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Articles

Spatiotemporal mixed effects modeling for the estimation of PM2.5 from MODIS AOD over the Indian subcontinent

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References

  • Alpert, P., H. Messer, and N. David. 2016. “Mobile Networks Aid Weather Monitoring.” Nature 537 (7622): 617. doi:10.1038/537617e.
  • Anderson, J. O., and J. G. Thundiyil. 2012. “Clearing the Air : A Review of the Effects of Particulate Matter Air Pollution on Human Health.” Journal of Medical Toxicology 8 (2): 166–175. doi:10.1007/s13181-011-0203-1.
  • Borsdorff, T., J. Aan De Brugh, S. Pandey, O. Hasekamp, I. Aben, S. Houweling, and J. Landgraf. 2019. “Carbon Monoxide Air Pollution on Sub-city Scales and along Arterial Roads Detected by the Tropospheric Monitoring Instrument.” Atmospheric Chemistry and Physics 19 (6): 3579–3588. doi:10.5194/acp-19-3579-2019.
  • Bozzo, A., A. Benedetti, J. Flemming, Z. Kipling, and S. Remy. 2019. “An Aerosol Climatology for Global Models Based on the Tropospheric Aerosol Scheme in the Integrated Forecasting System of ECMWF.” Geoscientific Model Development Discussions. doi:10.5194/gmd-2019-149.
  • “Central Pollution Control Board, National Ambient Air Quality Series: NAAQMS. 36.” Guidelines for the Measurement of Ambient Air Pollutants. 2012.
  • Chacko, S., C. Ravichandran, S. M. Vairavel, and J. Mathew. 2019. “Employing Measurers of Spatial Distribution of Carbon Storage in Periyar Tiger Reserve, Southern Western Ghats, India.” Journal of Geovisualization and Spatial Analysis 3 (1): 1. doi:10.1007/s41651-018-0024-8.
  • Chameides, W., H. Yu, S. Liu, M. Bergin, X. Xhou, L. Mearns, and F. Giorgi. 1999. “Study of the Effects of Atmospheric Regional Haze on Agriculture : Enhance Crop Yields in China through Emission Controls?” Proceedings of the National Academy of Sciences 96 (24): 13626–13633. doi:10.1073/pnas.96.24.13626.
  • Chowdhury, S., and S. Dey. 2016. “Cause-specific Premature Death from Ambient PM2.5 Exposure in India: Estimate Adjusted for Baseline Mortality.” Environment International 91: 283–290. doi:10.1016/j.envint.2016.03.004.
  • Chu, Y., Y. Liu, X. Li, Z. Liu, H. Lu, Y. Lu, and H. Xiang. 2016. “A Review on Predicting Ground PM2.5 Concentration Using Satellite Aerosol Optical Depth.” Atmosphere 7 (10): 1–25. doi:10.3390/atmos7100129.
  • Chudnovsky, A. A., A. Kostinski, A. Lyapustin, and P. Koutrakis. 2013. “Spatial Scales of Pollution from Variable Resolution Satellite Imaging.” Environmental Pollution 172 (January): 131–138. doi:10.1016/j.envpol.2012.08.016.
  • Curtius, J. 2006. “Nucleation of Atmospheric Aerosol Particles.” Journal of Comptes Rendus Physique 7: 1027–1045. doi:10.1016/j.crhy.2006.10.018.
  • Dey, S., L. Di Girolamo, A. van Donkelaar, S. N. Tripathi, T. Gupta, and M. Mohan. 2012. “Variability of Outdoor Fine Particulate (PM 2.5) Concentration in the Indian Subcontinent: A Remote Sensing Approach.” Remote Sensing of Environment 127: 153–161. doi:10.1016/j.rse.2012.08.021.
  • Di Nicolantonio, W., and A. Cacciari. 2011. “MODIS Multiannual Observations in Support of Air Quality Monitoring in Northern Italy.” Italian Journal of Remote Sensing 43: 97–109.
  • Filonchyk, M., H. Yan, and Z. Zhang. 2019. “Analysis of Spatial and Temporal Variability of Aerosol Optical Depth over China Using MODIS Combined Dark Target and Deep Blue Product.” Theoretical Applied and Climatology 137 (3–4): 2271–2288. doi:10.1007/s00704-018-2737-5.
  • Givoni, B. 1991. “Impact of Planted Areas Urban Environmental Quality : A Review.” Atmospheric Environment 25 (3): 289–299.
  • Global Burden of Disease Collaborative Network. 2017. “Global Burden of Disease Study 2016 (GBD 2016).” Institute for Health Metrics and Evaluation (IHME).
