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Volumn 8, Issue 3, 2016, Pages

National-scale estimates of ground-level PM2.5 concentration in China using geographically weighted regression based on 3 km resolution MODIS AOD

Author keywords

Aerosol optical depth; Air pollution; Geographically weighted regression; MODIS; PM2.5

Indexed keywords

AEROSOLS; AIR POLLUTION; ATMOSPHERIC AEROSOLS; HEALTH RISKS; LEARNING ALGORITHMS; MEAN SQUARE ERROR; OPTICAL PROPERTIES; POLLUTION; RADIOMETERS; REGRESSION ANALYSIS; RISK ASSESSMENT; RISK PERCEPTION; SATELLITE IMAGERY;

EID: 84962520280     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs8030184     Document Type: Article
Times cited : (148)

References (38)
  • 1
    • 0037068444 scopus 로고    scopus 로고
    • A satellite view of aerosols in the climate system
    • Kaufman, Y.J.; Tanré, D.; Boucher, O. A satellite view of aerosols in the climate system. Nature 2002, 419, 215-223.
    • (2002) Nature , vol.419 , pp. 215-223
    • Kaufman, Y.J.1    Tanré, D.2    Boucher, O.3
  • 2
    • 0037029043 scopus 로고    scopus 로고
    • Lung cancer, cardiopulmonary mortality, and long-term exposure to fine particulate air pollution
    • Pope, C.A., III; 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. JAMA 2002, 287, 1132-1141.
    • (2002) JAMA , 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
  • 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
    • 84903745137 scopus 로고    scopus 로고
    • Estimating Ground-Level PM2.5 in China Using Satellite Remote Sensing
    • Ma, Z.; Hu, X.; Huang, L.; Bi, J.; Liu, Y. Estimating Ground-Level PM2.5 in China Using Satellite Remote Sensing. Environ. Sci. Technol. 2014, 48, 7436-7444.
    • (2014) Environ. Sci. Technol , vol.48 , pp. 7436-7444
    • Ma, Z.1    Hu, X.2    Huang, L.3    Bi, J.4    Liu, Y.5
  • 6
    • 9544236217 scopus 로고    scopus 로고
    • Recommendations on the use of satellite remote-sensing data for urban air quality
    • Engel-Cox, J.A.; Hoff, R.M.; Haymet, A.D.J. Recommendations on the use of satellite remote-sensing data for urban air quality. J. Air Waste Manag. Assoc. 2004, 54, 1360-1371.
    • (2004) J. Air Waste Manag. Assoc , vol.54 , pp. 1360-1371
    • Engel-Cox, J.A.1    Hoff, R.M.2    Haymet, A.D.J.3
  • 7
    • 33746022674 scopus 로고    scopus 로고
    • Comparison of spatial and temporal variations of aerosol optical thickness and particulate matter in Europe
    • Koelemeijer, R.B.A.; Homan, C.D.; Matthijsen, J. Comparison of spatial and temporal variations of aerosol optical thickness and particulate matter in Europe. Atmos. Environ. 2006, 40, 5304-5315.
    • (2006) Atmos. Environ , vol.40 , pp. 5304-5315
    • Koelemeijer, R.B.A.1    Homan, C.D.2    Matthijsen, J.3
  • 8
    • 84930347902 scopus 로고    scopus 로고
    • A robust calibration approach for PM10 prediction from MODISaerosol optical depth
    • Yap, X.Q.; Hashim, M. A robust calibration approach for PM10 prediction from MODISaerosol optical depth. Atmos. Chem. Phys. Discuss. 2012, 12, 31483-31505.
    • (2012) Atmos. Chem. Phys. Discuss , vol.12 , pp. 31483-31505
    • Yap, X.Q.1    Hashim, M.2
  • 9
    • 1642413668 scopus 로고    scopus 로고
    • Inter-comparison between satellite-derived aerosol optical thickness and PM2.5 mass: Implications for air quality studies
