Using Predictive Bayesian Methods to Develop a Comparative Assessment Municipal Wastewater Disposal Methods in Southeast Florida

Authors

  • Kelley Conboy Florida Atlantic University 777 Glades Rd., Boca Raton, FL 33431
  • Mary Ellen Tuccillo Eastern Research Group 561 Virginia Rd, Bldg. 4 Concord, MA 01742
  • T. Shibata University of Northern Illinois 6 Huntington Cir #10, Naperville, IL 60540
  • Albert Muniz Hazen and Sawyer, 2101 NW Corporate Blvd, Suite 301 Boca Raton, FL 33431
  • James Hart Calvin Giordano and Associates 580 Village Blvd., Suite 325, West Plam Beach, FL 33409
  • Richard Gallant Village of Wellington 11300 Forest Hill Blvd, Wellington, FL 33414
  • Chi Ho Sham AWWA Past President 121 Washington Ave, Needam, MA 02492
  • Daniel E. Meeroff Florida Atlantic University 777 Glades Rd., Boca Raton, FL 33431
  • Frederick Bloetscher Florida Atlantic University 777 Glades Rd., Boca Raton, FL 33431
  • James D. Englehardt University of Miami, deceased P.O. Box 248294 Coral Gables, FL 33124

DOI:

https://doi.org/10.14738/aivp.123.17061

Keywords:

wastewater effluent disposal, injection well, ocean outfall, potable reuse, reclaimed water

Abstract

Predictive Bayesian methods were used to develop a comparative assessment of the risks of six effluent disposal alternatives currently or potentially available to wastewater utilities in Southeast Florida. The alternatives are: 1) deep well injection 2) ocean outfalls following secondary treatment, 3) surface water (canal) discharges following secondary wastewater treatment, filtration and nutrient removal, 4) reclaimed water (secondary treatment plus filtration and high-level disinfection, 5) indirect potable reuse (full treatment with reverse osmosis, plus ultraviolet light and advanced oxidation) and 6) direct potable reuse using reverse osmosis, ultraviolet light and advanced oxidation. Water quality data was gathered from a series of south Florid utilities, south Florida test facilities, receiving waters and other relevant locations to south Florida wastewater effluent disposal. This paper presents the conclusions regarding relative health concerns associated with these disposal alternatives. The results indicated that health risks associated with deep wells and direct potable reuse were generally lower than those of the other alternatives.

References

Aitchison, J.; and Dunsmore I.R.; (1975). Statistical Prediction Analysis, Cambridge University Press, Cambridge, UK.

Amoueyan, E., Ahmad, S., Eisenberg, J. N. S., Pecson, B., and Gerrity, D. (2017). Quantifying pathogen risks associated with potable reuse: A risk assessment case study for cryptosporidium. Water Research, 119, 252–266.

Asano, Takashi (1985), Artificial Recharge of Groundwater, Butterworth Publishers, Stoneham, MA.

Bloetscher, F.; (2001). A Risk Management Model for Finding Minimum Distance Requirements to Meet Reasonable Assurance of No Negative Impacts on Potable Water Supply Wells from Alternative Injection Well Programs, dissertation for completion of the requirements for a Ph.D. in Civil, Architectural and Environmental Engineering, University of Miami, Coral Gables, FL.

Bloetscher, F.; (2001a). Does the Current Knowledge of ASR Answer all the Necessary Questions? Groundwater Protection Council Annual Conference Proceedings – Reno NV, GWPC, Oklahoma City, OK.

Bloetscher, F. (2002). The Risk Impact of Class 1 Injection Wells on ASR Wells, Annual Forum of the Groundwater Protection Council Proceedings – San Francisco, CA, Oklahoma City, OK.

Bloetscher, F. (2003). The Impact of Location of ASR Wells on Deep Well Risk Assessment, AWWA Source Water Protection Conference – Albuquerque, NM, AWWA, Denver, CO.

Bloetscher, F.; (2019). Public Infrastructure Management: Tracking Inevitable Asset Challenges and Increasing System Resiliency, JRoss, Plantation, FL

Bloetscher, F. (2019a). Using predictive Bayesian Monte Carlo- Markov Chain methods to provide a probablistic solution for the Drake equation. Acta Astronautica, Volume 155, p. 118-130

Bloetscher, F.; Englehardt, J.D.; Chin, D.A.; Rose, J.B.; Tchobanoglous, G.; Amy, V.P.; and Gokgoz, S.; (2005). Comparative Assessment Municipal Wastewater Disposal Methods in Southeast Florida, Water Environment Research, Vol. 77, No., pp. 480-490.

