Abstract
Stormwater quality modelling is the common practice for generating information necessary for decision making in the design of stormwater pollution mitigation measures. However, the reliability of modelling outcomes largely depends on two types of uncertainty, namely, uncertainty inherent to stormwater pollutant processes and process modelling uncertainty. The inherent process uncertainty arises due to the intrinsic variability in stormwater pollutant processes. The modelling uncertainty arises from model structure and parameters, and input data and calibration data. The chapter establishes the context for defining and quantifying the uncertainty inherent to pollutant build-up and wash-off processes by bringing together current scientific knowledge from research literature. The temporal changes in particle size results in different particle behaviour during build-up and wash-off, leading to variations in particle-bound pollutant load and composition. Accordingly, the variation in particle size over time can be used as a basis for accounting for process variability in stormwater quality modelling, and thereby assessing process uncertainty.
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Banerjee, A. D. K. (2003). Heavy metal levels and solid phase speciation in street dusts of Delhi, India. Environmental Pollution, 123(1), 95–105.
Barbosa, A. E., Fernandes, J. N., & David, L. M. (2012). Key issues for sustainable urban stormwater management. Water Research, 46(20), 6787–6798.
Beven, K., & Binley, A. (1992). The future of distributed models: Model calibration and uncertainty prediction. Hydrological Processes, 6(3), 279–298.
Beven, K. J. (2009). Environmental modelling: An uncertain future? London, UK: Routledge.
Bicknell, B. R., Imhoff, J. C., Kittle Jr, J. L., Donigian Jr, A. S., & Johanson, R. C. (1997). Hydrological simulation program-fortran: User’s manual version 11. EPA/600/SR-97/080. Athens, GA: U.S. Environmental Protection Agency, National Exposure Research Laboratory.
Birch, G. F., & Scollen, A. (2003). Heavy metals in road dust, gully pots and parkland soils in a highly urbanised sub-catchment of Port Jackson, Australia. Soil Research, 41(7), 1329–1342.
Bocca, B., Alimonti, A., Petrucci, F., Violante, N., Sancesario, G., Forte, G., et al. (2004). Quantification of trace elements by sector field inductively coupled plasma mass spectrometry in urine, serum, blood and cerebrospinal fluid of patients with Parkinson’s disease. Spectrochimica Acta, Part B: Atomic Spectroscopy, 59(4), 559–566. https://doi.org/10.1016/j.sab.2004.02.007.
Chen, J., & Adams, B. J. (2007). A derived probability distribution approach to stormwater quality modeling. Advances in Water Resources, 30(1), 80–100.
Chen, M.-H., Fang, H.-W., & Huang, L. (2013). Surface charge distribution and its impact on interactions between sediment particles. Ocean Dynamics, 63(9–10), 1113–1121.
Cristina, C., Tramonte, J., & Sansalone, J. (2002). A granulometry-based selection methodology for separation of traffic-generated particles in urban highway snowmelt runoff. Water, Air, and Soil pollution, 136(1–4), 33–53. https://doi.org/10.1023/A:1015239831619.
Delgado, A. V., González-Caballero, F., Hunter, R. J., Koopal, L. K., & Lyklema, J. (2007). Measurement and interpretation of electrokinetic phenomena. Journal of Colloid and Interface Science, 309(2), 194–224.
Dong, T. T. T., & Lee, B.-K. (2009). Characteristics, toxicity, and source apportionment of polycylic aromatic hydrocarbons (PAHs) in road dust of Ulsan, Korea. Chemosphere, 74(9), 1245–1253.
Dotto, C. B. S., Mannina, G., Kleidorfer, M., Vezzaro, L., Henrichs, M., McCarthy, D. T., et al. (2012). Comparison of different uncertainty techniques in urban stormwater quantity and quality modelling. Water Research, 46(8), 2545–2558.
