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Volumn 8, Issue 3, 2016, Pages

A geographically and temporally weighted regression model for ground-level PM2.5 estimation from satellite-derived 500 m resolution AOD

Author keywords

500 m resolution; AERONET; GTWR model; Hourly ground level PM2.5 concentration; MODIS; SARA AOD

Indexed keywords

AEROSOLS; AIR QUALITY; ATMOSPHERIC AEROSOLS; BOUNDARY LAYER FLOW; BOUNDARY LAYERS; MEAN SQUARE ERROR; QUALITY CONTROL; RADIOMETERS; REGRESSION ANALYSIS; SATELLITES; TRACKING (POSITION); WIND;

EID: 84962504072     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs8030262     Document Type: Article
Times cited : (142)

References (47)
  • 2
    • 34548824863 scopus 로고    scopus 로고
    • Effects of PM2.5 collected from cache valley utah on genes associated with the inflammatory response in human lung cells
    • Watterson, T.L.; Sorensen, J.; Martin, R.; Coulombe, R.A., Jr. Effects of PM2.5 collected from cache valley utah on genes associated with the inflammatory response in human lung cells. J. Toxicol. Environ. Health A Curr. Issues 2007, 70, 1731-1744
    • (2007) J. Toxicol. Environ. Health A Curr. Issues , vol.70 , pp. 1731-1744
    • Watterson, T.L.1    Sorensen, J.2    Martin, R.3    Coulombe, R.A.4
  • 3
    • 84864138783 scopus 로고    scopus 로고
    • Chronic exposure to fine particles and mortality: An extended follow-up of the Harvard six cities study from 1974 to 2009
    • Lepeule, J.; Laden, F.; Dockery, D.; Schwartz, J. Chronic exposure to fine particles and mortality: An extended follow-up of the Harvard six cities study from 1974 to 2009. Environ. Health Perspect. 2012, 120, 965-970
    • (2012) Environ. Health Perspect , vol.120 , pp. 965-970
    • Lepeule, J.1    Laden, F.2    Dockery, D.3    Schwartz, J.4
  • 5
    • 0037029043 scopus 로고    scopus 로고
    • Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution
    • Pope, C.A.; Burnett, R.T.; Thun, M.J.; Calle, E.E.; Krewski, D.; Ito, K.; Thurston, G.D. Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution. J. Am. Med. Assoc. 2002, 287, 1132-1141
    • (2002) J. Am. Med. Assoc , vol.287 , pp. 1132-1141
    • Pope, C.A.1    Burnett, R.T.2    Thun, M.J.3    Calle, E.E.4    Krewski, D.5    Ito, K.6    Thurston, G.D.7
  • 6
    • 37349056404 scopus 로고    scopus 로고
    • Air pollution in mega cities in China
    • Chan, C.K.; Yao, X. Air pollution in mega cities in China. Atmos. Environ. 2008, 42, 1-42
    • (2008) Atmos. Environ , vol.42 , pp. 1-42
    • Chan, C.K.1    Yao, X.2
  • 7
    • 84949115608 scopus 로고    scopus 로고
    • Modeling the spatio-temporal heterogeneity in the PM10-PM2.5 relationship
    • Chu, H.J.; Huang, B.; Lin, C.Y. Modeling the spatio-temporal heterogeneity in the PM10-PM2.5 relationship. Atmos. Environ. 2015, 102, 176-182
    • (2015) Atmos. Environ , vol.102 , pp. 176-182
    • Chu, H.J.1    Huang, B.2    Lin, C.Y.3
  • 8
    • 84944060378 scopus 로고    scopus 로고
    • Characteristics and source apportionment of pm2.5 during a fall heavy haze episode in the Yangtze River Delta of China
    • Hua, Y.; Cheng, Z.; Wang, S.; Jiang, J.; Chen, D.; Cai, S.; Fu, X.; Fu, Q.; Chen, C.; Xu, B. Characteristics and source apportionment of pm2.5 during a fall heavy haze episode in the Yangtze River Delta of China. Atmos. Environ. 2015, 123, 380-391