Bloetscher, F.; and Fergen, R. E.; (2002). The Next Generation of Regulations: Pharmaceuticals as Endocrine Disruptors, ERWI Annual Conference Proceedings, ASCE, Reston, VA.

Bloetscher, F.; and Muniz, A.; (2005), Summary of Class I Injection Wells in South Florida,” GWPC Annual Meeting Proceedings, GWPC, Oklahoma, OK.

Bloetscher, F., Meeroff, D. E., Conboy, K., Sham, C. H., Fergen, R., Gallant, R., Hart, J., Shibata, T., Tuccillo, M. E., & Englehardt, J. D. (2024). Assessing relative risks of municipal wastewater disposal options for Southeast Florida. Risk Analysis, 1–21. https://doi.org/10.1111/risa.14301

Cabelli, V.J.; DuFour, A.P.; Levin, M.A.; McCabe, L.J.; and Haberman, P.W. (1979), Relationship of Microbial Indicators to Health Effects at Marine Bathing Beaches, Am. J. Public Health, Vol. 69.

CH MHill (1993), Environmental Risk and Geochemcial Analysis Related to the City of St. Petersburg’s Underground Injection and Monitoring System,.CH2MHill, Tampa, FL.

Choudri, B. S.; Charabi, Y.; and Ahmed, M.; (2018). Health effects associated with wastewater treatment, reuse and disposal. Water Environment Research, 90(10), 1759–1776.

Compagni, R.D.; Gabrielli, M.; Polesel, F.; Turolla, A.; Trapp, S.; Vezzaro, L.; and Antonelli, M.; (2020). Risk assessment of contaminants of emerging concern in the context of wastewater reuse for irrigation: An integrated modelling approach. Chemosphere, 242, 125185.

Conboy, K, (2022). Revisiting the Comparative Assessment of Municipal Wastewater Disposal Methods in Southeast Florida, A Thesis Submitted to the Faculty of the College of Engineering and Computer Science in Partial Fulfillment of the Requirements for the Degree of Master of Science degree at Florida Atlantic University, Boca Raton, FL.

Daughton, C.G.; and Ternes, T.A.; (1999). Pharmaceuticals and Personal Care Products in the Environment: Agents of Subtle Change? Environmental Health Perspectives, Vol. 107, Suppl. 6, pp. 907-938.

DEP (2006), 62-610, Florida Administrative Code.

Díaz-Garduño, B.; Pintado-Herrera, M. G.; Biel-Maeso, M.; Rueda-Márquez, J.J.; Lara-Martín, P. A.; Perales, J. A.; Manzano, M. A.; Garrido-Pérez, C.; and Martín-Díaz, M. L.; (2017). Environmental risk assessment of effluents as a whole emerging contaminant: Efficiency of alternative tertiary treatments for wastewater depuration. Water Research, 119, 136–149.

Dickin, S. K.; Schuster-Wallace, C. J.; Qadir, M.; and Pizzacalla, K.; (2016). A review of health risks and pathways for exposure to wastewater use in agriculture. Environmental Health Perspectives, 124(7), 900–909.

Englehardt, J.; (1995). Predicting Incident Size from Limited Information, Journal of Environmental Engineering, ASCE, 121(6) 455-464.

Englehardt, J.D.; (1997). Bayesian benefit-risk analysis for sustainable process design. Journal of Environmental Engineering, ASCE, 123: 71-78.

Englehardt, J., Principal Investigator; (2001). Development of an Information-Theoretic, PredictiveBayesian Dose Response Model for Assessing Microbiological Health Risks from Available Information, U.S. Environmental Protection Agency, National Center for Environmental Assessment, $24,600.

Englehardt, J.D.; Amy, V.P.; Bloetscher, F.; Chin, D.A.; Fleming, L.E.; Gokgoz, S.; Solo-Gabriele, H.; Rose, J.B.; and Tchobanoglous, G. (2001). Comparative Assessment of Human and Ecological Impacts for Municipal Wastewater Disposal Methods in Southeast Florida: Deep Wells, Ocean Outfalls, and Canal Discharges, University of Miami, Coral Gables, FL.

