Development of statistical linear regression model for metals from transportation land uses

Water Science and Technology

Volumn 59, Issue 12, 2009, Pages 2495-2501

  Maniquiz, Maria C ^a   Lee, Soyoung ^a   Lee, Eunju ^a   Kim, Lee Hyung ^a  

^a Kongju National University   (South Korea)

Author keywords

Linear regression model; Metals; Particulates; Stormwater runoff; Transportation

Indexed keywords

ESTIMATION MODELS; EVENT MEAN CONCENTRATIONS; IMPERVIOUS SURFACE; LINEAR REGRESSION MODEL; LINEAR REGRESSION MODELS; LONG TERM MONITORING; NON-POINT SOURCE; NPS POLLUTION; PARKING LOTS; PARTICULATES; SIMPLE LINEAR REGRESSION; STATISTICAL ANALYSIS; STATISTICAL LINEAR REGRESSIONS; STORM EVENTS; STORM WATER RUNOFF; STORMWATER MANAGEMENTS; TREATMENT SYSTEMS; URBAN AREAS; URBAN TRANSPORTATION;

ENGINEERING GEOLOGY; METAL REFINING; METALS; RUNOFF; SNOW AND ICE REMOVAL; STORM SEWERS; STORMS; UNCERTAINTY ANALYSIS;

LINEAR REGRESSION;

METAL; STORM WATER;

ENVIRONMENTAL MONITORING; IDENTIFICATION METHOD; IMPLEMENTATION PROCESS; LAND USE; METAL; NONPOINT SOURCE POLLUTION; NUMERICAL MODEL; PARTICULATE MATTER; POLLUTION MONITORING; POLLUTION POLICY; REGRESSION ANALYSIS; STORMWATER; UNCERTAINTY ANALYSIS; URBAN AREA; URBAN TRANSPORT; WATER MANAGEMENT;

ARTICLE; LINEAR REGRESSION ANALYSIS; TRAFFIC AND TRANSPORT; URBAN AREA; WASTE WATER MANAGEMENT; WEATHER; ENVIRONMENTAL MONITORING; GEOGRAPHY; METHODOLOGY; STATISTICAL MODEL; WATER FLOW; WATER POLLUTANT;

KOREA;

ENVIRONMENTAL MONITORING; GEOGRAPHY; LINEAR MODELS; METALS; MODELS, STATISTICAL; TRANSPORTATION; WATER MOVEMENTS; WATER POLLUTANTS, CHEMICAL;

EID: 67651099242     PISSN: 02731223     EISSN: None     Source Type: Journal    
DOI: 10.2166/wst.2009.247     Document Type: Article

References (22)

1. Brezonik, P. L. & Stadelmann, T. H. 2002 Analysis and predictive models of stormwater runoff volumes, loads, and pollutant concentrations from watersheds in the Twin Cities metropolitan area, Minnesota, USA. Water Res. 36, 1743-1757.
2. Bodo, B. A. 1989 Heavy metals in water and suspended particulates from an urban basin impacting Lake Ontario. Sci. Total Environ. 87/88, 329-344.
3. Buffleben, M. S., Zayeed, K., Kimbrough, D., Stenstrom, M. K. & Suffet, I. H. 2002 Evaluation of urban non-point source runoff of hazardous metals entering Santa Monica Bay, California. Water Sci. Technol. 45(9), 263-268.
4. Davis, A. P., Shokouhian, M. & Ni, S. 2001 Loading estimates of lead, copper, cadmium, and zinc in urban runoff from specific sources. Chemosphere 44, 997-1009.
5. Dong, A., Chesters, G. & Simsiman, G. V. 1984 Metal composition of soil, sediments and urban dust and dirt samples from the Menomonee River watershed, Wisconsin, USA. Water Air Soil Pollut. 22, 257-275.
6. Driver, N. E. & Tasker, G. D. 1990 Techniques for estimation of storm-runoff loads, volumes, and selected constituent concentrations in urban watersheds in the United States. US Geological Survey of Water-Supply Paper 2363.
7. Göbel, P., Dierkes, C. & Coldewey, W. G. 2007 Storm water runoff concentration matrix for urban areas. J. Contam. Hydrol. 91, 26-42. (Pubitemid 46331905)
8. Harrison, R. M. & Wilson, S. J. 1983 Second International Conference on Heavy Metals in the Environment, 1. Edinburgh: CEP Consultants Ltd, 684-687.
9. Herngren, L., Goonetilleke, A. & Ayoko, G. A. 2005 Understanding heavy metal and suspended relationships in urban stormwater using simulated rainfall. J. Environ. Manage. 76, 149-158. (Pubitemid 40796625)
10. Hvitved-Jacobsen, T., Johansen, N. B. & Yousef, Y. A. 1994 Treatment systems for urban and highway runoff in Denmark. Sci. Total Environ. 146/147, 499-506. (Pubitemid 24165551)
11. Kayhanian, M., Suverkropp, C., Ruby, A. & Tsay, K. 2007 Characterization and prediction of highway runoff constituent event mean concentration. J. Environ. Manage. 85, 279-295. (Pubitemid 47264027)
12. Kim, L. H., Ko, S.-O., Jeong, S.-M. & Yoon, J.-Y. 2007 Characteristics of washed-off pollutants and dynamic EMCs in parking lots and bridges during a storm. Sci. Total Environ. 376, 178-184.
13. Ministry of Environment (MOE) 2004 The Strategy of Water Control in Four Major Large Rivers in Korea. Ministry of Environment, Seoul, Korea.
14. Morrison, G. M., Revitt, D. M., Svensson, G. & Balmer, P. 1984 Variations of dissolved and suspended solid heavy metals through an urban hydrographic. Environ. Tech. Lett. 7, 313-318.
15. Mulcahy, J. P. 1990 Phosphorus export in the Twin Cities metropolitan area. Technical Report Metropolitan Council, St. Paul, MN.
16. Sabin, L. D., Lim, J. H., Stolzenbach, K. D. & Schiff, K. C. 2005 Contribution of trace metals from atmospheric deposition to stormwater runoff in a small impervious urban catchment. Water Res. 39, 3929-3937.
17. Sansalone, J. J. & Buchberger, S. G. 1997 Partitioning and first flush of metals in urban roadway storm water. J. Environ. Eng. 123, 134-143. (Pubitemid 127686828)
18. Sartor, J. D. & Boyd, G. B. 1972 Water Pollution Aspects of Street Surface Contaminants. Washington, DC: U.S. Government Printing Office, U.S. Environmental Protection Agency Report EPA-R2-72-081.
19. Smullen, J. T., Shallcross, A. L. & Cave, K. A. 1999 Updating the US nationwide urban runoff quality database. Water Sci. Technol. 39(12), 9-16.
20. Thomson, N. R., Mcbean, E. A., Snodgrass, W. & Monstrenko, I. B. 1997 Highway stormwater runoff quality: development surrogate parameter relationships. Water Air Soil Pollut. 94, 307-347. (Pubitemid 27409268)
21. U.S. Environmental Protection Agency (U.S. EPA) 1983 Results of the Nationwide Urban Runoff Program, Vol. 1. Final Report, Water Planning Division, U.S. EPA, Washington, DC.
22. Yuan, Y., Hall, K. & Oldham, C. 2001 A preliminary model for predicting heavy metal contaminant loading from urban catchment. Sci. Total Environ. 266, 299-307.