    • (2015) Atmos. Environ , vol.123 , pp. 380-391
    • Hua, Y.1    Cheng, Z.2    Wang, S.3    Jiang, J.4    Chen, D.5    Cai, S.6    Fu, X.7    Fu, Q.8    Chen, C.9    Xu, B.10
  • 10
    • 34250840224 scopus 로고    scopus 로고
    • Estimating ground-level PM2.5 using aerosol optical depth determined from satellite remote sensing
    • Van Donkelaar, A.; Martin, R.V.; Park, R.J. Estimating ground-level PM2.5 using aerosol optical depth determined from satellite remote sensing. J. Geophys. Res. Atmos. 2006, 111
    • (2006) J. Geophys. Res. Atmos , vol.111
    • Van Donkelaar, A.1    Martin, R.V.2    Park, R.J.3
  • 11
    • 80052963749 scopus 로고    scopus 로고
    • Assessing temporally and spatially resolved PM2.5 exposures for epidemiological studies using satellite aerosol optical depth measurements
    • Kloog, I.; Koutrakis, P.; Coull, B.A.; Lee, H.J.; Schwartz, J. Assessing temporally and spatially resolved PM2.5 exposures for epidemiological studies using satellite aerosol optical depth measurements. Atmos. Environ. 2011, 45, 6267-6275
    • (2011) Atmos. Environ , vol.45 , pp. 6267-6275
    • Kloog, I.1    Koutrakis, P.2    Coull, B.A.3    Lee, H.J.4    Schwartz, J.5
  • 12
    • 77953238617 scopus 로고    scopus 로고
    • Global estimates of ambient fine particulate matter concentrations from satellite-based aerosol optical depth: Development and application
    • Van Donkelaar, A.; Martin, R.V.; Brauer, M.; Kahn, R.; Levy, R.; Verduzco, C.; Villeneuve, P.J. Global estimates of ambient fine particulate matter concentrations from satellite-based aerosol optical depth: Development and application. Environ. Health Perspect. 2010, 118, 847-855
    • (2010) Environ. Health Perspect , vol.118 , pp. 847-855
    • Van Donkelaar, A.1    Martin, R.V.2    Brauer, M.3    Kahn, R.4    Levy, R.5    Verduzco, C.6    Villeneuve, P.J.7
  • 14
    • 67749131257 scopus 로고    scopus 로고
    • Spatial analysis of MODIS aerosol optical depth, PM2.5, and chronic coronary heart disease
    • Hu, Z. Spatial analysis of MODIS aerosol optical depth, PM2.5, and chronic coronary heart disease. Int. J. Health Geogr. 2009, 8, 27
    • (2009) Int. J. Health Geogr , vol.8 , pp. 27
    • Hu, Z.1
  • 15
    • 84888122062 scopus 로고    scopus 로고
    • Improving retrievals of regional fine particulate matter concentrations from moderate resolution imaging spectroradiometer (MODIS) and ozone monitoring instrument (OMI) multisatellite observations
    • Strawa, A.W.; Chatfield, R.B.; Legg, M.; Scarnato, B.; Esswein, R. Improving retrievals of regional fine particulate matter concentrations from moderate resolution imaging spectroradiometer (MODIS) and ozone monitoring instrument (OMI) multisatellite observations. J. Air Waste Manag. Assoc. 2013, 63, 1434-1446
    • (2013) J. Air Waste Manag. Assoc , vol.63 , pp. 1434-1446
    • Strawa, A.W.1    Chatfield, R.B.2    Legg, M.3    Scarnato, B.4    Esswein, R.5
  • 17
    • 84915818769 scopus 로고    scopus 로고
    • Estimating PM2.5 in Xi'an, china using aerosol optical depth: A comparison between the MODIS and MISR retrieval models
    • You, W.; Zang, Z.L.; Pan, X.B.; Zhang, L.F.; Chen, D. Estimating PM2.5 in Xi'an, china using aerosol optical depth: A comparison between the MODIS and MISR retrieval models. Sci. Total Environ. 2015, 505, 1156-1165