Englehardt, J.D.; and Lund, J.; (1993). Information Theory in Risk Analysis. Journal of Environmental Engineering, American Society of Civil Engineers, Vol. 118, No. 6, pp. 890-904. DOI: 10.1061/(ASCE)0733-9372(1992)118:6(890)

Englehardt, J.D.; and Swartout, P. (2006). Predictive Bayesian Microbial Dose-Response Assessment Based on Suggested Self-Organization in Primary Illness Response: Cryptosporidium parvum, Risk Analysis, Vol. 26, No. 2, DOI: 10.1111/j.1539-6924.2006.00745. x.

Escher, B. I.; Baumgartner, R.; Koller, M.; Treyer, K.; Lienert, J.; and McArdell, C. S. (2011). Environmental toxicology and risk assessment of pharmaceuticals from hospital wastewater. Water Research, 45(1), 75–92.

Fergen, Robert; Cooke, J. Phillip; and Huang, Hening (1994), An Overview of the Southeast Florida Ocean Outfall Experiment (SEFLOE) Phase II Study, MTS 94 Proceedings, Marine Technology Society, Washington D.C., pp. 748-Florida Administrative Code, Chapters 62-302, 62-600, 62-610, 62-528, and 62-4, www.dep.state.fl.us/ogc/documents/rules/mainrule.htm.

Garcia-Bengochea, J.I. (1983), Protecting Water Supply Aquifers in Areas Using Deep- Well Wastewater Disposal, Journal – American Water Works Association, Vol. 75, No. 6, pp. 288-291.

Gerba, C.P. and Rose, J. (1983), Estimating Viral Disease Risk from Drinking Water, In Comparative Environmental Risk Assessment, C.R. Cothern (Ed.), Lewis Publishers, Boca Raton, FL.

Haas, C. 2003, Arrivederci “Minimal Infectious Dose”: Have We Learned the Lesson Yet?, presented at the 2003

Annual Meeting of the Society for Risk Analysis, Baltimore, December 7, 2003.

Haile, Robert W.; Witte, John S.; Gold, Mark; Cressey, Ron; McGee, Charles; Millikan, Robert C.; Glasser, Alice; Harawa, Nina; Ervin, Carolyn; Harmon, Patricia; Harper, Janice; Dermand, John; Alamillo, James; Barrett, Kevin; Nides, Mitchell; and Wang, Guang-yu (1999), The Health Effects of Swimming in Ocean Water Contaminated by Storm Darin Run-off, Epidemiology, Vol. 10, pp. 355-363.

Hazen; Sawyer. (1994). SEFLOE II Final Report: Broward County Office of Environmental Services North Regional Wastewater Treatment Plant; City of Hollywood Utilities Department Southern Region Wastewater Treatment Plant; Miami-Dade Water and Sewer Department North District Wastewater Treatment Plant; Miami-Date Water and Sewer Department Central District Wastewater Treatment Plant. Hollywood (FL), Submitted to National Oceanic and Atmospheric Administration, Miami, FL.

Hernando, M.; Mezcua, M.; Fernandez-Alba, A.; and Barcelo, D.; (2005). Environmental risk assessment of pharmaceutical residues in wastewater effluents, surface waters and sediments. Talanta, 69(2), 334–342.

Hutzler and Boyle (1982), Risk Assessment in Water Reuse, In Water Reuse. E.J. Middlebrooks (Ed.), Ann Arbor Science Publishers, Ann Arbor, MI.

Hutzler and Boyle (1980), Wastewater Risk Assessment, Journal of Environmental Engineering, Vol. 106, EE5, p.

Kahout, F.A.; Meisler, H.; Meyer, F.W.; Johnston, R.H.; Leve, G.W.; and Wait, R.L. (1988), Chapter 23 -Hydrogeology of the Atlantic Continental Margin, in The Geology of North America, Volumes 1-2, The Geological Society of America, p. 463-479.

Kent, Robert T. and Bentley, Michael E. (1985), Risk Assessment of Deep Well Injection Systems,” in Proceedings: Second Canadian/American Conference on Hydrogeology - Hitchon, Brian and Trudell, Mark R., editors. National Water Well Association, Dublin OH.

Kostich, M. S.; Batt, A. L.; and Lazorchak, J. M.; (2013). Concentrations of prioritized pharmaceuticals in effluents from 50 large wastewater treatment plants in the US and implications for risk estimation. Environmental Pollution, 184, 354–359.

Link, M.; von der Ohe, P. C.; Voß, K.; and Schäfer, R. B.; (2017). Comparison of dilution factors for German wastewater treatment plant effluents in receiving streams to the fixed dilution factor from chemical risk assessment. Science of The Total Environment, 598, 805–813.