Duong, T. T. T., & Lee, B.-K. (2009). Partitioning and mobility behavior of metals in road dusts from national-scale industrial areas in Korea. Atmospheric Environment, 43(22–23), 3502–3509.
Egodawatta, P., & Goonetilleke, A. (2006). Chracteristics of pollutants build-up on residential road surfaces. In Proceedings of the 7th International Conference on HydroScience and Engineering, Philadelphia, USA.
Egodawatta, P., Thomas, E., & Goonetilleke, A. (2007). Mathematical interpretation of pollutant wash-off from urban road surfaces using simulated rainfall. Water Res, 41(13), 3025–3031.
Gbeddy, G., Jayarathne, A., Goonetilleke, A., Ayoko, G. A., & Egodawatta, P. (2018). Variability and uncertainty of particle build-up on urban road surfaces. Science of the Total Environment, 640–641, 1432–1437. https://doi.org/10.1016/j.scitotenv.2018.05.384.
Giudice, D. D., Honti, M., Scheidegger, A., Albert, C., Reichert, P., & Rieckermann, J. (2013). Improving uncertainty estimation in urban hydrological modeling by statistically describing bias. Hydrology and Earth System Sciences, 17(10), 4209–4225.
Gunawardana, C., Goonetilleke, A., & Egodawatta, P. (2013). Adsorption of heavy metals by road deposited solids. Water Science and Technology, 67(11), 2622–2629.
Gunawardana, C., Goonetilleke, A., Egodawatta, P., Dawes, L., & Kokot, S. (2012). Role of solids in heavy metals build-up on urban road surfaces. Journal of Environmental Engineering, 138(4), 490–498.
Gunawardana, C. T. K. (2011). Influence of physical and chemical properties of solids on heavy metal adsorption. (Ph.D.), Queensland University of Technology.
Gunawardena, J., Egodawatta, P., Ayoko, G. A., & Goonetilleke, A. (2013). Atmospheric deposition as a source of heavy metals in urban stormwater. Atmospheric Environment, 68, 235–242.
Hamers, T., Smit, L. A. M., Bosveld, A. T. C., van den Berg, J. H. J., Koeman, J. H., van Schooten, F. J., et al. (2002). Lack of a distinct gradient in biomarker responses in small mammals collected at different distances from a highway. Archives of Environmental Contamination and Toxicology, 43(3), 0345–0355. https://doi.org/10.1007/s00244-002-1230-3.
Helton, J. C., & Burmaster, D. E. (1996). Treatment of aleatory and epistemic uncertainty in performance assessments for complex systems. Reliability Engineering & System Safety, 54(2–3), 91–258.
Herngren, L., Goonetilleke, A., & Ayoko, G. A. (2006). Analysis of heavy metals in road-deposited sediments. Analytica Chimica Acta, 571(2), 270–278.
Herngren, L., Goonetilleke, A., Ayoko, G. A., & Mostert, M. M. M. (2010). Distribution of polycyclic aromatic hydrocarbons in urban stormwater in Queensland. Australia. Environmental Pollution, 158(9), 2848–2856.
Herngren, L. F. (2005). Build-up and wash-off process kinetics of PAHs and heavy metals on paved surfaces using simulated rainfall. (Ph.D.), Queensland University of Technology.
Hinds, W. C. (2012). Aerosol technology: Properties, behavior, and measurement of airborne particles. USA: Wiley.
Jayarathne, A., Egodawatta, P., Ayoko, G. A., & Goonetilleke, A. (2018). Intrinsic and extrinsic factors which influence metal adsorption to road dust. Science of the Total Environment, 618(Supplement C), 236–242. doi:https://doi.org/10.1016/j.scitotenv.2017.11.047.
Kanso, A., Gromaire, M.-C., Gaume, E., Tassin, B., & Chebbo, G. (2003). Bayesian approach for the calibration of models: Application to an urban stormwater pollution model. Water Science and Technology, 47(4), 77–84.