    • Wang, J.; Christopher, S.A. Inter-comparison between satellite-derived aerosol optical thickness and PM2.5 mass: Implications for air quality studies. Geophys. Res. Lett. 2003, 30, 2095.
    • (2003) Geophys. Res. Lett , vol.30 , pp. 2095
    • Wang, J.1    Christopher, S.A.2
  • 10
    • 1342289376 scopus 로고    scopus 로고
    • Global monitoring of air pollution over land from the Earth Observing System-Terra Moderate Resolution Imaging Spectroradiometer (MODIS)
    • Chu, D.A.; Kaufman, Y.J.; Zibordi, G.; Chern, J.D.; Mao, J.; Li, C.; Holben, B.N. Global monitoring of air pollution over land from the Earth Observing System-Terra Moderate Resolution Imaging Spectroradiometer (MODIS). J. Geophys. Res. 2003, 108, D21.
    • (2003) J. Geophys. Res , vol.108 , pp. D21
    • Chu, D.A.1    Kaufman, Y.J.2    Zibordi, G.3    Chern, J.D.4    Mao, J.5    Li, C.6    Holben, B.N.7
  • 11
    • 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. 2006, 111, D21201.
    • (2006) J. Geophys. Res , vol.111
    • Van Donkelaar, A.1    Martin, R.V.2    Park, R.J.3
  • 12
    • 70350050775 scopus 로고    scopus 로고
    • Particulate matter air quality assessment using integrated surface, satellite, and meteorological products: 2. A neural network approach
    • Gupta, P.; Christopher, S.A. Particulate matter air quality assessment using integrated surface, satellite, and meteorological products: 2. A neural network approach. J. Geophys. Res. 2009, D20205.
    • (2009) J. Geophys. Res
    • Gupta, P.1    Christopher, S.A.2
  • 13
    • 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
  • 14
    • 84873998609 scopus 로고    scopus 로고
    • Estimating ground-level PM2.5 concentrations in the southeastern U.S. using geographically weighted regression
    • Hu, X.;Waller, L.A.; Al-Hamdan, M.Z.; Crosson, W.L.; Estes, M.G., Jr.; Estes, S.M. Estimating ground-level PM2.5 concentrations in the southeastern U.S. using geographically weighted regression. Environ. Res. 2013, 121, 1-10.
    • (2013) Environ. Res , vol.121 , pp. 1-10
    • Hu, X.1    Waller, L.A.2    Al-Hamdan, M.Z.3    Crosson, W.L.4    Estes, M.G.5    Estes, S.M.6
  • 15
    • 84904089665 scopus 로고    scopus 로고
    • A new hybrid spatio-temporal model for estimating dailymulti-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.; Schwartz, J. A new hybrid spatio-temporal model for estimating dailymulti-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.8    Schwartz, J.9
  • 16
    • 84945317475 scopus 로고    scopus 로고
    • Daily estimation of ground-level PM2.5 concentrations over Beijing using 3 km resolution MODIS AOD
    • Xie, Y.; Wang, Y.; Zhang, K.; Dong, W.; Lv, B.; Bai, Y. Daily estimation of ground-level PM2.5 concentrations over Beijing using 3 km resolution MODIS AOD. Environ. Sci. Technol. 2015, 49, 12280-12288.
    • (2015) Environ. Sci. Technol , vol.49 , pp. 12280-12288
    • Xie, Y.1    Wang, Y.2    Zhang, K.3    Dong, W.4    Lv, B.5    Bai, Y.6
  • 17
    • 84937501031 scopus 로고    scopus 로고
    • Using High-Resolution Satellite Aerosol Optical Depth To Estimate Daily PM2.5 Geographical Distribution in Mexico City
    • Just, A.C.; Wright, R.O.; Schwartz, J.; Coull, B.A.; Baccarelli, A.A.; Tellez-Rojo, M.M.; Kloog, I. Using High-Resolution Satellite Aerosol Optical Depth To Estimate Daily PM2.5 Geographical Distribution in Mexico City. Environ. Sci. Technol. 2015, 49, 8576-8584.
