Journal of
Public Health and Epidemiology

  • Abbreviation: J. Public Health Epidemiol.
  • Language: English
  • ISSN: 2141-2316
  • DOI: 10.5897/JPHE
  • Start Year: 2009
  • Published Articles: 655

Full Length Research Paper

Employing an Eigenfunction Eigendecomposition algorithm to cartographically and statistically delineate traffic-related carbon monoxide pollution in Hillsborough County, Florida

Jing Liu
  • Jing Liu
  • Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, Fl, USA.
  • Google Scholar
Namit Choudhari
  • Namit Choudhari
  • School of Geosciences, University of South Florida, Tampa, Fl, USA.
  • Google Scholar
Brooke Yost
  • Brooke Yost
  • Department of Epidemiology and Biostatistics, College of Public Health, University of South Florida, Tampa, Fl, USA.
  • Google Scholar
Benjamin G. Jacob
  • Benjamin G. Jacob
  • Department of Global Health, College of Public Health, University of South Florida, Tampa, Fl, USA.
  • Google Scholar


  •  Received: 22 August 2023
  •  Accepted: 31 October 2023
  •  Published: 30 November 2023

References

Abedian S, Mirsanjari MM, Salmanmahiny A (2021). Investigating the effect of suburban buses on traffic flow and carbon monoxide emission by Aimsun simulation software. Journal of the Indian Society of Remote Sensing 49(6):1319-1330. 
Crossref

 

Akhtar M, Moridpour S (2021). A review of traffic congestion prediction using Artificial Intelligence. Journal of Advanced Transportation pp. 1-18. 
Crossref

 

Ali G, Sajjad M, Kanwal S, Xiao T, Khalid S, Shoaib F, Gul HN (2021). Spatial-temporal characterization of rainfall in Pakistan during the past half-century (1961-2020). Scientific Reports 11(1):6935. 
Crossref

 

Althubaiti A (2016). Information bias in health research: definition, pitfalls, and adjustment methods. Journal of Multidisciplinary Healthcare, 9:211-217. 
Crossref

 

Anselin L (1988). A test for spatial autocorrelation in seemingly unrelated regressions. Economics Letters 28(4):335-341. 
Crossref

 

Benjamin J (1986). A time-series forecast of average daily traffic volume. Transportation Research Part A: General 20(1):51-60.
Crossref

 

Biswal A, Singh V, Malik L, Tiwari G, Ravindra K, Mor S (2023). Spatially resolved hourly traffic emission over megacity Delhi using advanced traffic flow data. Earth System Science Data 15(2):661-680. 
Crossref

 

Centers for Disease Control and Prevention (2023). 10 Essential public health services. View

 

Cliff AD, Ord JK (1973). Spatial autocorrelation. London: Pion.

 

Cressie NAC (1993). Statistics for spatial data revised edition. New York: John Wiley & Sons, Inc.
Crossref

 

Datagov (2022). Annual average daily traffic (AADT): Beginning 1977.

View

 

Department of Ecology State of Washington (n.d.). Reducing air pollution from cars. 

 

Deshmukh P, Isakov V, Venkatram A, Yang B, Zhang KM, Logan R, Baldauf R (2019). The effects of roadside vegetation characteristics on local, near-road air quality. Air Quality, Atmosphere and Health, 12(3):259-270. 
Crossref

 

Draper NR, Smith H (1981). Applied Regression analysis. John Wiley & Sons.

 

Federal Highway Administration (2018). Traffic data computation method. 

 

Florida Climate Center (FCC) (2020). Average wind speed.

View

 

Florida Department of Health (FDOH) (2014). Climate and health.

View

 

Florida Department of Highway Safety and Motor Vehicles (2022). Registered vehicles and vessels, January 2022.

View

 

Florida Department of Transportation (2022). Annual average daily traffic [Data set]. 

 

Freedman DR, Pisani R, Purves R (2007). Statistics fourth edition, William Warder Norton & Company, New York.

 

Griffith DA (2003). Spatial autocorrelation and spatial filtering gaining understanding through theory and scientific visualization first edition 2003. Springer Berlin Heidelberg. 
Crossref

 

Guo H, Li X, Li W, Wu J, Wang S, Wei J (2021). Climatic modification effects on the association between PM1 and lung cancer incidence in China. BioMed Central Public Health 21(1):880-880. 
Crossref

 

Hauptman M, Gaffin JM, Petty CR, Sheehan WJ, Lai PS, Coull B, Gold DR, Phipatanakul W (2020). Proximity to major roadways and asthma symptoms in the School Inner-City Asthma Study. The Journal of Allergy and Clinical Immunology 145(1):119-126.e4. 
Crossref

 

Ierodiakonou D, Coull BA, Zanobetti A, Postma DS, Boezen HM, Vonk JM, McKone EF, Schildcrout JS, Koppelman GH, Croteau-Chonka DC, Lumley T, Koutrakis P, Schwartz J, Gold DR, Weiss ST (2019). Pathway analysis of a genome-wide gene by air pollution interaction study in asthmatic children. Journal of Exposure Science & Environmental Epidemiology 29(4):539-547. 
Crossref

 

Jacob BG, Krapp F, Ponce M, Zhang N, Caliskan S, Hasemann J, Griffith DA, Gotuzzo E, Novak RJ (2013). A Bayesian Poisson specification with a conditionally autoregressive prior and a residual Moran's coefficient minimization criterion for quantitating leptokurtic distributions in regression-based multi-drug resistant tuberculosis treatment protocols. Journal of Public Health and Epidemiology 5(3):122-143.