    • (2015) Sci. Total Environ , vol.505 , pp. 1156-1165
    • You, W.1    Zang, Z.L.2    Pan, X.B.3    Zhang, L.F.4    Chen, D.5
  • 18
    • 36349010698 scopus 로고    scopus 로고
    • Estimating fine particulate matter component concentrations and size distributions using satellite-retrieved fractional aerosol optical depth: Part 2-A case study
    • Liu, Y.; Koutrakis, P.; Kahn, R.; Turquety, S.; Yantosca, R.M. Estimating fine particulate matter component concentrations and size distributions using satellite-retrieved fractional aerosol optical depth: Part 2-A case study. J. Air Waste Manag. Assoc. 2007, 57, 1360-1369
    • (2007) J. Air Waste Manag. Assoc , vol.57 , pp. 1360-1369
    • Liu, Y.1    Koutrakis, P.2    Kahn, R.3    Turquety, S.4    Yantosca, R.M.5
  • 19
    • 77953269972 scopus 로고    scopus 로고
    • An improved method for estimating surface fine particle concentrations using seasonally adjusted satellite aerosol optical depth
    • Weber, S.A.; Engel-Cox, J.A.; Hoff, R.M.; Prados, A.I.; Zhang, H. An improved method for estimating surface fine particle concentrations using seasonally adjusted satellite aerosol optical depth. J. AirWaste Manag. Assoc. 2010, 60, 574-585
    • (2010) J. AirWaste Manag. Assoc , vol.60 , pp. 574-585
    • Weber, S.A.1    Engel-Cox, J.A.2    Hoff, R.M.3    Prados, A.I.4    Zhang, H.5
  • 20
    • 67449111280 scopus 로고    scopus 로고
    • Estimating regional spatial and temporal variability of PM2.5 concentrations using satellite data, meteorology, and land use information
    • Liu, Y.; Paciorek, C.J.; Koutrakis, P. Estimating regional spatial and temporal variability of PM2.5 concentrations using satellite data, meteorology, and land use information. Environ. Health Perspect. 2009, 117, 886-892
    • (2009) Environ. Health Perspect , vol.117 , pp. 886-892
    • Liu, Y.1    Paciorek, C.J.2    Koutrakis, P.3
  • 21
    • 84864935235 scopus 로고    scopus 로고
    • Assessment and statistical modeling of the relationship between remotely sensed aerosol optical depth and PM2.5 in the eastern United States
    • discussion 85-91
    • Paciorek, C.J.; Liu, Y. Assessment and statistical modeling of the relationship between remotely sensed aerosol optical depth and PM2.5 in the eastern United States. Res. Rep. (Health Eff. Inst.) 2012, 167, 5-83, discussion 85-91
    • (2012) Res. Rep. (Health Eff. Inst.) , vol.167 , pp. 5-83
    • Paciorek, C.J.1    Liu, Y.2
  • 23
    • 34248653750 scopus 로고    scopus 로고
    • An empirical relationship between PM2.5 and aerosol optical depth in Delhi metropolitan
    • Kumar, N.; Chu, A.; Foster, A. An empirical relationship between PM2.5 and aerosol optical depth in Delhi metropolitan. Atmos. Environ. 2007, 41, 4492-4503
    • (2007) Atmos. Environ , vol.41 , pp. 4492-4503
    • Kumar, N.1    Chu, A.2    Foster, A.3
  • 24
    • 84889653125 scopus 로고    scopus 로고
    • The empirical relationship between the PM2.5 concentration and aerosol optical depth over the background of North China from 2009 to 2011
    • Xin, J.Y.; Zhang, Q.; Wang, L.L.; Gong, C.S.; Wang, Y.S.; Liu, Z.R.; Gao, W.K. The empirical relationship between the PM2.5 concentration and aerosol optical depth over the background of North China from 2009 to 2011. Atmos. Res. 2014, 138, 179-188