    • (2015) Environ. Sci. Technol , vol.49 , pp. 8576-8584
    • Just, A.C.1    Wright, R.O.2    Schwartz, J.3    Coull, B.A.4    Baccarelli, A.A.5    Tellez-Rojo, M.M.6    Kloog, I.7
  • 18
    • 33748305652 scopus 로고    scopus 로고
    • Satellite remote sensing of particulate matter and air quality assessment over global cities
    • Gupta, P.; Christopher, S.A.;Wang, J.; Gehrig, R.; Lee, Y.; Kumar, N. Satellite remote sensing of particulate matter and air quality assessment over global cities. Atmos. Environ. 2006, 40, 5880-5892.
    • (2006) Atmos. Environ , vol.40 , pp. 5880-5892
    • Gupta, P.1    Christopher, S.A.2    Wang, J.3    Gehrig, R.4    Lee, Y.5    Kumar, N.6
  • 19
    • 70350178437 scopus 로고    scopus 로고
    • The relation between Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol optical depth and PM2.5 over the United States: Ageographical comparison by U.S. protection agency regions
    • Zhang, H.; Hoff, R.M.; Engel-Cox, J.A. The relation between Moderate Resolution Imaging Spectroradiometer (MODIS) aerosol optical depth and PM2.5 over the United States: Ageographical comparison by U.S. protection agency regions. J. Air Waste Manag. Assoc. 2009, 59, 1358-1369.
    • (2009) J. Air Waste Manag. Assoc , vol.59 , pp. 1358-1369
    • Zhang, H.1    Hoff, R.M.2    Engel-Cox, J.A.3
  • 20
    • 84863219189 scopus 로고    scopus 로고
    • Synergy of satellite and ground based observations in estimation of particulate matter in eastern China
    • Wu, Y.; Guo, J.; Zhang, X.; Tian, X.; Zhang, J.; Wang, Y.; Duan, J.; Li, X. 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.1    Guo, J.2    Zhang, X.3    Tian, X.4    Zhang, J.5    Wang, Y.6    Duan, J.7    Li, X.8
  • 21
    • 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
  • 22
    • 84907935334 scopus 로고    scopus 로고
    • Using satellite remote sensing data to estimate the high-resolution distribution of ground-level PM2.5
    • Lin, C.; Li, Y.; Yuan, Z.; Lau, A.K.H.; Li, C.; Fung, J.C.H. Using satellite remote sensing data to estimate the high-resolution distribution of ground-level PM2.5. Remote Sens. Environ. 2015, 156, 117-128.
    • (2015) Remote Sens. Environ , vol.156 , pp. 117-128
    • Lin, C.1    Li, Y.2    Yuan, Z.3    Lau, A.K.H.4    Li, C.5    Fung, J.C.H.6
  • 23
    • 84938089268 scopus 로고    scopus 로고
    • Estimating ground-level PM10 concentration in northwestern China using geographically weighted regression based on satellite AOD combined with CALIPSO and MODIS fire count
    • You, W.; Zang, Z.; Zhang, L.; Li, Z.; Chen, D.; Zhang, G. Estimating ground-level PM10 concentration in northwestern China using geographically weighted regression based on satellite AOD combined with CALIPSO and MODIS fire count. Remote Sens. Environ. 2015, 168, 276-285.
    • (2015) Remote Sens. Environ , vol.168 , pp. 276-285
    • You, W.1    Zang, Z.2    Zhang, L.3    Li, Z.4    Chen, D.5    Zhang, G.6
  • 24
    • 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.; Pan, X.; Zhang, L.; 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.2    Pan, X.3    Zhang, L.4    Chen, D.5
  • 25
    • 84876323145 scopus 로고    scopus 로고
    • MODIS 3 km aerosolproduct: Algorithm and global perspective
    • Remer, L.A.; Mattoo, S.; Levy, R.C.; Munchak, L. MODIS 3 km aerosolproduct: Algorithm and global perspective. Atmos. Meas. Tech. 2013, 6, 1829-1844.
