Technical Papers
Aug 13, 2019

Stochastic Evaluation of Disinfection Performance in Large-Scale Open-Channel UV Photoreactors

Publication: Journal of Environmental Engineering
Volume 145, Issue 10

Abstract

Numerical models based on integrated applications of computational fluid dynamics and fluence rate field models (CFD-I models) are often used to simulate process performance in ultraviolet (UV) disinfection systems and other photoreactors. However, the predictions of these models are often presented as deterministic endpoints, whereas actual performance in these systems is variable. The central hypothesis of this research was that CFD-I models can be applied via a stochastic approach [Monte Carlo (MC) simulations] to simulate process performance of large-scale UV disinfection reactors including variability, by allowing appropriate variations in input variables, including UV dose-response behavior of target or challenge microbes, as well as the initial microbial count. The results of these stochastic simulations indicated that variability in E. coli dose-response model parameters and initial viable E. coli concentration play important roles in the variability among predictions of disinfection efficacy. MC simulation predictions indicated that the likelihood of violating the regulatory permits for viable E. coli concentration for a large-scale UV disinfection system was negligible for many operating conditions that span the range of common use, which suggests that it may be possible to reduce the amount of UV power applied in treatment, hence reducing input electrical power while retaining compliance with treatment objectives.

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Acknowledgments

This work was funded by Citizen’s Water and United Water though their expansion and upgrading plans in Belmont and Southport WWTPS in Indianapolis, Indiana, and by the Water Environment & Reuse Foundation (previously the Water Environment Research Foundation, WERF). The authors wish to express gratitude to Mr. O. Karl Scheible, whose advice, insights, and experience were critical to the initiation of this project. The authors would like to sincerely acknowledge Daphne Chiu, Bruno Ferran, Wei Yang, Andrey Tkachev for their contributions in this research project.

