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A model-based fuzzy set-OWA approach for integrated air pollution risk assessment

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Abstract

This paper presents a fuzzy set—ordered weighted averaging (FSOWA) approach for the integrated health risk assessment associated with multiple air pollution factors and evaluation criteria. A number of different methods and tools are integrated within the same platform, including Geographic Information System, air quality modeling, fuzzy set, multi-criteria analysis, ordered weighted averaging, and health risk assessment. A degree of fuzziness is incorporated into the air quality criteria by using the fuzzy sets and therefore the absolute criteria is avoided. The health risk and relative importance of various pollution factors are aggregated by two models (Max–min and Max-product composition) with the consideration of uncertainties. The main advantage of FSOWA is capable of revealing the potential interactions among various pollution factors and quantifying the inherent uncertainties and complexities in air pollution integrated health risk assessment. The developed approach is illustrated in a case study of the state of California based on four criteria pollutants (PM2.5, NO2, SO2 and CO). The results demonstrate that the developed approach offers a flexible exploitation for assessing air pollution health risk. This approach may also be applied to much broader environmental problems for multi-criteria decision making to achieve more sustainable environment.

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References

  • An H, Eheart JW (2007) A screening technique for joint chance-constrained programming for air quality management. Oper Res 55:792–798

    Article  Google Scholar 

  • Beliakov G, Pradera A, Calvo T (2007) Aggregation functions: a guide for practitioners. Springer, Berlin, Heidelberg

    Google Scholar 

  • Bhattacharya J, Chaulya SK, Oruganti SS (2000) Probabilistic health risk assessment of industrial workers exposed to the air pollution. Pract Period Hazard Toxic Radioact Waste Manage 4(4):148–155

    Article  CAS  Google Scholar 

  • Brook JR, Burnett RT, Dann TF, Cakmak S, Goldberg MS, Fan X, Wheeler AJ (2007) Further interpretation of the acute effect of nitrogen dioxide observed in Canadian time-series studies. J Expo Sci Env Epid 17:S36–S44

    Article  CAS  Google Scholar 

  • Burnett RT, Steib D, Brook JR, Cakmak S, Dales R, Raizenne M, Vincent R, Dann T (2004) The short-term effects of nitrogen dioxide on mortality in Canadian cities. Arch Environ Health 59:228–237

    Article  CAS  Google Scholar 

  • California Air Resources Board (CARB) (2009a) California air basin map. http://www.census.gov/prod/cen2000/phc3-us-pt1.pdf. Accessed 5 Feb 2010

  • California Air Resources Board (CARB) (2009b) Air emission inventory database. http://www.arb.ca.gov/app/emsinv/facinfo/facinfo.php. Accessed 10 April 2009

  • California Air Resources Board (CARB) (2009c) AQMIS 2—Air quality and meteorological information system. http://www.arb.ca.gov/aqmis2/aqmis2.php. Accessed 6 April 2009

  • California Air Resources Board (CARB) (2009d) California ambient air quality standards (CAAQS). http://www.arb.ca.gov/research/aaqs/caaqs/caaqs.htm. Accessed 8 Feb 2010

  • California Department of Finance (2009) E-4 Population estimates for cities, counties and the state, 2001–2009, with 2000 benchmark. Sacramento, California. http://www.dof.ca.gov/research/demographic/reports/estimates/e-4/2001-09/. Accessed 20 Dec 2009

  • Cangialosi F, Intini G, Liberti L, Notarnicola M, Stellacci P (2008) Health risk assessment of air emissions from a municipal solid waste incineration plant—a case study. Waste Manage 28:885–895

    Article  CAS  Google Scholar 

  • Carnevale C, Finzi G, Pisoni E, Volta M, Guariso G, Gianfreda R et al (2012) An integrated assessment tool to define effective air quality policies at regional scale. Environ Model Softw 38:306–315

    Article  Google Scholar 

  • Chen Z, Huang GH, Chakma A (1998) Integrated environmental risk assessment for petroleum-contaminated sites—a North American case study. Water Sci Technol 38(4–5):131–138

    Article  CAS  Google Scholar 

  • Chen Z, Huang GH, Chakma A (2003) Hybrid fuzzy-stochastic modeling approach for assessing environmental risks at contaminated groundwater systems. J Environ Eng 129(1):79–88

