Prediction model of the buildup of volatile organic compounds on urban roads

Environmental Science and Technology

Volumn 45, Issue 10, 2011, Pages 4453-4459

  Mahbub, Parvez ^a   Goonetilleke, Ashantha ^a   Ayoko, Godwin A ^a  

^a QUEENSLAND UNIVERSITY OF TECHNOLOGY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

ANALYTES; AVERAGE DAILY TRAFFICS; CHEMICAL PARAMETERS; COEFFICIENTS OF VARIATIONS; CONCENTRATION LEVELS; DATA MATRICES; DIFFERENT SIZES; LATENT FACTOR; META-XYLENE; MODEL CALIBRATION; MODEL PREDICTION; ORTHO XYLENES; ORTHOGONAL DESIGN; ORTHOGONAL EXPERIMENTAL DESIGN; PARA-XYLENE; PARTIAL LEAST SQUARES REGRESSION; PARTICLE-SIZE FRACTIONS; PREDICTION ERRORS; PREDICTION MODEL; PREDICTOR VARIABLES; SURFACE TEXTURES; TOTAL ORGANIC CARBON; TOTAL SUSPENDED SOLIDS; TRAFFIC PARAMETERS; TRAFFIC-RELATED; TWO PHASE; UNDERLYING CAUSE; URBAN ROAD;

CALIBRATION; DESIGN; ETHYLBENZENE; FORECASTING; LAND USE; MATHEMATICAL MODELS; OPTIMIZATION; ORGANIC CARBON; PRINCIPAL COMPONENT ANALYSIS; TOLUENE; VOLATILE ORGANIC COMPOUNDS; XYLENE;

TRAFFIC CONGESTION;

ETHYLBENZENE; META XYLENE; ORTHO XYLENE; PARA XYLENE; TOLUENE;

EXPERIMENTAL DESIGN; LAND USE; MODEL VALIDATION; PRINCIPAL COMPONENT ANALYSIS; ROAD; TOTAL ORGANIC CARBON; TRAFFIC CONGESTION; TRAFFIC EMISSION; URBAN ATMOSPHERE; VOLATILE ORGANIC COMPOUND; VOLUME;

ARTICLE; CHEMICAL PARAMETERS; PARTICLE SIZE; TOTAL ORGANIC CARBON; TRAFFIC; URBAN AREA;

BENZENE DERIVATIVES; CITIES; ENVIRONMENTAL MONITORING; ENVIRONMENTAL POLLUTANTS; MODELS, CHEMICAL; SURFACE PROPERTIES; TOLUENE; TRANSPORTATION; VOLATILE ORGANIC COMPOUNDS; XYLENES;

EID: 79955986217     PISSN: 0013936X     EISSN: 15205851     Source Type: Journal    
DOI: 10.1021/es200307x     Document Type: Article

References (42)