    • (2014) Atmos. Res , vol.138 , pp. 179-188
    • Xin, J.Y.1    Zhang, Q.2    Wang, L.L.3    Gong, C.S.4    Wang, Y.S.5    Liu, Z.R.6    Gao, W.K.7
  • 25
    • 1842862681 scopus 로고    scopus 로고
    • Qualitative and quantitative evaluation of MODIS satellite sensor data for regional and urban scale air quality
    • Engel-Cox, J.A.; Holloman, C.H.; Coutant, B.W.; Hoff, R.M. Qualitative and quantitative evaluation of MODIS satellite sensor data for regional and urban scale air quality. Atmos. Environ. 2004, 38, 2495-2509
    • (2004) Atmos. Environ , vol.38 , pp. 2495-2509
    • Engel-Cox, J.A.1    Holloman, C.H.2    Coutant, B.W.3    Hoff, R.M.4
  • 26
    • 71349085541 scopus 로고    scopus 로고
    • A semi-empirical model for predicting hourly ground-level fine particulate matter (PM2.5) concentration in southern Ontario from satellite remote sensing and ground-based meteorological measurements
    • Tian, J.; Chen, D. A semi-empirical model for predicting hourly ground-level fine particulate matter (PM2.5) concentration in southern Ontario from satellite remote sensing and ground-based meteorological measurements. Remote Sens. Environ. 2010, 114, 221-229
    • (2010) Remote Sens. Environ , vol.114 , pp. 221-229
    • Tian, J.1    Chen, D.2
  • 28
    • 84904089665 scopus 로고    scopus 로고
    • A new hybrid spatio-temporal model for estimating daily multi-year PM2.5 concentrations across northeastern USA using high resolution aerosol optical depth data
    • Kloog, I.; Chudnovsky, A.A.; Just, A.C.; Nordio, F.; Koutrakis, P.; Coull, B.A.; Lyapustin, A.; Wang, Y.J.; Schwartz, J. A new hybrid spatio-temporal model for estimating daily multi-year PM2.5 concentrations across northeastern USA using high resolution aerosol optical depth data. Atmos. Environ. 2014, 95, 581-590
    • (2014) Atmos. Environ , vol.95 , pp. 581-590
    • Kloog, I.1    Chudnovsky, A.A.2    Just, A.C.3    Nordio, F.4    Koutrakis, P.5    Coull, B.A.6    Lyapustin, A.7    Wang, Y.J.8    Schwartz, J.9
  • 29
    • 84897932399 scopus 로고    scopus 로고
    • Improved estimation of PM2.5 using lagrangian satellite-measured aerosol optical depth
    • Saunders, R.O.; Kahl, J.D.W.; Ghorai, J.K. Improved estimation of PM2.5 using lagrangian satellite-measured aerosol optical depth. Atmos. Environ. 2014, 91, 146-153
    • (2014) Atmos. Environ , vol.91 , pp. 146-153
    • Saunders, R.O.1    Kahl, J.D.W.2    Ghorai, J.K.3
  • 30
    • 84905443514 scopus 로고    scopus 로고
    • A hybrid model for PM2.5 forecasting based on ensemble empirical mode decomposition and a general regression neural network
    • Zhou, Q.P.; Jiang, H.Y.; Wang, J.Z.; Zhou, J.L. A hybrid model for PM2.5 forecasting based on ensemble empirical mode decomposition and a general regression neural network. Sci. Total Environ. 2014, 496, 264-274
    • (2014) Sci. Total Environ , vol.496 , pp. 264-274
    • Zhou, Q.P.1    Jiang, H.Y.2    Wang, J.Z.3    Zhou, J.L.4
  • 31
    • 84863219189 scopus 로고    scopus 로고
    • Synergy of satellite and ground based observations in estimation of particulate matter in eastern China
