Technical Papers
Aug 3, 2012

Regression Modeling of Particle Size Distributions in Urban Storm Water: Advancements through Improved Sample Collection Methods

Publication: Journal of Environmental Engineering
Volume 138, Issue 12

Abstract

A new sample collection system was developed to improve the representation of sediment entrained in urban storm water by integrating water quality samples from the entire water column. The depth-integrated sampler arm (DISA) was able to mitigate sediment stratification bias in storm water, thereby improving the characterization of suspended-sediment concentration and particle size distribution at three independent study locations. Use of the DISA decreased variability, which improved statistical regression to predict particle size distribution using surrogate environmental parameters, such as precipitation depth and intensity. The performance of this statistical modeling technique was compared to results using traditional fixed-point sampling methods and was found to perform better. When environmental parameters can be used to predict particle size distributions, environmental managers have more options when characterizing concentrations, loads, and particle size distributions in urban runoff.

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References

ASTM. (2007). “Standard test methods for determining sediment concentration in water samples.” 3977-97, West Conshohocken, PA.
Bagnold, R. A., and Barndorff-Nielsen, O. (1980). “The pattern of natural size distributions.” Sedimentology, 27(2), 199–207.
Bannerman, R. B., Legg, A. D., and Greb, S. R. (1996). “Quality of Wisconsin stormwater, 1989–94.”, USGS, Reston, VA.
Beckman, Coulter (2010). “Z Series Coulter Counter.” 〈http://www.coulterflow.com/bciflow/instruments12.php#3〉 (Jul. 30, 2010).
Bent, G. C., Gray, J. R., Smith, K. P., and Glysson, G. D. (2000). “A Synopsis of Technical Issues for Monitoring Sediment in Highway and Urban Runoff. U.S. Geological Survey Open-File.” Rep., U.S. Geological Survey, Reston, Virginia, 51 pp.
Brown, W. K., and Wohletz, K. H. (1995). “Derivation of the Weibull distribution based on physical principles and its connection to the Rosin-Rammler and lognormal distributions.” J. Appl. Phys., 78(4), 2758–2763.
Burton, A. G., and Pitt, R. (2002). Stormwater effects handbook: A toolbox for watershed managers, scientists, and engineers, CRC Press, Boca Raton, FL.
Ceronio, A. D., and Haarhoff, J. (2005). “An improvement on the power law for the description of particle size distributions in potable water treatment.” Water Res., 39(2–3), 305–313.
Characklis, G. W., and Wiesner, M. R. (1997). “Particles, metals, and water quality in runoff from large urban watershed.” J. Environ. Eng., 123(8), 753–759.
Clark, S. E., and Siu, C. Y. S. (2008). “Measuring solids concentration in stormwater runoff: Comparison of analytical methods.” Environ. Sci. Technol., 42(2), 511–516.
Clark, S. E., Siu, C. Y. S., Pitt, R., Roenning, C. D., and Treese, D. P. (2008). “Peristaltic pump autosamplers for solids measurement in stormwater runoff.” Water Environ. Res., 82(2), 192–200.
Corsi, S. R., Greb, S. R., Bannerman, R. B., and Pitt, R. E. (1999). “Evaluation of the multi-chambered treatment train, a retrofit water-quality management device.”, USGS, Reston, VA.
Degroot, G. P., Gulliver, J. S., and Mohseni, O. (2009). “Accurate sampling of suspended solids.” Proc., World Environmental and Water Resources Congress 2009: Great Rivers, ASCE, Reston, VA, 1–7.
Doherty, J. (2010). PEST, Model-independent parameter estimation—User manual, 5th Ed., Watermark Numerical Computing, Brisbane, Australia.
Draper, N. R., and Smith, H. (1966). Applied regression analysis, Wiley, New York.
Evans, K. M., Gill, R. A., and Robotham, P. W. J. (1990). “The PAH and organic content of sediment particle size fractions.” Water, Air, Soil Pollut., 51(1-2), 13–31.
Fowler, G. D., Roseen, R. M., Ballestero, T. P., Guo, Q., and Houle, J. (2009). “Sediment monitoring bias by autosampler in comparison with whole volume sampling for parking lot runoff.” Proc., World Environmental and Water Resources Congress, Great Rivers, Kansas City, MO.
Furumai, H., Balmer, H., and Boller, M. (2002). “Dynamic behavior of suspended pollutants and particle size distribution in highway runoff.” Water Sci. Technol., 46(11–12), 413–418.
Helsel, D. R., and Hirsch, R. M. (1992). Statistical methods in water resources, Elsevier, New York.
Hill, M. C., and Tiedeman, C. R. (2007). Effective groundwater model calibration, Wiley, Hoboken, NJ.
Horowitz, A. J. (1995). “The use of suspended sediment and associated trace elements in water quality studies.” Special Publication No. 4, International Association of Hydrological Sciences, Wallingford, UK.
