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Technical Papers
Feb 8, 2022

Appraisal of Steady-State Stormwater Control Measure Pollutant Removal Models within a Dynamic Stormwater Routing Framework

Publication: Journal of Water Resources Planning and Management
Volume 148, Issue 4

Abstract

In this study, three different stormwater control measures (SCMs) pollutant removal models, consisting of the linear regression model, modified Fair and Geyer (MFG) model, and k-C* model, were simulated under both steady-state and dynamic hydraulic conditions to evaluate how applying those models to a dynamic modeling framework will affect pollutant removal outputs. Uncertainty of the SCM models was also evaluated using Monte Carlo (MC) and first-order variance estimation (FOVE) approaches. The SCM models were calibrated to data from the International Stormwater Best Management Practices (BMP) database assuming steady-state hydraulic conditions for each event, then applied to the dynamic modeling framework with variable hydraulic conditions dictated by runoff generated from the dynamic watershed model. The linear regression model generated the same pollutant removal results under both steady-state and dynamic conditions. However, both the MFG and k-C* models underestimated pollutant removal by 20%–90% under dynamic modeling conditions. In terms of uncertainty, the FOVE method generated prediction intervals that were smaller than the MC method, with 95th percentile outputs generally being 5%–20% lower using FOVE, compared to MC. The smaller prediction intervals generated by the FOVE method partially compensated for the lower pollutant removal generated by the MFG and k-C* models under dynamic modeling conditions, such that the 95th percentile outputs generated using MC and steady-state assumptions were very similar to those generated using FOVE and dynamic modeling.

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Data Availability Statement

All data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

This work was supported by the National Science Foundation (NSF) Sustainability Research Network Cooperative Agreement No. 1444758.