 

Kami?ski W, Kucharski M, Tomczak E, Petera J (2007). Modelling Of carbon monoxide dispersion along roads with the use of the finite element method. In WIT Transactions on Ecology and the Environment P 101.
Crossref

 

Kingsley S L, Eliot MN, Carlson L, Finn J, MacIntosh DL, Suh HH, Wellenius GA (2014). Proximity of US schools to major roadways: a nationwide assessment. Journal of Exposure Science & Environmental Epidemiology 24(3):253-259. 
Crossref

 

Le NH, Ly BT, Thai PK, Pham GH, Ngo IH, Do VN, Le TT, Nhu LV, Son HD, Nguyen YLT, Pham DH, Vu TV (2021). Assessing the impact of traffic emissions on fine particulate matter and carbon monoxide levels in Hanoi through COVID-19 social distancing periods. Aerosol and Air Quality Research 21(10):210081. 
Crossref

 

Meyer D (2022). Time averaged map of carbon monoxide, mole fraction in air (daytime/ascending, airs-only) daily 1 deg. @1000hPa [airs airs3std v006] ppbv over 2022-01-01 - 2022-12-31 [Data set]. NASA/GSFC, Greenbelt, MD, USA, NASA Goddard Earth Sciences Data and Information Services Center (GES DISC).

View

 

Morán PAP (1950). Notes on continuous stochastic phenomena. Biometrika 37(1-2):17-23. 
Crossref

 

National Aeronautics and Space Administration (n.d.). Giovanni measurement definitions: Carbon monoxide.

View

 

National Weather Service (n.d.a). Clearing the air on weather and air quality.

View

 

National Weather Service (n.d.b). Florida thunderstorm season.

View

 

Njoku EA, Akpan PE, Effiong AE, Babatunde IO, Owoseni OA, Olanrewaju JO (2022). Evaluation of geostatistical and multiple regression models for assessment of spatial characteristics of carbon monoxide concentration in a data-limited environment. Applied Geography (Sevenoaks), 149:102816. 
Crossref

 

National Centers for Environmental Information (NOAA) (2023). Climate at a glance: county time series. National Oceanic and Atmospheric Administration.

View

 

Orth S, Russell AG (2023). Assessment of light-duty versus heavy-duty diesel on-road mobile source emissions using general additive models applied to traffic volume and air quality data and COVID-19 responses. Journal of the Air & Waste Management Association, 73(5):374-393. 
Crossref

 

Pan L, Yao E, Yang Y (2016). Impact analysis of traffic-related air pollution based on real-time traffic and basic meteorological information. Journal of Environmental Management 183(Pt3):510-520. 
Crossref

 

Prunicki M, Stell L, Dinakarpandian D, de Planell-Saguer M, Lucas RW, Hammond SK, Balmes JR, Zhou X, Paglino T, Sabatti C, Miller RL, Nadeau KC (2018). Exposure to NO2, CO, and PM2.5 is linked to regional DNA methylation differences in asthma. Clinical Epigenetics, 10:2. 
Crossref

 

Raub J (1999). Carbon monoxide second edition. World Health Organization.

View

 

Razavi?termeh SV, Sadeghi?niaraki A, Choi SM (2021). Spatial modeling of asthma?prone areas using remote sensing and ensemble machine learning algorithms. Remote Sensing (Basel, Switzerland), 13(16):3222. 
Crossref

 

Tang CS, Chuang KJ, Chang TY, Chuang HC, Chen LH, Lung SCC, Chang LT (2019). Effects of personal exposures to micro-and nano-particulate matter, black carbon, particle-bound polycyclic aromatic hydrocarbons, and carbon monoxide on heart rate variability in a panel of healthy older subjects. International Journal of Environmental Research and Public Health 16(23):4672. 
Crossref

 

Tarigan APM, Suryati I, Gusrianti D (2018). A spatial analysis of the dispersion of transportation induced carbon monoxide using the Gaussian line source method. IOP Conference Series: Earth and Environmental Science 126(1):12120. 
Crossref

 

United States Census Bureau (2021). Hillsborough County, Florida. 

 

United States Consumer Product Safety Commission (USCPSC) (n.d.). Carbon monoxide questions and answers. 

 

United States Energy Information Administration (USEIA) (2022). Wind explained.

View

 

United States Environmental Protection Agency (USEPA) (2014). Near roadway air pollution and health: Frequently asked questions. 

 

United States Environmental Protection Agency (USEPA) (2015). Best practices for reducing near-road pollution exposure at schools. 

 

United States Environmental Protection Agency (USEPA) (2022). Basic information about carbon monoxide (CO) outdoor air pollution.

View

 

United States Environmental Protection Agency (USEPA) (2023a). Overview of carbon monoxide (CO) air quality in the United States.

View

 

United States Environmental Protection Agency (USEPA) (2023b). The links between air pollution and childhood asthma.

View

 

Yu S, Yan Z, Che N, Zhang X, Ge R (2015). Impact of carbon monoxide/heme oxygenase on hydrogen sulfide/cystathionine-γ-lyase pathway in the pathogenesis of allergic rhinitis in guinea pigs. Otolaryngology-Head and Neck Surgery 152(3):470-476. 
Crossref

 

Voiland A (2015). Fourteen years of carbon monoxide from MOPITT.

View

 

Wang S, Ma Y, Wang Z, Wang L, Chi X, Ding A, Yao M, Li Y, Li Q, Wu M, Zhang L, Xiao Y, Zhang Y (2021). Mobile monitoring of urban air quality at high spatial resolution by low-cost sensors: Impacts of COVID-19 pandemic lockdown. Atmospheric Chemistry and Physics 21(9):7199-7215.
Crossref

 

Wen D, Zhai W, Xiang S, Hu Z, Wei T, Noll, KE (2017). Near-roadway monitoring of vehicle emissions as a function of mode of operation for light-duty vehicles. Journal of the Air & Waste Management Association 67(11):1229-1239. 
Crossref