Jones, E., Oliphant, T., and Peterson, P. (2001). “SciPy: Open source scientific tools for Python.” 〈http://;www.scipy.org〉 (Jan. 31, 2012).
Kim, J., and Sansalone, J. J. (2008). “Event-based distributions of particulate matter transported during urban rainfall-runoff events.” Water Res., 42(10-11), 2756–2768.
Kondolf, G. M., and Adhikari, A. (2000). “Weibull vs. lognormal distributions for fluvial gravels.” J. Sediment. Res., 70(3), 456–460.
Lee, A. (1998) “Analysis of sediment samples for USEPA Region IV: Science and ecosystem support division Fenholloway River.”, Mote Marine Laboratory.
Li, Y. X., Lau, S. L., Kayhanian, M., and Stenstrom, M. K. (2005). “Particle size distribution in highway runoff.” J. Environ. Eng., 131(9), 1267–1276.
Liu, B., and Sansalone, J. (2007). “Toxicity of particulates in urban storm water on indicator and commercial aquatic species.” Proc., World Environmental and Water Resources Congress, ASCE, Reston, VA, 1–10.
Maestre, A., Pitt, R., Durrans, S. R., and Chakraborti, S. (2005). “Storm water quality description using the three parameter lognormal distribution.” Effective Modeling of Urban Water Systems Conf. Proc., James, W., Irvine, K. N., McBean, E. A., and Pitt, R., eds., Computational Hydraulics International: CHI, Guelph, Ontario, 247–274.
Nelder, J. A., and Mead, R. (1965). “A simplex-method for function minimization.” Comput J., 7(4), 308–313.
Nybakken, J. W. (1988). Marine biology: An ecological approach, Harper & Row, New York.
Pedrick, J. H., and Tellessen, G. P. (2008). “Do automatic samplers suck?: The effect of automatic samplers on samplers containing coarse sediment.” Proc., Stormcon., Forester Media, Santa Barbara, CA, 5 pp.
Rosin, P., and Rammler, E. (1933). “The laws governing the fineness of powdered coal.” J. Inst. Fuel, 7(31), 29–36.
Sansalone, J., and Ying, G. (2008). “Partitioning and granulometric distribution of metal leachate from urban traffic dry deposition particulate matter subject to acidic rainfall and runoff retention.” Water Res., 42(15), 4146–4162.
Sansalone, J. J., and Buchberger, S. G. (1997). “Characterization of solid and metal element distributions in urban highway stormwater.” Water Sci. Technol., 36(8–9), 155–160.
Selbig, W. R. (2009). “Concentrations of polycyclic aromatic hydrocarbons (PAHs) in urban stormwater, Madison, Wisconsin, 2005–08.”, USGS, Reston, VA.
Selbig, W. R., and Bannerman, R. T. (2007). “Evaluation of street sweeping as a stormwater-quality management tool in three residential basins in Madison, Wisconsin.”, USGS, Reston, VA.
Selbig, W. R., and Bannerman, R. T. (2011a). “Characterizing the distribution of particles in urban stormwater using fixed-point sample collection methods.”, USGS, Reston, VA.
Selbig, W. R., and Bannerman, R. T. (2011b). “Development of a depth-integrated sample arm (DISA) to reduce solids stratification bias in stormwater sampling.” Water Environ. Res., 83(4), 347–357.
Selbig, W. R., Cox, A., and Bannerman, R. T. (2012). “Verification of a depth-integrated sample arm as a means to reduce solids stratification bias in urban stormwater sampling.” J. Environ. Monit., 14(4), 1137–1143.
Smith, K. P. (2002). “Effectiveness of three best management practices for highway-runoff quality along the southeast expressway, Boston, Massachusetts.”, USGS, Reston, VA.
VanBuren, M. A., Watt, W. E., and Marsalek, J. (1997). “Application of the log-normal and normal distributions to stormwater quality parameters.” Water Res., 31(1), 95–104.
Waschbusch, R. J., Selbig, W. R., and Bannerman, R. T. (1999). “Sources of phosphorus in stormwater and street dirt from two urban basins in Madison, Wisconsin, 1994–95.”, USGS, Reston, VA.
Weibull, W. (1939). “A statistical theory of the strength of materials.” Ingeniörsvetenskapsakademiens (Proc., Swedish Institute of Engineering Research), Stockholm, 151 (in German).

Information & Authors

Information

Published In

Go to Journal of Environmental Engineering
Journal of Environmental Engineering
Volume 138Issue 12December 2012
Pages: 1186 - 1193

History

Received: Jun 2, 2011
Accepted: Jun 26, 2012
Published online: Aug 3, 2012
Published in print: Dec 1, 2012

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Authors

Affiliations

William R. Selbig [email protected]
Research Hydrologist, USGS—Wisconsin Water Science Center, 8505 Research Way, Middleton, WI 53562 (corresponding author). E-mail: [email protected]
Michael N. Fienen [email protected]
Research Hydrologist, USGS—Wisconsin Water Science Center, 8505 Research Way, Middleton, WI 53562. E-mail: [email protected]

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