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Characterization and Statistical Modeling of Bacterial (Escherichia coli) Outflows from Watersheds that Discharge into Southern Lake Michigan

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Abstract

Two watersheds in northwestern Indiana were selected for detailed monitoring of bacterially contaminated discharges (Escherichia coli) into Lake Michigan. A large watershed that drains an urbanized area with treatment plants that release raw sewage during storms discharges into Lake Michigan at the outlet of Burns Ditch. A small watershed drains part of the Great Marsh, a wetland complex that has been disrupted by ditching and limited residential development, at the outlet of Derby Ditch. Monitoring at the outlet of Burns Ditch in 1999 and 2000 indicated that E. coli concentrations vary over two orders of magnitude during storms. During one storm, sewage overflows caused concentrations to increase to more than 10,000 cfu/100 mL for several hours. Monitoring at Derby Ditch from 1997 to 2000 also indicated that E. coli concentrations increase during storms with the highest concentrations generally occurring during rising streamflow. Multiple regression analysis indicated that 60% of the variability in measured outflows of E. coli from Derby Ditch (n = 88) could be accounted for by a model that utilizes continuously measured rainfall, stream discharge, soil temperature and depth to water table in the Great Marsh. A similar analysis indicated that 90% of the variability in measured E. coli concentrations at the outlet of Burns Ditch (n = 43) during storms could be accounted for by a combination of continuously measured water-quality variables including nitrate and ammonium. These models, which utilize data that can be collected on a real-time basis, could form part of an Early Warning System for predicting beach closures.

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References

  • American Public Health Association: 1998, ‘Standand Methods for the Examination of Water and Waste Water.’ 20th Ed. APHA, Washington, D.C.

    Google Scholar 

  • Cochrane, D. and Orcutt, D. H.: 1949, ‘Application of Least Squares Regression to Relationships Containing Autocorrelated Error Terms’, Journal of the American Statistical Association 44, 23–61.

    Google Scholar 

  • Kittrell, F. W. and Furfari, S. A.: 1963, ‘Observations of Coliform Bacteria in Streams’, Journal of the Water Pollution Control Federation 35, 1361–1384.

    Google Scholar 

  • Kunkle, S. H.: 1970, ‘Sources and Transport of Bacterial Indicators in Rural Streams’, Proceedings of the Symposium on Interdisciplinary Aspects of Watershed Management, August 3–7, 1970, Montana State University, Bozeman, MT, pp. 106–132.

    Google Scholar 

  • Kunkle, S. H. and Meiman, J. R.: 1967, ‘Water Quality of Mountain Watersheds’, Hydrology Paper No. 21, Colorado State University, Ft. Collins, CO.

    Google Scholar 

  • Matson, E. A., Homer, S. G. and Buck, J. D.: 1978, ‘Pollution Indicators and other Micro-organisms in River Sediment’, Journal of the Water Pollution Control Federation 50, 13–19.

    CAS  Google Scholar 

  • McDonald, A. and Kay, D.: 1981, D.: 1981, ‘Enteric Bacterial Concentrations in Reservoir Feeder Streams: Baseflow Characteristics and Response to Hydrograph Events’, Water Research 15, 961–968.

    Article  Google Scholar 

  • McDonald, A., Kay, D. and Jenkins, A.: 1982, ‘Generation of Fecal and Total Coliform Surges by Stream Flow Manipulation in the Absence of Normal Hydrometeorological Stimuli’, Applied and Environmental Microbiology 44 (2), 292–300.

    CAS  Google Scholar 

  • Robertson, W. D., Cherry, J. A. and Sudicky, E. A.: 1991, ’Ground-Water Contamination from Two Small Septic Systems on Sand Aquifers, Ground Water 29(1), 82–92.

    Article  Google Scholar 

  • Solo-Gabriele, H. M., Wolfert, M. A., Desmarias, T. R. and Palmer, C. J.: 2000, ‘Sources of Escherichia coil in a Coastal Subtropical Environment’, Applied Environmental Microbiology 66, 230–237.

    Article  CAS  Google Scholar 

  • Thomas, J, C.: 2001, ‘Relationships Between Suspended Solids, Water Quality Parameters, and E.coli Concentrations in Streamflow Discharging into Southem Lake Michigan, at the Outlet of Burns Ditch, Portage, Indiana, Unpublished Master’s Thesis, Indiana University, Bloomington, IN, 45 pp.

    Google Scholar 

  • Toranzos, G. A.: 1991, ‘Current and Possible Alternate Indicators of Fecal Contamination in Tropical Waters: A Short Review’, Environmental Toxicology. Water Qual. 6, 121–130.

    Article  Google Scholar 

  • U.S. EPA.: 1986, Ambient Water Quality Criteria for Bacteria-1986. Janurary 1986. EPA440/5–84002. 17 pp.

    Google Scholar 

  • Whitman, R. L., Sobat, T. A., Dustman, W. and May, S. W.: 1991, ‘Fecal Contamination Source Determination of Derby Ditch’, Unpublished Report to the Indiana Dunes National Lakeshore, 31 pp.

    Google Scholar 

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Correspondence to Greg A. Olyphant .

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Olyphant, G.A., Thomas, J., Whitman, R.L., Harper, D. (2003). Characterization and Statistical Modeling of Bacterial (Escherichia coli) Outflows from Watersheds that Discharge into Southern Lake Michigan. In: Melzian, B.D., Engle, V., McAlister, M., Sandhu, S., Eads, L.K. (eds) Coastal Monitoring through Partnerships. Springer, Dordrecht. https://doi.org/10.1007/978-94-017-0299-7_24

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  • DOI: https://doi.org/10.1007/978-94-017-0299-7_24

  • Publisher Name: Springer, Dordrecht

  • Print ISBN: 978-90-481-6203-1

  • Online ISBN: 978-94-017-0299-7

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