting based on historic meteorological conditions.” Lake and Reservoir Mgmt., 14(2/3), 322–331.
39.
Rowell, C. ( 1996). “Paleolimnology of Onondaga Lake: History of anthropogenic impacts on lake water quality.” Lake and Reservoir Mgmt., 12(1), 35–45.
40.
Stauffer, R. E. ( 1985). “Relationships between phosphorus loading and trophic state in calcareous lakes of southeast Wisconsin.” Limnology and Oceanography, 30(1), 123–145.
41.
Stefan, H. G., Hondzo, M., and Fang, X. ( 1993). “Lake and quality modeling for projected future eliminate scenarios.” J. Envir. Quality, 22(2), 417–431.
42.
Tango, P. J., and Ringler, N. H. ( 1996). “Role of pollution and external refugia in structuring the Onondaga Lake fish community.” Lake and Reservoir Mgmt., 12(1), 81–90.
43.
Thomann, R. V., and Mueller, J. A. ( 1987). Principles of surface water quality modeling and control, Harper & Row, New York.
44.
U.S. Environmental Protection Agency (EPA). ( 1985). “Ambient water quality criteria for ammonia—1984.” Office of Water Regulations and Standards Criteria and Standards Division, Washington, D.C.
45.
U.S. Environmental Protection Agency (EPA). ( 1991a). “Guidance for water quality-based decisions: TMDL process.” Rep. No. EPA-440-4-91-001, Ofc. of Water, Washington, D.C.
46.
U.S. Environmental Protection Agency (EPA) ( 1991b). “Technical support document for water quality-based toxics control.” Rep. No. EPA-505-2-90-001, Ofc. of Water, Washington, D.C.
47.
U.S. Environmental Protection Agency (EPA). ( 1996). “Ammonia criteria.” Water Quality Criteria and Standards Newsletter, Rep. No. EPA-823-N-96-001, Ofcs. of Water, Washington, D.C., January.
48.
U.S. Environmental Protection Agency (EPA). ( 1998). “Update of ambient water quality criteria for ammonia.” Rep. No. EPA822-R-98-008, Ofc. of Water Regulations and Standards Criteria and Standards Div., Washington, D.C.
49.
U.S. Environmental Protection Agency (EPA). ( 1999). “Update of ambient water quality criteria for ammonia.” Ofc. of Water Regulations and Standards Criteria and Standards Div., Washington, D.C. (in press).
50.
Vollenweider, R. A. ( 1974). “Manual on methods for measuring primary production in aquatic environments.” IBP Handbook No. 12, 2nd ed., Blackwell Scientific, Oxford, U.K.
51.
Wetzel, R. G. ( 1983). Limnology, 2nd ed., Saunders College, New York.
52.
Wickman, T. R. ( 1996). “Modeling and measurement of nitrogen diagenesis and ammonia release from sediments of hypereutrophic lake.” MS thesis. Dept. of Civ. and Envir. Engrg., Michigan Technological University, Houghton, Mich.
Information & Authors
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Published In
Journal of Water Resources Planning and Management
Volume 127 • Issue 5 • October 2001
Pages: 337 - 347
History
Received: Nov 23, 1999
Published online: Oct 1, 2001
Published in print: Oct 2001
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