    Article  CAS  Google Scholar 

  • Clark NA, Demers PA, Karr CJ, Koehoorn M, Lencar C, Tamburic L, Brauer M (2010) Effect of early life exposure to air pollution on development of childhood asthma. Environ Health Perspect 118:284–290

    Article  CAS  Google Scholar 

  • Cornelis C, Deschrijver G, Nachtegael M, Schockaert S, Shi Y (2010) 35 Years of Fuzzy set theory. Springer, Berlin, Heidelberg

    Google Scholar 

  • Economopoulou AA, Economopoulos AP (2002) Air pollution in Athens basins and health risk assessment. Environ Monit Assess 80:277–299

    Article  CAS  Google Scholar 

  • Henry CR, Satran D, Lindgren B, Adkinson C, Nicholson CI, Henry TD (2006) Myocardial injury and long-term mortality following moderate to severe carbon monoxide poisoning. JAMA 295(4):398–402

    Article  CAS  Google Scholar 

  • Henz S, Maeder M (2005) Prospective study of accidental carbon monoxide poisoning in 38 Swiss soldiers. Swiss Med Wkly 135(27–28):398–408

    CAS  Google Scholar 

  • Jerrett M, Finkelstein MM, Brook JR, Arain MA, Kanaroglou P, Stieb DM, Gilbert NL, Verma D, Finkelstein N, Chapman KR, Sears MR (2009) A cohort study of traffic-related air pollution and mortality in Toronto, Ontario, Canada. Environ Health Perspect 117:772–777

    Article  CAS  Google Scholar 

  • Kaya I, Kahraman C (2009) Fuzzy robust process capability indices for risk assessment of air pollution. Stoch Environ Res Risk Assess 23:529–541

    Article  Google Scholar 

  • Kontos A, Fassois S, Deli M (1999) Short-term effects of air pollution on childhood respiratory illness in Piraeus, Greece, 1987-1992: nonparametric stochastic dynamic analysis. Environ Res 81(4):275–297

    Article  CAS  Google Scholar 

  • Krzyzanowski M, Wojtyniak B (1991) Air pollution and daily mortality in Cracow. Public Health Rev 19(1–4):73–81

    Google Scholar 

  • Laden F, Schwartz J, Speizer FE, Dockery DW (2006) Reduction in fine particulate air pollution and mortality: extended follow-up of the Harvard six cities study. Am J Respir Crit Cell Care Med 173:667–672

    Article  CAS  Google Scholar 

  • Lenters V, Uiterwaal CS, Beelen R, Bots ML, Fischer P, Brunekreef B, Hoek G (2010) Long-term exposure to air pollution and vascular damage in young adults. Epidemiology 21:512–520

    Article  Google Scholar 

  • Lepeule J, Laden F, Dockery D, Schwartz J (2012) Chronic exposure to fine particles and mortality: an extended follow-up of the Harvard six cities study from 1974 to 2009. Environ Health Perspect 120(7):965–970

    Article  Google Scholar 

  • Li YP, Huang GH, Veawab A, Nie XH, Liu L (2006) Two-stage fuzzy-stochastic robust programming: a hybrid model for regional air quality management. J Air Waste Manage Assoc 56:1070–1082

    Article  CAS  Google Scholar 

  • Li HL, Huang GH, Zou Y (2008) An integrated fuzzy-stochastic modeling approach for assessing health-impact risk from air pollution. Stoch Environ Res Risk Assess 22:789–803

    Article  Google Scholar 

  • Lin YP, Huang GH, Lu HW, He L (2008) A simulation-aided factorial analysis approach for characterizing interactive effects of system factors on composting processes. Sci Total Environ 402:268–277

    Article  CAS  Google Scholar 

  • Liu S, Krewski D, Shi Y, Chen Y, Burnett RT (2003) Association between gaseous ambient air pollutants and adverse pregnancy outcomes in Vancouver. Canada. Environ Health Perspect 111(14):1773–1778

    Article  CAS  Google Scholar 

  • Lopez EM, García M, Schuhmacher M, Domingo JL (2008) A fuzzy expert system for soil characterization. Environ Int 34(7):950–958

    Article  Google Scholar 

  • Lu HW, Huang GH, He L (2010) A two-phase optimization model based on inexact air dispersion simulation for regional air quality control. Water Air Soil Pollut 211:121–134

    Article  CAS  Google Scholar 

  • Maqsood I, Huang GH (2003) A two-stage interval-stochastic programming model for waste management under uncertainty. J Air Waste Manage Assoc 53:540–552