    • Wu, Y.R.; Guo, J.P.; Zhang, X.Y.; Tian, X.; Zhang, J.H.; Wang, Y.Q.; Duan, J.; Li, X.W. Synergy of satellite and ground based observations in estimation of particulate matter in eastern China. Sci. Total Environ. 2012, 433, 20-30
    • (2012) Sci. Total Environ , vol.433 , pp. 20-30
    • Wu, Y.R.1    Guo, J.P.2    Zhang, X.Y.3    Tian, X.4    Zhang, J.H.5    Wang, Y.Q.6    Duan, J.7    Li, X.W.8
  • 32
    • 48749122181 scopus 로고    scopus 로고
    • Spatiotemporal associations between goes aerosol optical depth retrievals and ground-level PM2.5
    • Paciorek, C.J.; Yang, L.; Hortensia, M.M.; Shobha, K. Spatiotemporal associations between goes aerosol optical depth retrievals and ground-level PM2.5. Environ. Sci. Technol. 2008, 42, 5800-5806
    • (2008) Environ. Sci. Technol , vol.42 , pp. 5800-5806
    • Paciorek, C.J.1    Yang, L.2    Hortensia, M.M.3    Shobha, K.4
  • 33
    • 80051616051 scopus 로고    scopus 로고
    • A novel calibration approach of MODIS AOD data to predict PM2.5 concentrations
    • Lee, H.J.; Liu, Y.; Coull, B.A.; Schwartz, J.; Koutrakis, P. A novel calibration approach of MODIS AOD data to predict PM2.5 concentrations. Atmos. Chem. Phys. 2011, 11, 7991-8002
    • (2011) Atmos. Chem. Phys , vol.11 , pp. 7991-8002
    • Lee, H.J.1    Liu, Y.2    Coull, B.A.3    Schwartz, J.4    Koutrakis, P.5
  • 35
    • 84906761359 scopus 로고    scopus 로고
    • A satellite-based geographically weighted regression model for regional PM2.5 estimation over the Pearl River delta region in China
    • Song, W.; Jia, H.; Huang, J.; Zhang, Y. A satellite-based geographically weighted regression model for regional PM2.5 estimation over the Pearl River delta region in China. Remote Sens. Environ. 2014, 154, 1-7
    • (2014) Remote Sens. Environ , vol.154 , pp. 1-7
    • Song, W.1    Jia, H.2    Huang, J.3    Zhang, Y.4
  • 36
    • 84916883351 scopus 로고    scopus 로고
    • How well do satellite AOD observations represent the spatial and temporal variability of PM2.5 concentration for the United States?
    • Li, J.; Carlson, B.E.; Lacis, A.A. How well do satellite AOD observations represent the spatial and temporal variability of PM2.5 concentration for the United States? Atmos. Environ. 2015, 102, 260-273
    • (2015) Atmos. Environ , vol.102 , pp. 260-273
    • Li, J.1    Carlson, B.E.2    Lacis, A.A.3
  • 37
    • 84878362981 scopus 로고    scopus 로고
    • A simplified high resolution MODIS aerosol retrieval algorithm (SARA) for use over mixed surfaces
    • Bilal, M.; Nichol, J.E.; Bleiweiss, M.P.; Dubois, D. A simplified high resolution MODIS aerosol retrieval algorithm (SARA) for use over mixed surfaces. Remote Sens. Environ. 2013, 136, 135-145
    • (2013) Remote Sens. Environ , vol.136 , pp. 135-145
    • Bilal, M.1    Nichol, J.E.2    Bleiweiss, M.P.3    Dubois, D.4
  • 38
    • 84906351289 scopus 로고    scopus 로고
    • Validation and accuracy assessment of a simplified aerosol retrieval algorithm (SARA) over Beijing under low and high aerosol loadings and dust storms
    • Bilal, M.; Nichol, J.E.; Chan, P.W. Validation and accuracy assessment of a simplified aerosol retrieval algorithm (SARA) over Beijing under low and high aerosol loadings and dust storms. Remote Sens. Environ. 2014, 153, 50-60
    • (2014) Remote Sens. Environ , vol.153 , pp. 50-60
    • Bilal, M.1    Nichol, J.E.2    Chan, P.W.3
  • 39