References

Ahmed, Y. M. 2017. “Stochastic evaluation of disinfection performance in large-scale, open-channel UV photoreactors.” Ph.D. thesis, Lyles School of Civil Engineering, Purdue Univ.
Ahmed, Y. M., M. Jongewaard, M. Li, and E. R. Blatchley, III. 2018. “Raytracing for fluence rate simulations in ultraviolet photoreactors.” Environ. Sci. Technol. 52 (8): 4738–4745. https://doi.org/10.1021/acs.est.7b06250.
Asadollahfardi, G., M. Noori, M. Asadi, and M. Taherioun. 2018. “The comparison of discrete ordinate and Monti Carlo methods in solving of radiation transfer equations in a heterogeneous reactor.” J. Water Supply Res. Tecnol. 67 (1): 109–118. https://doi.org/10.2166/aqua.2017.058.
Blatchley, E. R., III. 1997. “Numerical modelling of UV intensity: Application to collimated-beam reactors and continuous-flow systems.” Water Res. 31 (9): 2205–2218. https://doi.org/10.1016/S0043-1354(97)82238-5.
Blatchley, E. R., III. et al. 2006. “Dyed microspheres for quantification of UV dose distributions: Photochemical reactor characterization by Lagrangian actinometry.” J. Environ. Eng. 132 (11): 1390–1403. https://doi.org/10.1061/(ASCE)0733-9372(2006)132:11(1390).
Blatchley, E. R., III, Z. Do-Quang, M. Janex, and J. Laîné. 1998. “Process modelling of ultraviolet disinfection.” Water Sci. Technol. 38 (6): 63–69. https://doi.org/10.2166/wst.1998.0237.
Blatchley, E. R., III, C. Shen, O. Scheible, J. Robinson, K. Ragheb, D. Bergstrom, and D. Rokjer. 2008. “Validation of large-scale, monochromatic UV disinfection systems using dyed microspheres.” Water Res. 42 (3): 677–688. https://doi.org/10.1016/j.watres.2007.08.019.
Bolton, J. R. 2000. “Calculation of ultraviolet fluence rate distributions in an annular reactor: Significance of refraction and reflection.” Water Res. 34 (13): 3145–3324. https://doi.org/10.1016/S0043-1354(00)00087-7.
Chen, J., B. Deng, and C. N. Kim. 2011. “Computational fluid dynamics (CFD) modeling of UV disinfection in a closed-conduit reactor.” Chem. Eng. Sci. 66 (21): 4983–4990. https://doi.org/10.1016/j.ces.2011.06.043.
Chiu, K., D. A. Lyn, P. Savoye, and E. R. Blatchley, III. 1999. “Integrated UV disinfection model based on particle tracking.” J. Environ. Eng. 125 (1): 7–16. https://doi.org/10.1061/(ASCE)0733-9372(1999)125:1(7).
Dennis, H., and C. Duncan. 2003. First steps in research and statistics: A practical workbook for psychology students. London: Routledge.
Do-Quang, Z., R. Djebbar, E. R. Blatchley, III, and J. Laîné. 1997. “Computational fluid dynamics (CFD) modeling of UV disinfection reactor performances: Optimization of the flow in vertical lamps open channel.” In Proc., CSCE-ASCE Environment Engineering Conf. Reston, VA: ASCE.
Duran, J., M. Mohseni, and F. Taghipour. 2010. “Modeling of annular reactors with surface reaction using computational fluid dynamics (CFD).” Chem. Eng. Sci. 65 (3): 1201–1211. https://doi.org/10.1016/j.ces.2009.09.075.
Elyasi, S., and F. Taghipour. 2006. “Simulation of UV photoreactor for water disinfection in Eulerian framework.” Chem. Eng. Sci. 61 (14): 4741–4749. https://doi.org/10.1016/j.ces.2006.03.010.
EPA. 2006. Ultraviolet disinfection guidance manual for the final long term 2 enhanced surface water treatment rule. Washington, DC: EPA.
Everitt, B. S., and A. Skrondal. 2010. The Cambridge dictionary of statistics. 4th ed. New York: Cambridge University Press.
Janex, M. L., P. Savoye, Z. Do-Quang, E. R. Blatchley, III, and J. Laîné. 1998. “Impact of water quality and reactor hydrodynamics on watewater disinfection by UV use of CFD modeling for performance optimization.” Water Sci. Technol. 38 (6): 71–78. https://doi.org/10.2166/wst.1998.0238.
Lashak, A. B., M. Zare, H. Abdei, and M. Y. Radan. 2009. “The application of coefficient of variations in earthquake forecasting.” J. Seismol. Earthquake Eng. 11 (2): 55–62.
Lawryshyn, Y. A., and P. P. Maka. 2011. “An assessment of the checkpoint bioassay concept for full scale wastewater UV reactor validation.” Water Sci. Technol. 64 (1): 43–49. https://doi.org/10.2166/wst.2011.508.
LeBlanc, D. C. 2004. Vol. 2 of Statistics: Concepts and applications for science. Boston: Jones & Bartlett Learning.
Liu, D., J. Ducoste, S. Jin, and K. Linden. 2004. “Evaluation of alternative fluence rate distribution models.” J. Water Supply. Res. Tecnol. 53 (6): 391–408. https://doi.org/10.2166/aqua.2004.0031.
Liu, D., Ch. Wu, K. Linden, and J. Ducoste. 2007. “Numerical simulation of UV disinfection reactors: Evaluation of alternative turbulence models.” Appl. Math. Modell. 31 (9): 1753–1769.
Lyn, D. A. 2004. “Steady and unsteady simulations of turbulent flow and transport in ultraviolet disinfection channels.” J. Hydraul. Eng. 130 (8): 762–770. https://doi.org/10.1061/(ASCE)0733-9429(2004)130:8(762).
Lyn, D. A., and E. R. Blatchley, III. 2005. “Numerical computational fluid dynamics-based models of ultraviolet disinfection channels.” J. Environ. Eng. 131 (6): 838–849. https://doi.org/10.1061/(ASCE)0733-9372(2005)131:6(838).
Lyn, D. A., K. Chiu, and E. R. Blatchley, III. 1999. “Numerical modeling of flow and disinfection in UV disinfection channels.” J. Environ. Eng. 125 (1): 17–26. https://doi.org/10.1061/(ASCE)0733-9372(1999)125:1(17).