References

Aguilar, M. F., and R. L. Dymond. 2019. “Evaluation of stormwater control measure performance uncertainty.” J. Environ. Eng. 145 (10): 04019060. https://doi.org/10.1061/(ASCE)EE.1943-7870.0001590.
Ahmadisharaf, E., R. A. Camacho, H. X. Zhang, M. M. Hantush, and Y. M. Mohamoud. 2019. “Calibration and validation of watershed models and advances in uncertainty analysis in TMDL studies.” J. Hydrol. Eng. 24 (7): 03119001. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001794.
ASCE. 1998. Urban runoff quality management. Reston, VA: ASCE.
Avellaneda, P., T. Ballestero, R. Roseen, and J. Houle. 2010. “Modeling urban storm-water quality treatment: Model development and application to a surface sand filter.” J. Environ. Eng. 136 (1): 68–77. https://doi.org/10.1061/(ASCE)EE.1943-7870.0000124.
Avellaneda, P., T. P. Ballestero, R. M. Roseen, and J. J. Houle. 2009. “On parameter estimation of urban storm-water runoff model.” J. Environ. Eng. 135 (8): 595–608. https://doi.org/10.1061/(ASCE)EE.1943-7870.0000028.
Barrett, M. E. 2005. “Performance comparison of structural stormwater best management practices.” Water Environ. Res. 77 (1): 78–86. https://doi.org/10.2175/106143005X41654.
Barrett, M. E. 2008. “Comparison of BMP performance using the international BMP database.” J. Irrig. Drain. Eng. 134 (5): 556–561. https://doi.org/10.1061/(ASCE)0733-9437(2008)134:5(556).
Bates, B. C., and L. R. Townley. 1988. “Nonlinear, discrete flood event models, 3. Analysis of prediction uncertainty.” J. Hydrol. 99 (1–2): 91–101. https://doi.org/10.1016/0022-1694(88)90080-7.
Bell, C. D., J. M. Wolfand, C. L. Panos, A. S. Bhaskar, R. L. Gilliom, T. S. Hogue, K. G. Hopkins, and A. J. Jefferson. 2020. “Stormwater control impacts on runoff volume and peak flow: A meta-analysis of watershed modelling studies.” Hydrol. Process. 34 (14): 3134–3152. https://doi.org/10.1002/hyp.13784.
Brown, R. A., and W. F. Hunt. 2011. “Impacts of media depth on effluent water quality and hydrologic performance of undersized bioretention cells.” J. Irrig. Drain. Eng. 137 (3): 132–143. https://doi.org/10.1061/(ASCE)IR.1943-4774.0000167.
Burges, S. J., and D. P. Lettenmaier. 1975. “Probabilistic methods in stream quality management.” J. Am. Water Resour. Assoc. 11 (1): 115–130. https://doi.org/10.1111/j.1752-1688.1975.tb00664.x.
Camacho, R. A., J. L. Martin, T. Wool, and V. P. Singh. 2018. “A framework for uncertainty and risk analysis in total maximum daily load applications.” Environ. Modell. Software 101 (Mar): 218–235. https://doi.org/10.1016/j.envsoft.2017.12.007.
Camp, T. R. 1946. “Sedimentation and the design of settling tanks.” Trans. Am. Soc. Civ. Eng. 111 (1): 895–936. https://ascelibrary.org/doi/10.1061/TACEAT.0005912.
Carleton, J. N., T. J. Grizzard, A. N. Godrej, H. E. Post, L. Lampe, and P. P. Kenel. 2000. “Performance of a constructed wetlands [sic] in treating urban stormwater runoff.” Water Environ. Res. 72 (3): 295–304. https://doi.org/10.2175/106143000X137518.
Chapra, S. C. 1997. Surface water-quality modeling. New York: McGraw-Hill.
Choat, B. E., and A. S. Bhaskar. 2020. “Spatial arrangement of stormwater infiltration affects subsurface storage and baseflow.” J. Hydrol. Eng. 25 (11): 04020048. https://doi.org/10.1061/(ASCE)HE.1943-5584.0002005.
City of Fort Collins Colorado. 2018. Stormwater criteria manual. Fort Collins, CO: City of Fort Collins Colorado.
Comings, K. J., D. B. Booth, and R. R. Horner. 2000. “Storm water pollutant removal by two Wet Ponds in Bellevue, Washington.” J. Environ. Eng. 126 (4): 321–330. https://doi.org/10.1061/(ASCE)0733-9372(2000)126:4(321).
Dilks, D. W., and P. L. Freedman. 2004. “Improved consideration of the margin of safety in total maximum daily load development.” J. Environ. Eng. 130 (6): 690–694. https://doi.org/10.1061/(ASCE)0733-9372(2004)130:6(690).
Engel, B., D. Storm, M. White, J. Arnold, and M. Arabi. 2007. “A hydrologic/water quality model applicati1 [sic].” J. Am. Water Resour. Assoc. 43 (5): 1223–1236. https://doi.org/10.1111/j.1752-1688.2007.00105.x.
Fair, G. M., and J. C. Geyer. 1954. Water supply and waste-water disposal. Hoboken, NJ: Wiley.
Freni, G., G. Mannina, and G. Viviani. 2008. “Uncertainty in urban stormwater quality modelling: The effect of acceptability threshold in the GLUE methodology.” Water Res. 42 (8–9): 2061–2072. https://doi.org/10.1016/j.watres.2007.12.014.