    • 45349092233 scopus 로고    scopus 로고
    • Online-coupled meteorology and chemistry models: History, current status, and outlook
    • Zhang, Y. Online-coupled meteorology and chemistry models: History, current status, and outlook. Atmos. Chem. Phys. 2008, 8, 2895-2932
    • (2008) Atmos. Chem. Phys , vol.8 , pp. 2895-2932
    • Zhang, Y.1
  • 40
    • 84923191825 scopus 로고    scopus 로고
    • Impacts of subgrid-scale orography parameterization on simulated surface layer wind and monsoonal precipitation in the high-resolution WRF model
    • Lee, J.; Shin, H.H.; Hong, S.Y.; Jimenez, P.A.; Dudhia, J.; Hong, J. Impacts of subgrid-scale orography parameterization on simulated surface layer wind and monsoonal precipitation in the high-resolution WRF model. J. Geophys. Res. Atmos. 2015, 120, 644-653
    • (2015) J. Geophys. Res. Atmos , vol.120 , pp. 644-653
    • Lee, J.1    Shin, H.H.2    Hong, S.Y.3    Jimenez, P.A.4    Dudhia, J.5    Hong, J.6
  • 42
    • 84947318637 scopus 로고
    • Locally weighted regression: An approach to regression analysis by local fitting
    • Clevel, W.S.; Devlin, S.J. Locally weighted regression: An approach to regression analysis by local fitting. J. Am. Stat. Assoc. 1988, 83, 569-610
    • (1988) J. Am. Stat. Assoc , vol.83 , pp. 569-610
    • Clevel, W.S.1    Devlin, S.J.2
  • 43
    • 77949339739 scopus 로고    scopus 로고
    • Geographically and temporally weighted regression for modeling spatio-temporal variation in house prices
    • Huang, B.; Wu, B.; Barry, M. Geographically and temporally weighted regression for modeling spatio-temporal variation in house prices. Int. J. Geogr. Inf. Sci. 2010, 24, 383-401
    • (2010) Int. J. Geogr. Inf. Sci , vol.24 , pp. 383-401
    • Huang, B.1    Wu, B.2    Barry, M.3
  • 44
    • 0032434789 scopus 로고    scopus 로고
    • Geographically weighted regression: A natural evolution of the expansion method for spatial data analysis
    • Fotheringham, A.S.; Charlton, M.E.; Brunsdon, C. Geographically weighted regression: A natural evolution of the expansion method for spatial data analysis. Environ. Plan. A Abstr. 1998, 30, 1905-1927
    • (1998) Environ. Plan. A Abstr , vol.30 , pp. 1905-1927
    • Fotheringham, A.S.1    Charlton, M.E.2    Brunsdon, C.3
  • 45
    • 60049094852 scopus 로고    scopus 로고
    • Mapping of background air pollution at a fine spatial scale across the European union
    • Beelen, R.; Hoek, G.; Pebesma, E.; Vienneau, D.; Hoogh, K.D.; Briggs, D.J. Mapping of background air pollution at a fine spatial scale across the European union. Sci. Total Environ. 2009, 407, 1852-1867
    • (2009) Sci. Total Environ , vol.407 , pp. 1852-1867
    • Beelen, R.1    Hoek, G.2    Pebesma, E.3    Vienneau, D.4    Hoogh, K.D.5    Briggs, D.J.6
  • 47
    • 84940416642 scopus 로고    scopus 로고
    • Evaluation of MODIS aerosol retrieval algorithms over the Beijing-Tianjin-Hebei region during low to very high pollution events
    • Bilal, M.; Nichol, J.E. Evaluation of MODIS aerosol retrieval algorithms over the Beijing-Tianjin-Hebei region during low to very high pollution events. J. Geophys. Res. Atmos. 2015, 120, 7941-7957
    • (2015) J. Geophys. Res. Atmos , vol.120 , pp. 7941-7957
    • Bilal, M.1    Nichol, J.E.2


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