Muñoz, I.; Gómez-Ramos, M. J.; Agüera, A.; Fernández-Alba, A. R.; García-Reyes, J. F.; and Molina-Díaz, A.; (2009). Chemical evaluation of contaminants in wastewater effluents and the environmental risk of reusing effluents in agriculture. TrAC Trends in Analytical Chemistry, 28(6), 676–694.

Muriuki, C. W.; Home, P. G.; Raude, J. M.; Ngumba, E. K.; Munala, G. K.; Kairigo, P. K.; Gachanja, A. N.; and Tuhkanen, T. A.; (2020). Occurrence, distribution, and risk assessment of pharmaceuticals in wastewater and open surface drains of peri-urban areas: Case study of juja town, Kenya. Environmental Pollution, 267, 115503.

Partyka, M. L.; and Bond, R. F.; (2022). Wastewater reuse for irrigation of produce: A review of research, regulations, and risks. Science of The Total Environment, 828, 154385.

Purnell, S.; Halliday, A.; Newman, F.; Sinclair, C.; and Ebdon, J.; (2020). Pathogen infection risk to recreational water users, associated with surface waters impacted by de facto and indirect potable reuse activities. Science of The Total Environment, 722, 137799.

Regli, S., Pore, J.B.; Haas, C.N.: and Gerba, C.P. (1991), Modeling the Risk from Giardia and Viruses in Drinking Water, Journal of the American Water Works Association, Vol. 83, No. 11, pp76+.

Reynolds, Kelly A. (2000), Human Viruses Found in Groundwater Recharge Sites, Water Conditioning and Purification, Vol. 42, No. 2, pp. 148-150.

Rish, W. R.; (2005). A probabilistic risk assessment of Class I Hazardous Waste Injection wells. Underground Injection Science and Technology, 93–135.

Salgot, M.; Huertas, E.; Weber, S.; Dott, W.; and Hollender, J.; (2006). Wastewater reuse and risk: Definition of key objectives. Desalination, 187(1-3), 29–40.

Soller, J.A., Eftim S.E., Nappier, S.P. (2019). Comparison of Predicted Microbiological Human Health Risks Associated with de Facto, Indirect, and Direct Potable Water Reuse. Environ Sci Technol. 2019 Nov 19;53(22):13382-13389. doi: 10.1021/acs.est.9b02002. Epub 2019 Oct 28. PMID: 31577425; PMCID: PMC7155932.

Tanaka, H.; Takashi, A.; Schroeder, E.D., and Tchobanoglous, G. (1998), Estimating the Safety of Wastewater Reclamation and Reuse using Enteric Virus Monitoring Data, Water Environment Research, Vol. 70, No. 1, pp. 39-Teunis, P.F., Moe, C.L., Liu, P., Miller, S.E., Lindesmith, L., Baric, R.S., Le Pendu, J. and Calderon, R.L. (2008). Norwalk virus: How infectious is it? Journal of Medical Virology, 80 (8), 1468-1476. https://doi.org/10.1002/jmv.21237

Tušer, I.; and Oulehlová, A.; (2021). Risk assessment and sustainability of Wastewater Treatment Plant Operation. Sustainability, 13(9), 5120.

USEPA (2001), Class I Underground Injection Control Program: Study of the Risks Associated with Class I Underground Injection Wells, EPA 816-R-01-007, http://www.epa.gov/safewater/uic/classi.html.

Yates, Marylynn V. 2014. Rotavirus in Microbiology of Waterborne Diseases (Second Edition), Steven L Percival (Editor), Marylynn V Yates (Editor), Dr David Williams BSC (Hons) PhD (Editor), Rachel Chalmers (Editor), Nicholas Gray (Editor).American Medical Association, Chicago, IL.

Zhiteneva, V.; Carvajal, G.; Shehata, O.; Hübner, U.; and Drewes, J. E.; (2021). Quantitative microbial risk assessment of a non-membrane based indirect potable water reuse system using Bayesian networks. Science of The Total Environment, 780, 146462.

Downloads

Published

2024-06-10

How to Cite

Conboy, K., Tuccillo, M. E., Shibata, T., Muniz, A., Hart, J., Gallant, R., … Englehardt, J. D. (2024). Using Predictive Bayesian Methods to Develop a Comparative Assessment Municipal Wastewater Disposal Methods in Southeast Florida. European Journal of Applied Sciences, 12(3), 247–265. https://doi.org/10.14738/aivp.123.17061