  • Global Burden of Diseases MAPS Working Group. 2018. “Burden of Diseases Attributable to Major Air Pollution Sources in India.” Special Report 21. Health Effects Institute (HEI).
  • GSFC (Goddard Space Flight Centre). 2012. “National Aeronautical Space Agency (NASA), Understanding MODIS Products.”
  • Gupta, P., L. A. Remer, R. C. Levy, and S. Mattoo. 2018. “Validation of MODIS 3 Km Land Aerosol Optical Depth from NASA’s EOS Terra and Aqua Missions.” Atmospheric Measurement Techniques 11: 3145–3159. doi:10.5194/amt-11-3145-2018.
  • Gupta, P., S. A. Christopher, J. Wang, R. Gehrig, Y. Lee, and N. Kumar. 2006. “Satellite Remote Sensing of Particulate Matter and Air Quality Assessment over Global Cities.” Atmospheric Environment 40: 5880–5892. doi:10.1016/j.atmosenv.2006.03.016.
  • Habib, A., B. Chen, G. Shi, Y. Iwasaka, D. Nath, B. Khalid, … D. Ntwali. 2019. “Dust Particles in Free Troposphere over Chinese Desert Region Revealed from Balloon Borne Measurements under Calm Weather Conditions.” Atmospheric and Oceanic Science Letters 12 (1): 12–20. doi:10.1080/16742834.2019.1536645.
  • Han, Y., Y. Wu, T. Wang, B. Zhuang, S. Li, and K. Zhao. 2015. “Impacts of Elevated-aerosol-layer and Aerosol Type on the Correlation of AOD and Particulate Matter with Ground-based and Satellite Measurements in Nanjing, Southeast China.” Science of the Total Environment 532: 195–207. doi:10.1016/j.scitotenv.2015.05.136.
  • Kaufman, Y. J., D. Tanré, and O. Boucher. 2002. “A Satellite View of Aerosols in the Climate System.” Nature 419: 215–223. doi:10.1038/nature01091.
  • Kedia, S., S. Ramachandran, B. N. Holben, and S. N. Tripathi. 2014. “Quantification of Aerosol Type, and Sources of Aerosols over the Indo-Gangetic Plain.” Atmospheric Environment 98: 607–619. doi:10.1016/j.atmosenv.2014.09.022.
  • Kesav Unnithan, S. L., and L. Gnanappazham. 2020. “Estimation of PM2.5 From MODIS Aerosol Optical Depth over the Indian Subcontinent.” In Applications of Geomatics in Civil Engineering. Lecture Notes in Civil Engineering, edited by J. Ghosh and I. da Silva. Vol. 33. Singapore: Springer. 249–262.
  • Khedikar, S., R. Balasubramanian, N. Chattopadhyay, G. Beig, and N. Kulkarni. 2018. “Monitoring and Study the Effect of Weather Parameters on Concentration of Surface Ozone in the Atmosphere for Its Forecasting.” Mausam 69 (2): 243–252.
  • Kloog, I., F. Nordio, B. A. Coull, and J. Schwartz. 2012. “Incorporating Local Land Use Regression and Satellite Aerosol Optical Depth in a Hybrid Model of Spatiotemporal PM2.5 Exposures in the Mid-atlantic States.” Environmental Science and Technology 46 (21): 11913–11921. doi:10.1021/es302673e.
  • Kloog, I., P. Koutrakis, B. A. Coull, H. J. Lee, and J. Schwartz. 2011. “Assessing Temporally and Spatially Resolved PM2.5 Exposures for Epidemiological Studies Using Satellite Aerosol Optical Depth Measurements.” Atmospheric Environment 45 (35): 6267–6275. doi:10.1016/j.atmosenv.2011.08.066.
  • Lee, H. J., Y. Liu, B. A. Coull, J. Schwartz, and P. Koutrakis. 2011. “A Novel Calibration Approach of MODIS AOD Data to Predict PM2.5 Concentrations.” Atmospheric Chemistry and Physics 11 (15): 7991–8002. doi:10.5194/acp-11-7991-2011.
  • Lighty, J. S., J. M. Veranth, and A. F. Sarofim. 2000. “Combustion Aerosols : Factors Governing Their Size and Composition and Implications to Human Health Combustion Aerosols: Factors Governing Their Size and Composition and Implications to Human Health.” Journal of Air and Waste Management Association 50: 1565–1618. doi:10.1080/10473289.2000.10464197.
  • Liu, C. J., C. Y. Liu, N. T. Mong, and C. C. K. Chou. 2016. “Spatial Correlation of Satellite-derived PM 2.5 With Hospital Admissions for Respiratory Diseases.” Remote Sensing 8 (11): 1–15. doi:10.3390/rs8110914.