    • (2013) Atmos. Meas. Tech , vol.6 , pp. 1829-1844
    • Remer, L.A.1    Mattoo, S.2    Levy, R.C.3    Munchak, L.4
  • 26
    • 84945298414 scopus 로고    scopus 로고
    • Improving Satellite-Driven PM2.5 Models with Moderate Resolution Imaging Spectroradiometer Fire Counts in the southeastern U.S
    • Hu, X.;Waller, L.A.; Lyapustin, A.;Wang, Y.; Liu, Y. Improving Satellite-Driven PM2.5 Models with Moderate Resolution Imaging Spectroradiometer Fire Counts in the southeastern U.S. J. Geophys. Res. Atmos. 2014, 119, 11375-11386.
    • (2014) J. Geophys. Res. Atmos , vol.119 , pp. 11375-11386
    • Hu, X.1    Waller, L.A.2    Lyapustin, A.3    Wang, Y.4    Liu, Y.5
  • 27
    • 84962507941 scopus 로고    scopus 로고
    • (accessed on 12 May 2013)
    • China Environmental Monitoring Center. Available online: http://113.108.142.147:20035/emcpublish/(accessed on 12 May 2013).
  • 31
    • 84962496615 scopus 로고    scopus 로고
    • (accessed on 29 September 2012)
    • The MODIS Level2 Aerosol Products (Collection 6) Referrer to the LAADS Website. Available online: http://ladsweb.nascom.nasa.gov/data/search.html (accessed on 29 September 2012).
  • 33
    • 33745977818 scopus 로고    scopus 로고
    • Bottom-up estimate of biomass burning in mainland China
    • Yan, X.; Ohara, T.; Akimoto, H. Bottom-up estimate of biomass burning in mainland China. Atmos. Environ. 2006, 40, 5262-5273.
    • (2006) Atmos. Environ , vol.40 , pp. 5262-5273
    • Yan, X.1    Ohara, T.2    Akimoto, H.3
  • 34
    • 0030432956 scopus 로고    scopus 로고
    • Geographically weighted regression: A method for exploring spatial nonstationarity
    • Brunsdon, C.; Fotheringham, A.S.; Charlton, M.E. Geographically weighted regression: A method for exploring spatial nonstationarity. Geogr. Anal. 1996, 4, 281-298.
    • (1996) Geogr. Anal , vol.4 , pp. 281-298
    • Brunsdon, C.1    Fotheringham, A.S.2    Charlton, M.E.3
  • 35
    • 85008025524 scopus 로고    scopus 로고
    • Sensitivity analysis of k-fold cross validation in prediction error estimation
    • Rodriguez, J.D.; Perez, A.; Lozano, J.A. Sensitivity analysis of k-fold cross validation in prediction error estimation. IEEE Trans. Pattern Anal. Mach. Intell. 2010, 32, 569-575.
    • (2010) IEEE Trans. Pattern Anal. Mach. Intell , vol.32 , pp. 569-575
    • Rodriguez, J.D.1    Perez, A.2    Lozano, J.A.3
  • 36
    • 59749102939 scopus 로고    scopus 로고
    • Long-Range Transport and Vertical Structure of Asian Dust from CALIPSO and Surface Measurements during PACDEX
    • Huang, J.P.; Minnis, P.; Chen, B.; Huang, Z.W.; Liu, Z.Y.; Zhao, Q.Y.; Yi, Y.H.; Ayers, J.K. Long-Range Transport and Vertical Structure of Asian Dust from CALIPSO and Surface Measurements during PACDEX. J. Geophys. Res. 2008, 113, D23212.
    • (2008) J. Geophys. Res , vol.113
    • Huang, J.P.1    Minnis, P.2    Chen, B.3    Huang, Z.W.4    Liu, Z.Y.5    Zhao, Q.Y.6    Yi, Y.H.7    Ayers, J.K.8
  • 37
    • 84859372153 scopus 로고    scopus 로고
    • PM2.5 monitoring and mitigation in the cities of China
    • Yuan, Y.; Liu, S.; Castro, R.; Pan, X. PM2.5 monitoring and mitigation in the cities of China. Environ. Sci. Technol. 2012, 46, 3627-3628.
    • (2012) Environ. Sci. Technol , vol.46 , pp. 3627-3628
    • Yuan, Y.1    Liu, S.2    Castro, R.3    Pan, X.4


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