Lyssandridou, A. A., D. A. Lyn, and E. R. Blatchley, III. 2002. “Numerical modeling of process behavior in ultraviolet disinfection systems.” In Proc., Disinfection 2002, Water Environment Federation. Alexandria, VA: Water Environment Federation.
Moreira del Rio, J. 2011. “Photocatalytic degradation of phenolic compounds in water: Irradiation and kinetic modelling.” Ph.D. thesis, Graduate Program in Chemical and Biochemical Engineering, Univ. of Western Ontario.
Naunovic, Z., C. Shen, D. Lyn, and E. R. Blatchley, III. 2005. “Modeling and design of an ultraviolet water disinfection system.” SAE Trans. 114 (Jan): 554–562.
Nelsen, R. B. 2007. An introduction to copulas. 2nd ed. New York: Springer.
NWRI (National Water Research Institute). 2012. Ultraviolet disinfection: Guidlines for drinking water and water reuse. 3rd ed. Fountain Valley, CA: NWRI.
Ortiz, A. P. 2014. “Variability in UV disinfection of municipal wastewater.” MS thesis, Lyles School of Civil Engineering, Purdue Univ.
Pennell, K., A. Aronson, and E. R. Blatchley, III. 2007. “Phenotypic persistence and external shielding ultraviolet radiation inactivation kinetic model.” J. Appl. Microbiol. 104 (4): 1192–1202.
Peplinski, D. K., and J. J. Ducoste. 2002. “Modeling of disinfection contactor hydraulics under uncertainty.” J. Environ. Eng. 128 (11): 1056–1067. https://doi.org/10.1061/(ASCE)0733-9372(2002)128:11(1056).
Saha, R. K. 2013. “Numerical simulation of an open channel ultraviolet waste-water disinfection reactor.” Master thesis, Graduate Program in Mechanical and Materials Engineering, Univ. of Western Ontario.
Saha, R. K., Ch. Zhang, and M. B. Ray. 2015. “Similitude in an open-channel UV wastewater disinfection reactor.” J. Environ. Eng. 141 (3): 04014065. https://doi.org/10.1061/(ASCE)EE.1943-7870.0000902.
Saltelli, A., and P. Annoni. 2010. “How to avoid a perfunctory sensitivity analysis.” Environ. Modell. Software 25 (12): 1508–1517.
Santoro, D., C. Ferdinando, R. Giuseppe, R. Mehrdad, and H. Charles. 2015. “Non-deterministic CFD modeling of Escherichia coli inactivation by peracetic acid in municipal wastewater contact tanks.” Environ. Sci. Technol. 49 (12): 7265–7275. https://doi.org/10.1021/es5059742.
Shen, C., S. Fang, D. Bergstrom, and E. R. Blatchley, III. 2005. “Cytidine as a chemical actinometer for germicidal UV radiation.” Environ. Sci. Technol. 39 (10): 3826–3832. https://doi.org/10.1021/es049120n.
Shen, C., O. Scheible, P. Chan, A. Mofidi, T. Yun, C. Lee, and E. R. Blatchley, III. 2009. “Validation of medium-pressure UV disinfection reactors by Lagrangian actinometry using dyed.” Water Res. 43 (1): 1370–1380. https://doi.org/10.1016/j.watres.2008.12.028.
Sklar, A. 1996. “Random variables, distribution functions, and copulas: A personal look backward and forward. Distributions with fixed marginals and related topics.” Accessed December 1, 2016. https://projecteuclid.org/euclid.lnms/1215452606.
Sozzi, D. A., and F. Taghipour. 2006. “Computational and experimental study of annular photo-reactor hydrodynamics.” Int. J. Heat Fluid Flow 27 (6): 1043–1053. https://doi.org/10.1016/j.ijheatfluidflow.2006.01.006.
Sultan, T. 2016. “Numerical study of the effects of lamp configuration and reactor wall roughness in an open channel water disinfection UV reactor.” Chemosphere 155 (Jul): 170–179. https://doi.org/10.1016/j.chemosphere.2016.04.050.
Taghipour, F., and A. Sozzi. 2005. “Modeling and design of ultraviolet reactors for disinfection by-product precursor removal.” Desalination 176 (1–3): 71–80. https://doi.org/10.1016/j.desal.2004.10.025.
Wols, B. A., J. A. Hofman, L. C. Rietveld, W. Uijttewaal, G. S. Stelling, and J. C. van Dijk. 2010. CFD modelling of ozone contactors and UV systems. Delft, Netherlands: Delft Univ. of Technology.
Yue, W., C.-L. Lin, and V. C. Patel. 2003. Numerical investigations of turbulent free surface flows using level set method and large Eddy simulation. Iowa City: College of Engineering, Univ. of Iowa.

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Go to Journal of Environmental Engineering
Journal of Environmental Engineering
Volume 145Issue 10October 2019

History

Received: Oct 31, 2018
Accepted: Jan 18, 2019
Published online: Aug 13, 2019
Published in print: Oct 1, 2019
Discussion open until: Jan 13, 2020

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Postdoctoral Research Associate, Lyles School of Civil Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907-2051. ORCID: https://orcid.org/0000-0003-0339-0748. Email: [email protected]
Angela P. Ortiz [email protected]
Environmental Engineer 2, CDM Smith, 800 Brickell Ave., Miami, FL 33131. Email: [email protected]
Lee A. Rieth Professor in Environmental Engineering, Lyles School of Civil Engineering and Division of Environmental and Ecological Engineering, Purdue Univ., 550 Stadium Mall Dr., West Lafayette, IN 47907-2051 (corresponding author). ORCID: https://orcid.org/0000-0002-4561-8635. Email: [email protected]

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