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1 AOD to PM2.5 to AQC – An excel sheet exercise ARSET Applied Remote Sensing Education and Training A project of NASA Applied Sciences Pawan Gupta Salt Lake City, April 22-25, 2013
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Exercise -1 – Converting AOD to PM2.5 Required Data PM2.5 mass concentration from ground monitors Satellite Derived Aerosol Optical Depth Meteorological Fields – only if working with multi-variable method
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Exercise -1 – Converting AOD to PM2.5 to AQC … STEP # 1 - Getting Satellite and Surface Data Obtained MODIS AOD data file from the NASA data server for your region/date/time of interest (http://ladsweb.nascom.nasa.gov/) – from earlier exercisehttp://ladsweb.nascom.nasa.gov/ To get PM2.5 data for your region http://www.epa.gov/airdata/ad_maps.html) http://www.epa.gov/airdata/ad_maps.html
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Exercise -1 – Converting AOD to PM2.5 to AQC … STEP # 2 – Collocating Satellite and Surface Data Run provided IDL code to obtained AOD at location of PM2.5 ground monitor --- from earlier exercise. Spatial and Temporal Collocation Methods pick nearest pixel or average over 3x3 or 5x5 pixels pick closest PM2.5 measurement from ground to satellite over pass time
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Terra MODIS (10:30) Aqua MODIS (1:30) X XXXXXX XXXXXXX XXXXXXX XXXXXXX XXXXXXX XXXXXXX XXXXXXX Temporal Collocation Spatial Collocation STEP # 2 Cont…
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STEP # 3 - Developing Relationship between AOD and PM2.5 Exercise -1 – Converting AOD to PM2.5 to AQC … Slope Intercept
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STEP # 4 - Estimating PM2.5 from Satellite AOD Exercise -1 – Converting AOD to PM2.5 to AQC … PM2.5= AOD*46.7 + 7.13
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STEP # 5 - PM2.5 to Air Quality Exercise -1 – Converting AOD to PM2.5 to AQC … Online Tool http://www.airnow.gov/index.cfm?acti on=resources.conc_ aqi_calc
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STEP # 5 - PM2.5 to Air Quality Exercise -1 – Converting AOD to PM2.5 to AQC … AQC - Est AQC - Obs
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Spatial Mapping of Pollution from Satellite
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Creating Air Quality Category Map Provide MODIS AOD file, slope and intercept to this code – will create AQC map
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Spatial Distribution July 4, 2012 -- For comparisons http://www.airnow.gov/index.cfm?action=airno w.mapsarchivecalendar
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Multiple Linear Regression Method Required AOD and Meteorological Fields – more data processing, more expertise but most of the time the product provides a more accurate PM2.5 estimation
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Multiple Linear Regression Method AOD, PM2.5 and Meteorological Data
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Multiple Linear Regression Method Results
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