  • Liu, Y., J. A. Sarnat, V. Kilaru, D. J. Jacob, and P. Koutrakis. 2005. “Estimating Ground-Level PM2.5 In the Eastern United States Using Satellite Remote Sensing.” Environmental Science and Technology 39 (9): 3269–3278. doi:10.1021/es049352m.
  • Liu, Y., R. J. Park, D. J. Jacob, Q. Li, V. Kilaru, and J. A. Sarnat. 2004. “Mapping Annual Mean Ground-level PM 2.5 Concentrations Using Multiangle Imaging Spectroradiometer Aerosol Optical Thickness over the Contiguous United States.” Journal of Geophysical Research 109: 1–10. doi:10.1029/2004JD005025.
  • Ma, Z., X. Hu, L. Huang, J. Bi, and Y. Liu. 2014. “Estimating Ground-Level PM 2.5 In China Using Satellite Remote Sensing.” Environmental Science and Technology 48: 7436–7444. doi:10.1021/es5009399.
  • Miao, Y., J. Li, S. Miao, H. Che, Y. Wang, X. Zhang, R. Zhu, and S. Liu. 2019. “Interaction between Planetary Boundary Layer and PM2.5 Pollution in Megacities in China: A Review.” Current Pollution Report 5: 261–271. doi:10.1007/s40726-019-00124-5.
  • MOA. 2018. “Annual Report 2017–2018, Ministry of Agriculture, Govt. Of India.”
  • MOEFCC (Ministry of Environment, Forest and Climate Change). 2015. Govt. of India, India State of forest Report (ISFR).
  • MOES. 2015. “Ministry of Earth Sciences 2015 Climatology of the Indian Subcontinent.” Govt of India.
  • Nichol, J. E., M. S. Wong, and J. Wang. 2010. “A 3D Aerosol and Visibility Information System for Urban Areas Using Remote Sensing and GIS.” Atmospheric Environment 44 (21–22): 2501–2506. doi:10.1016/j.atmosenv.2010.04.036.
  • Palve, S. N., P. D. Nemade, and S. D. Ghude. 2016. “The Application of Remote Sensing Techniques for Air Pollution Analysis and Climate Change on Indian Subcontinent.” IOP Conference Series: Earth and Environmental Science 37 (1): 012076. doi:10.1088/1755-1315/37/1/012076.
  • Remer, L. A., S. Mattoo, R. C. Levy, and L. A. Munchak. 2013. “MODIS 3 Km Aerosol Product: Algorithm and Global Perspective.” Atmospheric Measurement and Techniques 6: 1829–1844. doi:10.5194/amt-6-1829-2013.
  • The Hindu. 2017. “Delhi’s Pollution Levels Rise Again.” http://www.thehindu.com/news/cities/Delhi/after-dip-pollution-levels-riseagain/article20355358.ece
  • van Donkelaar, A., and R. V. Martin. 2013. “Optimal Estimation for Global Ground-level Fine Particulate Matter Concentrations.” Journal of Geophysical Research 118: 5621–5636.
  • van Donkelaar, A., R. V. Martin, and R. J. Park. 2006. “Estimating Ground-level PM2.5 Using Aerosol Optical Depth Determined from Satellite Remote Sensing.” Journal of Geophysical Research Atmospheres 111 (21): 1–10. doi:10.1029/2005JD006996.
  • Wang, B., and Z. Chen. 2016. “High-resolution Satellite-based Analysis of Ground-level PM2.5 For the City of Montreal.” Science of the Total Environment 541: 1059–1069. doi:10.1016/j.scitotenv.2015.10.024.
  • Wei, J., Z. Lib, L. Sun, Y. Peng, and L. Wang. 2019. “Improved Merge Schemes for MODIS Collection 6.1 Dark Target and Deep Blue Combined Aerosol Products.” Atmospheric Environment 202: 315–327. doi:10.1016/j.atmosenv.2019.01.016.
  • Xie, Y., Y. Wang, K. Zhang, W. Dong, B. Lv, and Y. Bai. 2015. “Daily Estimation of Ground-Level PM 2.5 Concentrations over Beijing Using 3 Km Resolution MODIS AOD.” Environmental Science and Technology 49 (20): 12280–12288. doi:10.1021/acs.est.5b01413.
  • You, W., Z. Zang, X. Pan, L. Zhang, and D. Chen. 2015. “Estimating PM2.5 In Xi’an, China Using Aerosol Optical Depth : A Comparison between the MODIS and MISR Retrieval Models.” Science of the Total Environment 505: 1156–1165. doi:10.1016/j.scitotenv.2014.11.024.

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