A multivariate approach to the identification of surrogate parameters for heavy metals in stormwater

Water, Air, and Soil Pollution

Volumn 224, Issue 1, 2013, Pages

  Singh, Anjana ^a   Ayoko, Godwin A ^a   Herngren, Lars ^a   Goonetilleke, Ashantha ^a  

^a QUEENSLAND UNIVERSITY OF TECHNOLOGY   (Australia)

Author keywords

Heavy metals; Partial least square (PLS); Stormwater quality; Surrogate indicators

Indexed keywords

ECOSYSTEMS; HEAVY METALS; LAND USE; LEAST SQUARES APPROXIMATIONS; MULTIVARIANT ANALYSIS; ORGANIC CARBON; PARTICLE SIZE; PARTICLE SIZE ANALYSIS; POTABLE WATER; STORM SEWERS;

INFLUENCING PARAMETERS; MULTIVARIATE APPROACH; MULTIVARIATE DATA ANALYSIS; PARTIAL LEAST SQUARE (PLS); PHYSICOCHEMICAL PARAMETERS; STORMWATER QUALITY; SURROGATE INDICATORS; URBAN STORMWATER MANAGEMENT;

STORMS;

HEAVY METAL; INORGANIC COMPOUND; IRON; MANGANESE; ORGANIC CARBON; STORM WATER;

CONCENTRATION (COMPOSITION); DATA SET; HEALTH IMPACT; HEAVY METAL; MONITORING SYSTEM; MULTIVARIATE ANALYSIS; STORMWATER; TOXICITY; URBAN AREA;

ARTICLE; CHEMICAL ANALYSIS; CHEMICAL PARAMETERS; CONCENTRATION (PARAMETERS); DATA ANALYSIS; DATA BASE; LABORATORY TEST; MULTIVARIATE ANALYSIS; PARTIAL LEAST SQUARES REGRESSION; PHYSICAL CHEMISTRY; PREDICTION; QUALITY CONTROL; WATER QUALITY; WATER TREATMENT;

EID: 84869861823     PISSN: 00496979     EISSN: 15732932     Source Type: Journal    
DOI: 10.1007/s11270-012-1368-1     Document Type: Article

References (19)

1. ABS (Australian Bureau of Statistics). (2005). Water account Australia 2004-05. Canberra: Australian Bureau of Statistics.
2. APHA. (2005). Standard methods for the examination of water and wastewater. Washington: American Public Health Association.
3. Ayoko, G. A., Singh, K., Balerea, S., & Kokot, S. (2007). Exploratory multivariate modeling and prediction of the physico-chemical properties of surface water and groundwater. Journal of Hydrology, 336(1-2), 115-124.
4. Eriksson, L., Hagberg, P., Johansson, E., Rännar, S., Whelehan, O., Åström, A., & Lindgren, T. (2001). Multivariate process monitoring of a newsprint mill. Application to modelling and predicting COD load resulting from de-inking of recycled paper. Journal of Chemometrics, 15(4), 337-352.
5. Herngren, L., Goonetilleke, A., & Ayoko, G. A. (2005a). Understanding heavy metal and suspended solids relationships in urban stormwater using simulated rainfall. Journal of Environmental Management, 76(2), 149-158.
6. Herngren, L. F., Goonetilleke, A., Sukpum, R., & De Silva, D. Y. (2005b). Rainfall simulation as a tool for urban water quality research. Environmental Engineering Science, 22(3), 378-383.
7. Herngren, L., Goonetilleke, A., & Ayoko, G. A. (2006). Analysis of heavy metals in road-deposited sediments. Analytica Chimica Acta, 571(2), 270-278.
8. Karlsson, K., Viklander, M., Scholes, L., & Revitt, M. (2010). Heavy metal concentrations and toxicity in water and sediment from stormwater ponds and sedimentation tanks. Journal of Hazardous Materials, 178(1-3), 612-618.
9. Miguntanna, N. S., Egodawatta, P., Kokot, S., & Goonetilleke, A. (2010). Determination of a set of surrogate parameters to assess urban stormwater quality. Science of the Total Environment, 408(24), 6251-6259.
10. Purcell, D. E., Leonard, G. J., O'Shea, M. G., & Kokot, S. (2005). A chemometrics investigation of sugarcane plant properties based on the molecular composition of epicuticular wax. Chemometrics and Intelligent Laboratory Systems, 76(2), 135-147.
11. Sansalone, J. J., & Buchberger, S. G. (1997). Characterization of solid and metal element distributions in urban highway stormwater. Water Science and Technology, 36(8-9), 155-60.
12. Sartor, J. D., & Boyd, G. B. (1972). Water pollution aspects of street surface contaminants, Report No. EPA-R2-72/081. Washington: US Environmental Protection Agency.
13. Settle, S., Goonetilleke, A., & Ayoko, G. (2007). Determination of surrogate indicators for phosphorus and solids in urban stormwater: Application of multivariate data analysis techniques. Water, Air, and Soil Pollution, 182(1), 149-161.
14. Singh, K. P., Malik, A., Basant, N., & Saxena, P. (2007). Multi-way partial least squares modeling of water quality data. Analytica Chimica Acta, 584(2), 385-396.
15. Smolinski, A., Zolotajkin, M., Ciba, J., Dydo, P., & Kluczka, J. (2009). PLS-EP algorithm to predict aluminum content in soils of Beskid Mountains region. Chemosphere, 76(4), 565-571.
16. Sun, H. (2004). A universal molecular descriptor system for prediction of LogP, LogS, LogBB, and absorption. Journal of Chemical Information and Computer Sciences, 44(2), 748-757.
17. Umetrics (2002) User guide to SIMCA P. Umea, Sweden: Umetrics.
18. USEPA (1994) Determination of trace elements in waters and wastes by inductively coupled plasma-mass spectrometry. Method 200.8. Washington, DC: USEPA.
19. WHO (2008). Progress on drinking water and sanitation: Special focus on sanitation. WHO and UNICEF Joint Monitoring Programme for Water Supply and Sanitation, Geneva and New York. Retrieved from http://www.who.int/water- sanitation-health/monitoring/jmp-report-7-10-lores.pdf.