Kiureghian, A. D., & Ditlevsen, O. (2009). Aleatory or epistemic? Does it matter? Structural Safety, 31(2), 105–112.
Kupiainen, K. (2007). Road dust from pavement wear and traction sanding. Monographs of the Boreal Environment Research, (Vol. 26). Finnish Environmental Institute, Helsinki, Finland.
Lau, S.-L., & Stenstrom, M. K. (2005). Metals and PAHs adsorbed to street particles. Water Research, 39(17), 4083–4092.
Li, Y., Jia, Z., Wijesiri, B., Song, N., & Goonetilleke, A. (2018). Influence of traffic on build-up of polycyclic aromatic hydrocarbons on urban road surfaces: A Bayesian network modelling approach. Environmental Pollution, 237, 767–774. https://doi.org/10.1016/j.envpol.2017.10.125.
Li, Y., Lau, S.-L., Kayhanian, M., & Stenstrom, M. K. (2005). Particle size distribution in highway runoff. Journal of Environmental Engineering, 131(9), 1267–1276.
Liu, A., Goonetilleke, A., & Egodawatta, P. (2015). Role of rainfall and catchment characteristics on urban stormwater quality. Singapur: Springer.
Liu, A., Wijesiri, B., Hong, N., Zhu, P., Egodawatta, P., & Goonetilleke, A. (2018). Understanding re-distribution of road deposited particle-bound pollutants using a Bayesian Network (BN) approach. Journal of Hazardous Materials, 355, 56–64.
Ma, Y., Liu, A., Egodawatta, P., McGree, J., & Goonetilleke, A. (2016). Quantitative assessment of human health risk posed by polycyclic aromatic hydrocarbons in urban road dust. Science of the Total Environment. doi:http://dx.doi.org/10.1016/j.scitotenv.2016.09.148.
Ma, Y., McGree, J., Liu, A., Deilami, K., Egodawatta, P., & Goonetilleke, A. (2017). Catchment scale assessment of risk posed by traffic generated heavy metals and polycyclic aromatic hydrocarbons. Ecotoxicology and Environmental Safety, 144(Supplement C), 593–600. doi:https://doi.org/10.1016/j.ecoenv.2017.06.073.
Mahbub, P., Ayoko, G. A., Goonetilleke, A., & Egodawatta, P. (2011a). Analysis of the build-up of semi and non volatile organic compounds on urban roads. Water Research, 45(9), 2835–2844.
Mahbub, P., Goonetilleke, A., Egodawatta, P. K., Yigitcanlar, T., & Ayoko, G. A. (2011b). Analysis of build-up of heavy metals and volatile organics on urban roads in Gold Coast, Australia. Water Science and Technology, 63(9), 2077–2085.
Manning, M. J., Sullivan, R. H., & Kipp, T. M. (1977). Nationwide evaluation of combined sewer overflows and urban stormwater discharges Vol. III: Characterization of discharges. US EPA-600/2-77-064c. Washington, D.C.: U.S. Environmental Protection Agency
Manno, E., Varrica, D., & Dongarrà, G. (2006). Metal distribution in road dust samples collected in an urban area close to a petrochemical plant at Gela, Sicily. Atmospheric Environment, 40(30), 5929–5941.
MikeUrban. (2014a). Mike urban collection system—User guide. Danish Hydraulic Institute.
MikeUrban. (2014b). Mouse pollution transport—Reference manual. Danish Hydraulic Institute.
Mummullage, S. W. N. (2015). Source characterization of urban road surface pollutants for enhanced water quality predictions. (Ph.D.), Queensland University of Technology (QUT).
Murakami, M., Nakajima, F., & Furumai, H. (2008). The sorption of heavy metal species by sediments in soakaways receiving urban road runoff. Chemosphere, 70(11), 2099–2109.
Obropta, C. C., & Kardos, J. S. (2007). Review of urban stormwater quality models: Deterministic, stochastic, and hybrid approaches. Journal of the American Water Resources Association, 43(6), 1508–1523.
