PM2.5 Population Exposure in New Delhi Using a Probabilistic Simulation Framework

Environmental Science and Technology

Volumn 50, Issue 6, 2016, Pages 3174-3183

  Saraswat, Arvind ^a   Kandlikar, Milind ^a   Brauer, Michael ^a   Srivastava, Arun ^b  

^a UNIVERSITY OF BRITISH COLUMBIA   (Canada)

^b JAWAHARLAL NEHRU UNIVERSITY   (India)

Author keywords

[No Author keywords available]

Indexed keywords

GEOGRAPHIC INFORMATION SYSTEMS; ROADS AND STREETS;

EDUCATIONAL INSTITUTIONS; FIELD MEASUREMENT; NEW DELHI , INDIA; POPULATION EXPOSURE; PROBABILISTIC SIMULATION; TIME ACTIVITY PATTERNS; TRIP DISTRIBUTION; WORKING POPULATION;

POPULATION STATISTICS;

AEROSOL; CAPITAL CITY; CONCENTRATION (COMPOSITION); GIS; PARTICULATE MATTER; POLLUTION EXPOSURE; POLLUTION MONITORING; PROBABILITY; SIMULATION; TRAFFIC EMISSION; URBAN POPULATION;

EMPLOYMENT; EXPOSURE; GEOGRAPHIC INFORMATION SYSTEM; GRAVITY; HUMAN; HUMAN TISSUE; INDIA; MAJOR CLINICAL STUDY; MODEL; MONITORING; POPULATION EXPOSURE; POPULATION MODEL; WINTER; AIR POLLUTANT; ANALYSIS; CITY; ENVIRONMENTAL EXPOSURE; ENVIRONMENTAL MONITORING; PARTICULATE MATTER; SEASON; STATISTICAL MODEL;

DELHI; INDIA; NEW DELHI;

AIR POLLUTANTS; CITIES; ENVIRONMENTAL EXPOSURE; ENVIRONMENTAL MONITORING; GEOGRAPHIC INFORMATION SYSTEMS; HUMANS; INDIA; MODELS, STATISTICAL; PARTICULATE MATTER; SEASONS;

EID: 84960440344     PISSN: 0013936X     EISSN: 15205851     Source Type: Journal    
DOI: 10.1021/acs.est.5b04975     Document Type: Article

References (53)