Ghanbari, M., M. Arabi, and J. Obeysekera. 2020. “Chronic and acute coastal flood risks to assets and communities in southeast Florida.” J. Water Resour. Plann. Manage. 146 (7): 04020049. https://doi.org/10.1061/(ASCE)WR.1943-5452.0001245.
Greb, S. R., and R. T. Bannerman. 1997. “Influence of particle size on wet pond effectiveness.” Water Environ. Res. 69 (6): 1134–1138. https://doi.org/10.2175/106143097X125876.
Grizzard, T. J., C. W. Randall, B. L. Weand, and K. L. Ellis. 1986. “Effectiveness of extended detention ponds.” In Urban runoff quality: Impact and quality enhancement technology, edited by B. Urbonas and L. A. Roesner, 323–337. Reston, VA: ASCE.
Hantush, M. M., and A. Chaudhary. 2014. “Bayesian framework for water quality model uncertainty estimation and risk management.” J. Hydrol. Eng. 19 (9): 04014015. https://doi.org/10.1061/(ASCE)HE.1943-5584.0000900.
Hathaway, J. M., W. F. Hunt, and S. Jadlocki. 2009. “Indicator bacteria removal in storm-water best management practices in Charlotte, North Carolina.” J. Environ. Eng. 135 (12): 1275–1285. https://doi.org/10.1061/(ASCE)EE.1943-7870.0000107.
Heidari, H., M. Arabi, M. Ghanbari, and T. Warziniack. 2020a. “A probabilistic approach for characterization of sub-annual socioeconomic drought intensity-duration-frequency (IDF) relationships in a changing environment.” Water 12 (6): 1522. https://doi.org/10.3390/w12061522.
Heidari, H., M. Arabi, T. Warziniack, and K. Shih-Chieh. 2020b. “Assessing shifts in regional hydroclimatic conditions of U.S. River Basins in response to climate change over the 21st century.” Earth’s Future 8 (10): e2020EF001657. https://doi.org/10.1029/2020EF001657.
Heidari, H., T. Warziniack, T. C. Brown, and M. Arabi. 2021. “Impacts of climate change on hydroclimatic conditions of U.S. national forests and grasslands.” Forests 12 (2): 139. https://doi.org/10.3390/f12020139.
Hopkins, K. G., A. S. Bhaskar, S. A. Woznicki, and R. M. Fanelli. 2020. “Changes in event-based streamflow magnitude and timing after suburban development with infiltration-based stormwater management.” Hydrol. Process. 34 (2): 387–403. https://doi.org/10.1002/hyp.13593.
Hunt, W. F., A. R. Jarrett, J. T. Smith, and L. J. Sharkey. 2006. “Evaluating bioretention hydrology and nutrient removal at three field sites in North Carolina.” J. Irrig. Drain. Eng. 132 (6): 600–608. https://doi.org/10.1061/(ASCE)0733-9437(2006)132:6(600).
Jefferson, A., A. Bhaskar, K. Hopkins, R. Fanelli, P. Avellaneda, and S. McMillan. 2017. “Stormwater management network effectiveness and implications for urban watershed function: A critical review.” Hydrol. Process. 31 (23): 4056–4080. https://doi.org/10.1002/hyp.11347.
Kadlec, R. H., and R. L. Knight. 1996. Treatment wetlands. London: CRS Press.
Kim, J.-Y., and J. J. Sansalone. 2008. “Event-based size distributions of particulate matter transported during urban rainfall-runoff events.” Water Res. 42 (10–11): 2756–2768. https://doi.org/10.1016/j.watres.2008.02.005.
Leisenring, M., M. Barrett, C. Pomeroy, A. Poresky, L. Roesner, A. C. Rowney, and E. Strecker. 2013. “Linking BMP systems performance to receiving water protection: BMP performance algorithms.” Water Intell. 12. https://doi.org/10.2166/9781780405438.
Loáiciga, H. A., K. M. Sadeghi, S. Shivers, and S. Kharaghani. 2015. “Stormwater control measures: Optimization methods for sizing and selection.” J. Water Resour. Plann. Manage. 141 (9): 04015006. https://doi.org/10.1061/(ASCE)WR.1943-5452.0000503.
Mannina, G., and G. Viviani. 2010. “An urban drainage stormwater quality model: Model development and uncertainty quantification.” J. Hydrol. 381 (3–4): 248–265. https://doi.org/10.1016/j.jhydrol.2009.11.047.
Martin, E. H. 1988. “Effectiveness of an urban runoff detention pond-wetlands system.” J. Environ. Eng. 114 (4): 810–827. https://doi.org/10.1061/(ASCE)0733-9372(1988)114:4(810).
McClarren, R. G. 2018. Uncertainty quantification and predictive computational science: A foundation for physical scientists and engineers. Cham, Switzerland: Springer.
McKay, M., R. Beckman, and W. Conover. 1979. “A comparison of three methods for selecting vales [sic] of input variables in the analysis of output from a computer code.” Technometrics 21 (1): 239–245. https://doi.org/10.1080/00401706.1979.10489755.
Melching, C. S., and S. Anmangandla. 1992. “Improved first-order uncertainty method for water-quality modeling.” J. Environ. Eng. 118 (5): 791–805. https://doi.org/10.1061/(ASCE)0733-9372(1992)118:5(791).