    Article  Google Scholar 

  • Mesa-Frias M, Chalabi Z, Foss AM (2014) Quantifying uncertainty in health impact assessment: a case-study example on indoor housing ventilation. Environ Int 62:95–103

    Article  Google Scholar 

  • NOAA (National Oceanic and Atmospheric Administration) (2010) Upper-air data. http://www.ncdc.noaa.gov/oa/upperair.html. Accessed 10 April 2010

  • Ocampo-Duque W, Osorio C, Piamba C, Schuhmacher M, Domingo JL (2013) Water quality analysis in rivers with non-parametric probability distributions and fuzzy inference systems: application to the Cauca River, Colombia. Environ Int 52:17–28

    Article  CAS  Google Scholar 

  • Oettl D, Almbauer RA, Sturm PJ, Pretterhofer G (2003) Dispersion modelling of air pollution caused by road traffic using a Markov Chain-Monte Carlo model. Stoch Environ Res Risk Assess Res J 17(1):58–76

    Article  Google Scholar 

  • Ott WR (1978) Environmental indices: theory and practice. Ann Arbor Science Publishers, Michigan

    Google Scholar 

  • Pedrycz W, Gomide F (2007) Fuzzy systems engineering toward human-centric computing. John Wiley & Sons Inc, Hoboken

    Google Scholar 

  • Pedrycz W, Ekel P, Parreiras R (2011) Fuzzy multicriteria decision-making: models, methods and applications. John Wiley & Sons Inc, Hoboken

    Google Scholar 

  • Pope CA, Dockery DW (2006) Health effects of fine particulate air pollution: lines that connect. J Air Waste Manage Assoc 56:709–742

    Article  CAS  Google Scholar 

  • Pope CA, Burnett RT, Thun MJ, Calle EE, Krewski D, Ito K, Thurston GD (2002) Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution. JAMA 287(9):1132–1141

    Article  CAS  Google Scholar 

  • Qin XS, Huang GH, Chakma A (2008) Modeling groundwater contamination under uncertainty: a factorial-design-based stochastic approach. J Environ Inform 11:11–20

    Article  Google Scholar 

  • Qin XS, Huang GH, Liu L (2010) A genetic-algorithm-aided stochastic optimization model for regional air quality management under uncertainty. J Air Waste Manage Assoc 60:63–71

    Article  CAS  Google Scholar 

  • Reshetin VP (2008) Fuzzy assessment of human-health risks due to air pollution. Int J Risk Assess Manage 9:160–177

    Article  CAS  Google Scholar 

  • Sadiqa R, Husain T (2005) A fuzzy-based methodology for an aggregative environmental risk assessment: a case study of drilling waste. Environ Model Softw 20:33–46

    Article  Google Scholar 

  • Sadiq R, Tesfamariam S (2009) Environmental decision-making under uncertainty using intuitionistic fuzzy analytic hierarchy process (IF-AHP). Stoch Environ Res Risk Assess 23:75–91

    Article  Google Scholar 

  • Samoli E, Aga E, Touloumi G, Nisiotis K, Forsberg B, Lefranc A et al (2006) Short-term effects of nitrogen dioxide on mortality: an analysis within the APHEA project. Eur Respir J 27(6):1129–1138

    Article  CAS  Google Scholar 

  • Satran D, Henry CR, Adkinson C, Nicholson CI, Bracha Y, Henry TD (2005) Cardiovascular manifestations of moderate to severe carbon monoxide poisoning. J Am Coll Cardiol 45(9):1513–1516

    Article  CAS  Google Scholar 

  • Smith PN (1995) Environmental evaluation: fuzzy impact aggregation. J Environ Syst 24(2):191–204

    Article  Google Scholar 

  • Steib D, Judek S, Brunett RT (2003) Meta-analysis of time-series studies of air pollution and mortality: update in relation to the use of generalized additive models. J Air Waste Manage Assoc 53:258–261

    Article  Google Scholar 

  • Topuz E, Talinli I, Aydin E (2011) Integration of environmental and human health risk assessment for industries using hazardous materials: a quantitative multi criteria approach for environmental decision makers. Environ Int 37(2):393–403