1. WHO. Air Quality Guidelines, Global Update 2005; World Health Organization: Copenhagen, 2006; http://www.euro.who.int/--data/assets/pdf-file/0005/78638/E90038.pdf?ua=1 (accessed May 25, 2008).
2. GNCTD. Economic Survey of Delhi 2014-2015; Government of National Capital Territory of Delhi: 2015; http://www.delhi.gov.in/wps/wcm/connect/DoIT-Planning/planning/economic+survey+of+dehli/economic+survey+of+delhi+2014+-+2015 (accessed December 27, 2015).
3. Lim, S. S.; Vos, T.; Flaxman, A. D.; Danaei, G.; Shibuya, K.; Adair-Rohani, H.; AlMazroa, M. A.; Amann, M.; Anderson, H. R.; Andrews, K. G. A comparative risk assessment of burden of disease and injury attributable to 67 risk factors and risk factor clusters in 21 regions, 1990-2010: a systematic analysis for the Global Burden of Disease Study 2010 Lancet 2012, 380, 2224-2260 10.1016/S0140-6736(12)61766-8
4. GBD Profile: India, The Global Burden of Disease Study 2010 (GBD 2010). http://www.healthdata.org/gbd/data (accessed July 20, 2015).
5. Chowdhury, Z.; Zheng, M.; Schauer, J. J.; Sheesley, R. J.; Salmon, L. G.; Cass, G. R.; Russell, A. G. Speciation of ambient fine organic carbon particles and source apportionment of PM2.5 in Indian cities. J. Geophys. Res. 2007, 112. 10.1029/2007JD008386
6. Pant, P.; Shukla, A.; Kohl, S. D.; Chow, J. C.; Watson, J. G.; Harrison, R. M. Characterization of ambient PM 2.5 at a pollution hotspot in New Delhi, India and inference of sources Atmos. Environ. 2015, 109, 178-189 10.1016/j.atmosenv.2015.02.074
7. Tiwari, G. Transport and land-use policies in Delhi Bulletin of the World Health Organization 2003, 81, 444-450
8. Mishra, D.; Goyal, P. Estimation of vehicular emissions using dynamic emission factors: A case study of Delhi, India Atmos. Environ. 2014, 98, 1-7 10.1016/j.atmosenv.2014.08.047
9. Kandlikar, M. Air pollution at a hotspot location in Delhi: Detecting trends, Seasonal cycles and oscillations Atmos. Environ. 2007, 41, 5934-5947 10.1016/j.atmosenv.2007.03.044
10. Levy, J. I.; Buonocore, J. J.; Von Stackelberg, K. Evaluation of the public health impacts of traffic congestion: a health risk assessment Environ. Health 2010, 9, 1-12 10.1186/1476-069X-9-65
11. Jerrett, M.; Arain, A.; Kanaroglou, P.; Beckerman, B.; Potoglou, D.; Sahsuvaroglu, T.; Morrison, J.; Giovis, C. A review and evaluation of intraurban air pollution exposure models J. Exposure Anal. Environ. Epidemiol. 2005, 15, 185-204 10.1038/sj.jea.7500388
12. Burke, J. M.; Zufall, M. J.; Ozkaynak, H. A population exposure model for particulate matter: case study results for PM(2.5) in Philadelphia, PA J. Exposure Anal. Environ. Epidemiol. 2001, 11, 470-89 10.1038/sj.jea.7500188
13. Ott, W. R. Exposure Estimates Based on Computer Generated Activity Patterns J. Toxicol., Clin. Toxicol. 1983, 21, 97-128 10.3109/15563658308990412
14. Wilson, J. G.; Kingham, S.; Pearce, J.; Sturman, A. P. A review of intraurban variations in particulate air pollution: Implications for epidemiological research Atmos. Environ. 2005, 39, 6444-6462 10.1016/j.atmosenv.2005.07.030
15. Zou, B.; Wilson, J. G.; Zhan, F. B.; Zeng, Y. Air pollution exposure assessment methods utilized in epidemiological studies J. Environ. Monit. 2009, 11, 475-490 10.1039/b813889c
16. Briggs, D. The role of GIS: coping with space (and time) in air pollution exposure assessment J. Toxicol. Environ. Health, Part A 2005, 68, 1243-1261 10.1080/15287390590936094
17. Brauer, M.; Hoek, G.; van Vliet, P.; Meliefste, K.; Fischer, P.; Gehring, U.; Heinrich, J.; Cyrys, J.; Bellander, T.; Lewne, M.; Brunekreef, B. Estimating Long-Term Average Particulate Air Pollution Concentrations: Application of Traffic Indicators and Geographic Information Systems Epidemiology 2003, 14, 228-239 10.1097/01.EDE.0000041910.49046.9B
18. Hoek, G.; Beelen, R.; de Hoogh, K.; Vienneau, D.; Gulliver, J.; Fischer, P.; Briggs, D. A review of land-use regression models to assess spatial variation of outdoor air pollution Atmos. Environ. 2008, 42, 7561-7578 10.1016/j.atmosenv.2008.05.057