Melching, C. S., and C. G. Yoon. 1996. “Key sources of uncertainty in QUAL2E model of Passaic River.” J. Water Resour. Plann. Manage. 122 (2): 105–113. https://doi.org/10.1061/(ASCE)0733-9496(1996)122:2(105).
Mishra, A., E. Ahmadisharaf, B. L. Benham, M. L. Wolfe, S. C. Leman, D. L. Gallagher, K. H. Reckhow, and E. P. Smith. 2018. “Generalized likelihood uncertainty estimation and Markov chain Monte Carlo simulation to prioritize TMDL pollutant allocations.” J. Hydrol. Eng. 23 (12): 05018025. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001720.
Morgan, M. G., and M. Henrion. 1990. Uncertainty: A guide to dealing with uncertainty in quantitative risk and policy analysis. Cambridge, UK: Cambridge University Press.
National Research Council. 2001. Assessing the TMDL approach to water quality management. Washington, DC: National Academies Press.
Nazari-Sharabian, M., M. Taheriyoun, and M. Karakouzian. 2019. “Surface runoff and pollutant load response to urbanization, climate variability, and low impact developments—A case study.” Water Sci. Technol. Water Supply 19 (8): 2410–2421. https://doi.org/10.2166/ws.2019.123.
Olson, C., M. Arabi, T. Dell, and L. Roesner. 2020. “Probabilistic assessment of extended detention basins: Role of model parameter uncertainty.” J. Water Resour. Plann. Manage. 146 (8): 04020052. https://doi.org/10.1061/(ASCE)WR.1943-5452.0001226.
Pappenberger, F., and K. J. Beven. 2006. “Ignorance is bliss: Or seven reasons not to use uncertainty analysis.” Water Resour. Res. 42 (5): W05302. https://doi.org/10.1029/2005WR004820.
Park, D., H. Kang, S. H. Jung, and L. A. Roesner. 2015. “Reliability analysis for evaluation of factors affecting pollutant load reduction in urban stormwater BMP systems.” Environ. Modell. Software 74 (Dec): 130–139. https://doi.org/10.1016/j.envsoft.2015.08.010.
Park, D., J. C. Loftis, and L. A. Roesner. 2011. “Performance modeling of storm water best management practices with uncertainty analysis.” J. Hydrol. Eng. 16 (4): 332–344. https://doi.org/10.1061/(ASCE)HE.1943-5584.0000323.
Park, D., and L. A. Roesner. 2012. “Evaluation of pollutant loads from stormwater BMPs to receiving water using load frequency curves with uncertainty analysis.” Water Res. 46 (20): 6881–6890. https://doi.org/10.1016/j.watres.2012.04.023.
Passeport, E., W. F. Hunt, D. E. Line, R. A. Smith, and R. A. Brown. 2009. “Field study of the ability of two grassed bioretention cells to reduce storm-water runoff pollution.” J. Irrig. Drain. Eng. 135 (4): 505–510. https://doi.org/10.1061/(ASCE)IR.1943-4774.0000006.
Reckhow, K. H. 2003. “On the need for uncertainty assessment in TMDL modeling and implementation.” J. Water Resour. Plann. Manage. 129 (4): 245–246. https://doi.org/10.1061/(ASCE)0733-9496(2003)129:4(245).
Riasi, M. S., A. Teklitz, W. Shuster, C. Nietch, and L. Yeghiazarian. 2018. “Reliability-based water quality assessment with load resistance factor design: Application to TMDL.” J. Hydrol. Eng. 23 (12): 04018053. https://doi.org/10.1061/(ASCE)HE.1943-5584.0001722.
Roseen, R. M., T. P. Ballestero, G. D. Fowler, Q. Guo, and J. Houle. 2011. “Sediment monitoring bias by automatic sampler in comparison with large volume sampling for parking lot runoff.” J. Irrig. Drain. Eng. 137 (4): 251–257. https://doi.org/10.1061/(ASCE)IR.1943-4774.0000168.
Rossman, L. A. 2010. Storm water management model user’s manual Version 5.0. Cincinnati: USEPA.
Sadeghi, K. M., H. A. Loáiciga, and S. Kharaghani. 2018. “Stormwater control measures for runoff and water quality management in urban landscapes.” J. Am. Water Resour. Assoc. 54 (1): 124–133. https://doi.org/10.1111/1752-1688.12547.
Selbig, W. R., and R. T. Bannerman. 2011. Characterizing the size distribution of particles in urban stormwater by use of fixed-point sample-collection methods. Reston, VA: US Geological Survey.
Shirmohammadi, A., et al. 2006. “Uncertainty in TMDL models.” Trans. ASABE 49 (4): 1033–1049. https://doi.org/10.13031/2013.21741.
Shuster, W. D., J. Bonta, H. Thurston, E. Warnemuende, and D. R. Smith. 2005. “Impacts of impervious surface on watershed hydrology: A review.” Urban Water J. 2 (4): 263–275. https://doi.org/10.1080/15730620500386529.
Stanley, D. W. 1996. “Pollutant removal by a stormwater dry detention pond.” Water Environ. Res. 68 (6): 1076–1083. https://doi.org/10.2175/106143096X128072.