    Article  CAS  Google Scholar 

  • Turner MC, Krewski D, Pope CA, Chen Y, Gapstur SM, Thun MJ (2011) Long-term ambient fine particulate matter air pollution and lung cancer in a large cohort of never-smokers. Am J Respir Crit Care Med 184(12):1374–1381

    Article  Google Scholar 

  • US EPA (U.S. Environmental Protection Agency) (2006) National Ambient Air Quality Standards (NAAQS). http://www.epa.gov/air/criteria.html. Accessed 10 April 2010

  • US EPA (U.S. Environmental Protection Agency) (2007) Concepts, methods and data sources for cumulative health risk assessment of multiple chemicals, exposures and effects: a resource document. Final Report, EPA/600/R-06/013F, Office of Research and Development, National Center for Environmental Assessment, Cincinnati, OH, USA

  • US EPA (U.S. Environmental Protection Agency) (2009a) Air quality index (AQI)—a GUIDE to air quality and your health. Office of Air Quality Planning and Standards, Outreach and Information Division Research Triangle Park, NC. EPA-456/F-09-002

  • US EPA (U.S. Environmental Protection Agency) (2009b) AQI Calculator: AQI to Concentration. http://www.airnow.gov/index.cfm?action=resources.aqi_conc_calc. Accessed 1 Dec 2009

  • US EPA (U.S. Environmental Protection Agency) (2010a) Air quality system (AQS) Database. http://www.epa.gov/air/data/aqsdb.html. Accessed 15 April 2010

  • US EPA (U.S. Environmental Protection Agency) (2010b) Air quality index report. http://www.epa.gov/airquality/airdata/ad_rep_aqi.html. Accessed 15 March 2012

  • US EPA (U.S. Environmental Protection Agency) (2012) Six Common Air Pollutants. http://www.epa.gov/air/urbanair/. Accessed 6 March 2012

  • Veiga MM (1995) An adaptive fuzzy model for risk assessment of mercury pollution in the Amazon. IEEE Int Conf Syst Man Lybernetics. Vancouver, B.C., Canada

  • Wang BZ, Chen Z (2013) A GIS-based multi-source and multi-box modeling approach (GMSMB) for air emission impact assessment with a North American case study. J Environ Sci Health Part A Toxic/Hazard Subst Environ 48:14–25

    Article  CAS  Google Scholar 

  • Wang S, Huang GH (2013) A coupled factorial-analysis-based interval programming approach and its application to air quality management. J Air Waste Manage Assoc 63(2):179–189

    Article  CAS  Google Scholar 

  • Wang S, Huang GH, Veawab A (2013) A sequential factorial analysis approach to characterize the effects of uncertainties for supporting air quality management. Atmos Environ 67:304–312

    Article  CAS  Google Scholar 

  • WHO (World Health Organization) (2006) Health risk of particulate matter from long-range transboundary air pollution. Joint WHO/Convention Task Force on the health aspects of air pollution. Denmark: World Health Organization Europe, Publication E88189

  • Yager RR (1988) On ordered weighted averaging aggregation operators in multicriteria decision making. IEEE Trans Syst Man Cybern 18(1):183–190

    Article  Google Scholar 

  • Zadeh LA (1965) Fuzzy sets. Inf. Control 8:338–353

    Article  Google Scholar 

  • Zadeh LA (1971) Similarity relations and fuzzy orderings. Inf Sci 3:177–200

    Article  Google Scholar 

  • Zadeh LA (1972) A fuzzy set theoretic interpretation of linguistic hedges. J Cybern 2(3):4–34

    Article  Google Scholar 

  • Zadeh LA (1975) Fuzzy logic and approximate reasoning. Synthese 30(1):407–428

    Article  Google Scholar 

  • Zadeh LA (1999) Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets Syst 100(1):9–34

    Article  Google Scholar 

  • Zimmermann HJ (1992) Fuzzy set theory and its applications, 2nd edn. Kluwer Academic Publishers, Norwell

    Google Scholar 

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Authors and Affiliations

  1. Department of Building, Civil and Environmental Engineering, Concordia University, Montreal, QC, H3G 1M8, Canada

    Baozhen Wang & Zhi Chen

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  1. Baozhen Wang
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  2. Zhi Chen
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Correspondence to Baozhen Wang.

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Wang, B., Chen, Z. A model-based fuzzy set-OWA approach for integrated air pollution risk assessment. Stoch Environ Res Risk Assess 29, 1413–1426 (2015). https://doi.org/10.1007/s00477-014-0994-0

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