19. Karanasiou, A.; Viana, M.; Querol, X.; Moreno, T.; de Leeuw, F. Assessment of personal exposure to particulate air pollution during commuting in European cities-Recommendations and policy implications Sci. Total Environ. 2014, 490, 785-797 10.1016/j.scitotenv.2014.05.036
20. Künzli, N.; Kaiser, R.; Medina, S.; Studnicka, M.; Chanel, O.; Filliger, P.; Herry, M.; Horak, F., Jr; Puybonnieux-Texier, V.; Quénel, P.; Schneider, J.; Seethaler, R.; Vergnaud, J. C.; Sommer, H. Public-health impact of outdoor and traffic-related air pollution: a European assessment Lancet 2000, 356, 795-801 10.1016/S0140-6736(00)02653-2
21. Riediker, M.; Cascio, W. E.; Griggs, T. R.; Herbst, M. C.; Bromberg, P. A.; Neas, L.; Williams, R. W.; Devlin, R. B. Particulate Matter Exposure in Cars Is Associated with Cardiovascular Effects in Healthy Young Men Am. J. Respir. Crit. Care Med. 2004, 169, 934-940 10.1164/rccm.200310-1463OC
22. Setton, E.; Marshall, J. D.; Brauer, M.; Lundquist, K. R.; Hystad, P.; Keller, P.; Cloutier-Fisher, D. The impact of daily mobility on exposure to traffic-related air pollution and health effect estimates J. Exposure Sci. Environ. Epidemiol. 2011, 21, 42-48 10.1038/jes.2010.14
23. Jerrett, M.; Burnett, R. T.; Kanaroglou, P.; Eyles, J.; Finkelstein, N.; Giovis, C.; Brook, J. R. A GIS-environmental justice analysis of particulate air pollution in Hamilton, Canada Environment and Planning A 2001, 33, 955-973 10.1068/a33137
24. Evans, G. W.; Kantrowitz, E. SOCIOECONOMIC STATUS AND HEALTH: The Potential Role of Environmental Risk Exposure Annu. Rev. Public Health 2002, 23, 303-331 10.1146/annurev.publhealth.23.112001.112349
25. Forastiere, F.; Stafoggia, M.; Tasco, C.; Picciotto, S.; Agabiti, N.; Cesaroni, G.; Perucci, C. A. Socioeconomic status, particulate air pollution, and daily mortality: differential exposure or differential susceptibility Am. J. Ind. Med. 2007, 50, 208-216 10.1002/ajim.20368
26. Krzyzanowski, M.; Kuna-Dibbert, B.; Schneider, J. Health Effects of Transport-Related Air Pollution; WHO Regional Office Europe, 2005.
27. Ott, W. R. Concepts of human exposure to air pollution Environ. Int. 1982, 7, 179-196 10.1016/0160-4120(82)90104-0
28. Setton, E. M.; Keller, C. P.; Cloutier-Fisher, D.; Hystad, P. W. Spatial variations in estimated chronic exposure to traffic-related air pollution in working populations: A simulation International Journal of Health Geographics 2008, 7, 39-39 10.1186/1476-072X-7-39
29. Klepeis, N. E. An introduction to the indirect exposure assessment approach: modeling human exposure using microenvironmental measurements and the recent National Human Activity Pattern Survey Environ. Health Perspect. 1999, 107, 365-374 10.2307/3434429
30. Hanninen, O.; Kruize, H.; Lebret, E.; Jantunen, M. EXPOLIS simulation model: PM2.5 application and comparison with measurements in Helsinki J. Exposure Anal. Environ. Epidemiol. 2003, 13, 74-85 10.1038/sj.jea.7500260
31. Kruize, H.; Hanninen, O.; Breugelmans, O.; Lebret, E.; Jantunen, M. Description and demonstration of the EXPOLIS simulation model: two examples of modeling population exposure to particulate matter J. Exposure Anal. Environ. Epidemiol. 2003, 13, 87-99 10.1038/sj.jea.7500258
32. Saraswat, A.; Apte, J. S.; Kandlikar, M.; Brauer, M.; Henderson, S. B.; Marshall, J. D. Spatiotemporal Land Use Regression Models of Fine, Ultrafine, and Black Carbon Particulate Matter in New Delhi, India Environ. Sci. Technol. 2013, 47, 12903-12911 10.1021/es401489h
33. RITES. Transport Demand Forecast Study and Development of an Integrated Road Cum Multi-Modal Public Transport Network for NCT of Delhi; Government of National Capital Territory of Delhi: New Delhi, 2010; http://delhi.gov.in/wps/wcm/connect/d8707180436ea1acbf5affeaf072cdcf/Final-TDFS-DIMTS-RITES+Study.pdf?MOD=AJPERES&lmod=825067854&CACHEID=d8707180436ea1acbf5affeaf072cdcf (accessed March 21, 2015).