1. Buczynska, A. J.; Krata, A.; Stranger, M.; Godoi, A. F. L.; Kontozova-Deutsch, V.; Bencs, L.; Naveau, I.; Roekens, E.; Grieken, R. V. Atmospheric BTEX-concentrations in an area with intensive street traffic Atmos. Environ. 2009, 43, 311-318
2. Gilli, G.; Scursatone, E.; Bono, R.; Palin, L. Use of leaded gasoline and volatile halogenated hydrocarbon emission from automotive exhaust Sci. Total Environ. 1989, 79, 281-286
3. Wang, P.; Zhao, W. Assessment of ambient volatile organic compounds (VOCs) near major roads in urban Nanjing, China Atmos. Res. 2008, 89, 289-297
4. Mohamed, M. F.; Kang, D.; Aneja, V. P. Volatile organic compounds in some urban locations in United States Chemosphere 2002, 47, 863-882 (Pubitemid 34517380)
5. Prévô̈t, A. S. H.; Dommen, J.; Baìumle, M. Influence of road traffic on volatile organic compound concentrations in and above a deep Alpine valley Atmos. Environ. 2000, 34, 4719-4726 (Pubitemid 30628305)
6. Staehelin, J.; Schlaìpfer, K.; Bürgin, T.; Steinemann, U.; Schneider, S.; Brunner, D.; Baìumle, M.; Meier, M.; Zahner, C.; Keiser, S.; Stahel, W.; Keller, C. Emission factors from road traffic from a tunnel study (Gubrist tunnel, Switzerland). Part I: Concept and first results Sci. Total Environ. 1995, 169, 141-147 (Pubitemid 26430519)
7. EPA. Test Methods for Evaluating Solid Waste, Physical/Chemical Methods; SW-846, 3 rd ed.; U.S. Environmental Protection Agency: Washington, DC, 2008; Methods 5035 and 8260B.
8. WI DNR. Methods for Determining Gasoline Range Organics; PUBL-SW-140; Wisconsin DNR: Madison, WI, 1995.
9. IARC. IARC Monographs on the Evaluation of Carcinogenic Risks to Humans, (2009. http://monographs.iarc.fr/ENG/Classification/crthgr01.php. Accessed 3 Feb 2010.
10. Hunter, J. V.; Sabatino, T.; Gomperts, R.; MacKenzie, M. J. Contribution of urban runoff to hydrocarbon pollution J. Water Pollut. Control Fed. 1979) 51, 2129-38 (Pubitemid 9214566)
11. Hoffman, E. J.; Latimer, J. S.; Mills, G. L.; Quinn, J. G. Petroleum hydrocarbons in urban runoff from a commercial land use area J. Water Pollut. Control Fed. 1982, 54, 1517-1525 (Pubitemid 13037143)
12. Hoffman, E. J.; Mills, G. L.; Latimer, J. S.; Quinn, J. G. Urban runoff as a source of polycyclic aromatic hydrocarbons to coastal waters Environ. Sci. Technol. 1984, 18, 580-587 (Pubitemid 14006826)
13. Herngren, L. Build-up and Wash-off Process Kinetics of PAHs and Heavy Metals on Paved Surfaces Using Simulated Rainfall. PhD Dissertation, Queensland University of Technology, Brisbane, 2005.
14. Olson, D. A.; Hammond, D. M.; Seila, R. L.; Burke, J. M.; Norris, G. A. Spatial gradients and source apportionment of volatile organic compounds near roadways Atmos. Environ. 2009, 43, 5647-5653
15. Smith, L.; Mukerjee, S.; Gonzales, M.; Stallings, C.; Neas, L.; Norris, G.; Oìzkaynak, H. Use of GIS and ancillary variables to predict volatile organic compound and nitrogen dioxide levels at unmonitored locations Atmos. Environ. 2006, 40, 3773-3787 (Pubitemid 43776806)
16. Ogden, K. W.; Taylor, S. Y. Traffic Engineering and Management; Institute of Transport Studies, Monash University: Australia, 1999; pp 592-594.
17. Federal Highway Administration. Technical Advisory Report T5040.36; U.S. Department of Transportation, 2005. http://www.fhwa.dot.gov/pavement/t504036. cfm. Accessed 10 December 2010.
18. Charlesworth, S. M.; Lees, J. A. Particulate associated heavy metals in the urban environment: Their transport from source to deposit, Coventry, UK Chemosphere 1999, 39, 833-848 (Pubitemid 29299099)
19. Hwang, H. -M.; Foster, G. D. Characterization of polycyclic aromatic hydrocarbons in urban stormwater runoff flowing into the tidal Anacostia River, Washington, DC, USA Environ. Pollut. 2006, 140, 416-426 (Pubitemid 43288039)
20. Moilleron, R.; Gonzalez, A.; Chebbo, G.; Thévenot, D. R. Determination of aliphatic hydrocarbons in urban runoff samples from the "Le Marais" experimental catchment in Paris centre Water Res. 2002, 36, 1275-1285 (Pubitemid 34163320)
21. Shaw, S. B.; Parlange, J.-Y.; Lebowitz, M.; Walter, M. T. Accounting for surface roughness in a physically-based urban wash-off model J. Hydrol. 2009, 367, 79-85