Stein, E. D., L. L. Tiefenthaler, and K. C. Schiff. 2008. “Comparison of stormwater pollutant loading by land use type.” South Calif. Coast Water Res. Project 3535 (1): 15–27.
Strecker, E. W., M. M. Quigley, B. R. Urbonas, J. E. Jones, and J. K. Clary. 2001. “Determining urban storm water BMP effectiveness.” J. Water Resour. Plann. Manage. 127 (3): 144–149. https://doi.org/10.1061/(ASCE)0733-9496(2001)127:3(144).
Tung, Y.-K., B.-C. Yen, and C. Melching. 2006. Hydrosystems engineering reliability assessment and risk analysis. New York: McGraw-Hill.
UDFCD (Urban Drainage and Flood Control District). 2010.“ Urban storm drainage criteria manual.” In Vol. 3 of Stormwater best management practice. Denver: Water Resources Publications.
UDFCD (Urban Drainage and Flood Control District). 2015. Urban storm drainage criteria manual. Denver: UDFCD.
Urbonas, B. 2007. “Stormwater runoff modeling: Is it as accurate as we think?” In Proc., Int. Conf. on Urban Runoff Modeling: Intelligent Modeling to Improve Stormwater Management. Arcata, CA: Humboldt State Univ.
USEPA. 1983. Results of the nationwide urban runoff program. Washington, DC: EPA.
USEPA. 1986. Methodology for analysis of detention basins for control of urban runoff quality. Washington, DC: EPA.
USEPA. 2002. Guidance for quality assurance project plans for modeling. Washington, DC: EPA.
Vezzaro, L., E. Eriksson, A. Ledin, and P. S. Mikkelsen. 2012. “Quantification of uncertainty in modelled partitioning and removal of heavy metals (Cu, Zn) in a stormwater retention pond and a biofilter.” Water Res. 46 (20): 6891–6903. https://doi.org/10.1016/j.watres.2011.08.047.
Viessman, W., and G. L. Lewis. 1996. Introduction to hydrology. New York: HarperCollins.
Walpole, R. E., R. H. Myers, and S. L. Myers. 1998. Probability & statistics for engineers & scientists. Upper Saddle River, NJ: Prentice Hall, Inc.
Williams, R. E., M. Arabi, J. Loftis, and G. K. Elmund. 2014. “Monitoring design for assessing compliance with numeric nutrient standards for rivers and streams using geospatial variables.” J. Environ. Qual. 43 (5): 1713–1724. https://doi.org/10.2134/jeq2013.12.0528.
Winston, R. J., W. F. Hunt, S. G. Kennedy, J. D. Wright, and M. S. Lauffer. 2012. “Field evaluation of storm-water control measures for highway runoff treatment.” J. Environ. Eng. 138 (1): 101–111. https://doi.org/10.1061/(ASCE)EE.1943-7870.0000454.
Wong, T. H. F., T. D. Fletcher, H. P. Duncan, and G. A. Jenkins. 2006. “Modelling urban stormwater treatment—A unified approach.” Ecol. Eng. 27 (1): 58–70. https://doi.org/10.1016/j.ecoleng.2005.10.014.
Yu, P.-S., T.-C. Yang, and S.-J. Chen. 2001. “Comparison of uncertainty analysis methods for a distributed rainfall–runoff model.” J. Hydrol. 244 (1–2): 43–59. https://doi.org/10.1016/S0022-1694(01)00328-6.
Zhang, H. X., and S. L. Yu. 2004. “Applying the first-order error analysis in determining the margin of safety for total maximum daily load computations.” J. Environ. Eng. 130 (6): 664–673. https://doi.org/10.1061/(ASCE)0733-9372(2004)130:6(664).
Zhang, P., Y. Cai, and J. Wang. 2018. “A simulation-based real-time control system for reducing urban runoff pollution through a stormwater storage tank.” J. Cleaner Prod. 183 (May): 641–652. https://doi.org/10.1016/j.jclepro.2018.02.130.

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Information

Published In

Go to Journal of Water Resources Planning and Management
Journal of Water Resources Planning and Management
Volume 148Issue 4April 2022

History

Received: Nov 18, 2020
Accepted: Nov 16, 2021
Published online: Feb 8, 2022
Published in print: Apr 1, 2022
Discussion open until: Jul 8, 2022

Authors

Affiliations

Christopher Olson, Ph.D., Aff.M.ASCE
P.E.
Senior Water Resources Engineer, Wright Water Engineers, 2490 W.26th Ave., Denver, CO 80211.
Postdoctoral Fellow, Dept. of Civil and Environmental Engineering, Colorado State Univ., Fort Collins, CO 80523 (corresponding author). ORCID: https://orcid.org/0000-0002-8338-0162. Email: [email protected]
Mazdak Arabi, M.ASCE
Professor, Dept. of Civil and Environmental Engineering, Colorado State Univ., Fort Collins, CO 80523.
Larry Roesner, Ph.D., M.ASCE
Professor Emeritus, Dept. of Civil and Environmental Engineering, Colorado State Univ., Fort Collins, CO 80523.

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