34. Wilson, A. G. A statistical theory of spatial distribution models Transportation Research 1967, 1, 253-269 10.1016/0041-1647(67)90035-4
35. CPCB Real Time Air Quality Data. http://www.cpcb.nic.in (accessed August 1, 2015).
36. Chen, C.; Zhao, B. Review of relationship between indoor and outdoor particles: I/O ratio, infiltration factor and penetration factor Atmos. Environ. 2011, 45, 275-288 10.1016/j.atmosenv.2010.09.048
37. Massey, D.; Masih, J.; Kulshrestha, A.; Habil, M.; Taneja, A. Indoor/outdoor relationship of fine particles less than 2.5 μm (PM2.5) in residential homes locations in central Indian region Building and Environment 2009, 44, 2037-2045 10.1016/j.buildenv.2009.02.010
38. Massey, D.; Kulshrestha, A.; Masih, J.; Taneja, A. Seasonal trends of PM10, PM5.0, PM2.5 & PM1.0 in indoor and outdoor environments of residential homes located in North-Central India Building and Environment 2012, 47, 223-231 10.1016/j.buildenv.2011.07.018
39. Saksena, S.; Prasad, R. K.; Shankar, V. R. Daily Exposure to Air Pollutants in Indoor, Outdoor and In-vehicle Micro-environments: A Pilot Study in Delhi Indoor Built Environ. 2007, 16, 39-46 10.1177/1420326X06074715
40. Jiao, W.; Frey, H. Method for Measuring the Ratio of In-Vehicle to Near-Vehicle Exposure Concentrations of Airborne Fine Particles Transp. Res. Rec. 2013, 2341, 34-42 10.3141/2341-04
41. Ott, W.; Klepeis, N.; Switzer, P. Air change rates of motor vehicles and in-vehicle pollutant concentrations from secondhand smoke J. Exposure Sci. Environ. Epidemiol. 2008, 18, 312-325 10.1038/sj.jes.7500601
42. Gelman, A. Prior distribution Encyclopedia of environmetrics 2002, 10.1002/9780470057339.vap039
43. Census of India, 2011. http://www.censusindia.gov.in/2011census/hlo/Houselisting-housing-PCA.html (accessed July 16, 2015).
44. Box Plots. https://stat.ethz.ch/R-manual/R-devel/library/graphics/html/boxplot.html (accessed December 27, 2015).
45. McGill, R.; Tukey, J. W.; Larsen, W. A. Variations of Box Plots Am. Stat. 1978, 32, 12-16 10.1080/00031305.1978.10479236
46. Tiwari, S.; Srivastava, A. K.; Bisht, D. S.; Parmita, P.; Srivastava, M. K.; Attri, S. D. Diurnal and seasonal variations of black carbon and PM2.5 over New Delhi, India: Influence of meteorology Atmos. Res. 2013, 125-126, 50-62 10.1016/j.atmosres.2013.01.011
47. Guttikunda, S. K.; Gurjar, B. Role of meteorology in seasonality of air pollution in megacity Delhi, India Environ. Monit. Assess. 2012, 184, 3199-3211 10.1007/s10661-011-2182-8
48. Tiwari, S.; Chate, D.; Pragya, P.; Ali, K.; Bisht, D. S. Variations in Mass of the PM10, PM2. 5 and PM1 during the Monsoon and the Winter at New Delhi Aerosol Air Qual. Res. 2012, 12, 20-29 10.4209/aaqr.2011.06.0075
49. Apte, J. S.; Kirchstetter, T. W.; Reich, A. H.; Deshpande, S. J.; Kaushik, G.; Chel, A.; Marshall, J. D.; Nazaroff, W. W. Concentrations of fine, ultrafine, and black carbon particles in auto-rickshaws in New Delhi, India Atmos. Environ. 2011, 45, 4470-4480 10.1016/j.atmosenv.2011.05.028
50. Pope, C. A.; Dockery, D. W. Health effects of fine particulate air pollution: Lines that connect J. Air Waste Manage. Assoc. 2006, 56, 709-742 10.1080/10473289.2006.10464485
51. Sati, A. P.; Mohan, M. Analysis of air pollution during a severe smog episode of November 2012 and the Diwali Festival over Delhi, India International Journal of Remote Sensing 2014, 35, 6940-6954 10.1080/01431161.2014.960618
52. Bisht, D. S.; Dumka, U. C.; Kaskaoutis, D. G.; Pipal, A. S.; Srivastava, A. K.; Soni, V. K.; Attri, S. D.; Sateesh, M.; Tiwari, S. Carbonaceous aerosols and pollutants over Delhi urban environment: Temporal evolution, source apportionment and radiative forcing Sci. Total Environ. 2015, 521-522, 431-45 10.1016/j.scitotenv.2015.03.083
53. Guttikunda, S. K.; Calori, G. A GIS based emissions inventory at 1 km × 1 km spatial resolution for air pollution analysis in Delhi, India Atmos. Environ. 2013, 67, 101-111 10.1016/j.atmosenv.2012.10.040