Rossman, L. A. (2009). Stormwater management model user’s manual version 5.0. EPA/600/R-05/040. Washington, D.C.: U.S. Environmental Protection Agency.
Sartor, J. D., & Boyd, G. B. (1972). Water pollution aspects of street surface contaminants EPA-R2-72-081. Washington, D.C.: U.S. Environmental Protection Agency.
Sehmel, G. A. (1973). Particle Resuspension from an asphalt road caused by car and truck traffic. Atmospheric Environment (1967), 7(3), 291–309.
Sparks, D. L. (2003). Environmental soil chemistry: Access Online via Elsevier.
Sposito, G. (2008). The chemistry of soils: Oxford University Press.
Sun, S., Fu, G., Djordjević, S., & Khu, S.-T. (2012). Separating aleatory and epistemic uncertainties: Probabilistic sewer flooding evaluation using probability box. Journal of Hydrology, 420–421, 360–372.
Takada, H., Onda, T., Harada, M., & Ogura, N. (1991). Distribution and sources of polycyclic aromatic hydrocarbons (PAHs) in street dust from the Tokyo Metropolitan Area. Science of the Total Environment, 107, 45–69.
Vrugt, J. A., Gupta, H. V., Bouten, W. &, Sorooshian, S. (2003). A shuffled complex evolution metropolis algorithm for optimization and uncertainty assessment of hydrologic model parameters. Water Resources Research, 39(8).
Vrugt, J. A., & Robinson, B. A. (2007). Improved evolutionary optimization from genetically adaptive multimethod search. Proceedings of the National Academy of Sciences, 104(3), 708–711.
Wijesiri, B., Egodawatta, P., McGree, J., & Goonetilleke, A. (2015). Influence of pollutant build-up on variability in wash-off from urban road surfaces. Science of the Total Environment, 527–528, 344–350. https://doi.org/10.1016/j.scitotenv.2015.04.093.
Wijesiri, B., Egodawatta, P., McGree, J., & Goonetilleke, A. (2016). Understanding the uncertainty associated with particle-bound pollutant build-up and wash-off: A critical review. Water Research, 101, 582–596. https://doi.org/10.1016/j.watres.2016.06.013.
Wijesiri, B., Liu, A., Gunawardana, C., Hong, N., Zhu, P., Guan, Y., et al. (2018). Influence of urbanisation characteristics on the variability of particle-bound heavy metals build-up: A comparative study between China and Australia. Environmental Pollution, 242, 1067–1077. https://doi.org/10.1016/j.envpol.2018.07.123.
Wong, T. H. F., Fletcher, T. D., Duncan, H. P., & Jenkins, G. A. (2006). Modelling urban stormwater treatment—A unified approach. Ecological Engineering, 27(1), 58–70.
Xiang, L., Li, Y., Yang, Z., & Shi, J. (2010). Influence of traffic conditions on polycyclic aromatic hydrocarbon abundance in street dust. Journal of Environmental Science and Health Part A, 45(3), 339–347.
Zafra, C. A., Temprano, J., & Tejero, I. (2011). Distribution of the concentration of heavy metals associated with the sediment particles accumulated on road surfaces. Environmental Technology, 32(9), 997–1008.
Zhou, J., Wang, T., Huang, Y., Mao, T., & Zhong, N. (2005). Size distribution of polycyclic aromatic hydrocarbons in urban and suburban sites of Beijing, China. Chemosphere, 61(6), 792–799.
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Wijesiri, B., Liu, A., Egodawatta, P., McGree, J., Goonetilleke, A. (2019). Understanding Uncertainty Associated with Stormwater Quality Modelling. In: Decision Making with Uncertainty in Stormwater Pollutant Processes. SpringerBriefs in Water Science and Technology. Springer, Singapore. https://doi.org/10.1007/978-981-13-3507-5_1
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