22. Kreider, M. L.; Panko, J. M.; McAtee, B. L.; Sweet, L. I.; Finley, B. L. Physical and chemical characterization of tire-related particles: Comparison of particles generated using different methodologies Sci. Total Environ. 2010, 408, 652-659
23. GCCC. Gold Coast Priority Infrastructure Plan- Derivation of Trunk Road Infrastructure Network Charges: Final Report, Veitch Lister Consulting, (2006, 8 pp. http://www.goldcoast.qld.gov.au/gcplanningscheme-0509/attachments/planning- scheme-documents/part8-infrastructure/reference-documentation.pdf. Accessed 2 June 2010.
24. Mahbub, P.; Ayoko, G.; Egodawatta, P.; Yigitcanlar, T.; Goonetilleke, A. Traffic and climate change impacts on water quality: Measuring build-up and wash-off of heavy metals and petroleum hydrocarbons. In Rethinking Sustainable Development: Urban management, Engineering and Design; Yigitcanlar, T., Ed.; Engineering Science Reference: New York, 2010; pp 147-167.
25. Huber, W. C. Deterministic modeling of urban runoff quality. In Urban Runoff Pollution; Torno, H. C.; Desbordes, M.; Marsalek, J., Eds.; NATO ASI series; Springer-Verlag: Berlin and New York; pp 167-242.
26. Sartor, J. D.; Boyd, G. B.; Agardy, F. J. Water Pollution Aspects of Street Surface Contaminants J. Water Pollut. Control Fed. 1974, 46, 458-467
27. Egodawatta, P. K. Translation of small-plot scale pollutant build-up and wash-off measurements to urban catchment scale. PhD Dissertation, Queensland University of Technology, Brisbane, 2007.
28. Eaton, A. D.; Clesceri, L. S.; Rice, E. W.; Greenberg, A. E., Eds. Standard Methods for the Examination of Water and Wastewater, 21 st ed.; American Public Health Association: Washington, DC, 2005.
29. Patra, A.; Colvile, R.; Arnold, S.; Bowen, E.; Shallcross, D.; Martin, D.; Price, C.; Tate, J.; Apsimon, H.; Robbins, A. On street observations of particulate matter movement and dispersion due to traffic on an urban road Atmos. Environ. 2008, 42, 3911-3926 (Pubitemid 351680407)
30. Mahbub, P.; Ayoko, G. A.; Goonetilleke, A.; Egodawatta, P.; Kokot, S. Impacts of traffic and rainfall characteristics on heavy metals build-up and wash-off from urban roads Environ. Sci. Technol. 2010, 44, 8904-8910
31. Filella, I.; Peñuelas, J. Daily, weekly, and seasonal time courses of VOC concentrations in a semi-urban area near Barcelona Atmos. Environ. 2006, 40, 7752-7769 (Pubitemid 44750791)
32. Chrysikopoulos, C. V.; Hildemann, L. M.; Roberts, P. V. Modeling the emission and dispersion of volatile organics from surface aeration wastewater treatment facilities Water Res. 1992, 26, 1045-1052
33. Johnson, T. D.; Belitz, K. Assigning land use to supply wells for the statistical characterization of regional groundwater quality: Correlating urban land use and VOC occurrence J. Hydrol. 2009, 370, 100-108
34. Pitt, R.; Field, R.; Lalor, M.; Brown, M. Urban stormwater toxic pollutants: assessment, sources, and treatability Water Environ. Res. 1995, 67, 260-275
35. Deming, S. N.; Morgan, S. L. Experimental Design: A Chemometric Approach, 2 nd ed.; Elsevier Science Publishers: Amsterdam, 1993; pp 262-264.
36. Lan, W. G.; Wong, M. K.; Chen, N.; Sin, Y. M. Orthogonal array design as a chemometric method for optimization of analytical procedures part 2.* Four-level design and its application in microwave dissolution of biological samples Analyst 1994, 119, 1669-1675
37. SIRIUS (2008). SIRIUS version 7.1 copyright 1987-2008. Pattern Recognition Systems AS, Help Topics. http://www.prs.no.
38. Wold, S. Cross-Validatory Estimation of the Number of Components in Factor and Principal Components Models Technometrics 1978, 20, 397
39. Watson, C. J.; Billingsley, P.; Croft, D. J.; Huntsberger, D. V. Statistics for Management and Economics, 5 th ed.; Allyn and Bacon: Boston, 1993; pp 343-348.
40. Otto, M.; Wegscheider, W. Spectrophotometric multicomponent analysis applied to trace metal determinations Anal. Chem. 1985, 57, 63-69 (Pubitemid 15436038)
41. Ni, Y.; Wang, L.; Kokot, S. Simultaneous determination of nitrobenzene and nitro-substituted phenols by differential pulse voltammetry and chemometrics Anal. Chim. Acta 2001, 431, 101-113 (Pubitemid 32155442)
42. Horwitz, W. Evaluation of Analytical Methods Used for Regulation of Foods and Drugs Anal. Chem. 1982, 54, 67A-76A