Center Pixel Value Mean Value of All Pixels Percent of Pixels that meet QC Criteria Web and Web Services based tool that provides subsets and visualization.

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Presentation transcript:

Center Pixel Value Mean Value of All Pixels Percent of Pixels that meet QC Criteria Web and Web Services based tool that provides subsets and visualization of MODIS land products to facilitate land validation and field site characterization 1 Suresh K. Santhana Vannan Robert B. Cook, Bruce E. Wilson Environmental Sciences Division, Oak Ridge National Laboratory 2, Oak Ridge, Tennessee AGU Fall Meeting, San Francisco, California, December 14-18, 2009 Products Subsetted: Terra and Aqua MODIS Sinusoidal Projection 2000 to present 8-day, 16-day, and annual composite periods 250-m, 500-m, or 1000-m resolution (depends on product) Documentation provided to describe the subsetted products; links are provided to full documentation at MODIS Web sites MODIS Products Subsetted Surface Reflectance Surface Temperature Land Cover Phenology (available winter 2009) NDVI / EVI LAI / fPAR Gap-Filled and Smoothed LAI/fPAR Net Photosynthesis Annual NPP Albedo (Model and Calculated) Reflectance – BRDF Adjusted Background Introduction MODIS (Moderate Resolution Imaging Spectroradiometer) sensor data are highly useful for field research. However, the volume of MODIS data and the complexity in data format makes MODIS data less usable in some cases. To solve this usability issue, the Oak Ridge National Laboratory (ORNL) Distributed Active Archive Center (DAAC) prepares and distributes subsets of selected MODIS Land Products in a scale and format useful for field researchers. MODIS subsets are provided for more than 1,000 sites across the globe. The subsets are offered in tabular ASCII format and in image GeoTIFF format. Time series plots and grid visualizations to help characterize field sites are also provided. The ORNL DAAC also offers the capability to create user-defined subsets for any location worldwide. The custom subsetting tool provides subsets from a single pixel up to 201 x 201 km for user-defined time range. Statistics, time series plots, ASCII and GeoTIFF files for the customized subsets are also distributed through this tool. A Web service based MODIS subsetter is also provided for users to obtain MODIS subsets programmatically. The Web service is a machine to machine interface that facilitates integration of Web service into workflow. User places an order through a Web interface The tool will send an message containing a URL where the output can be accessed Subset generation including generation of time series data file, graphs, and statistics takes 10 to 60 minutes (depends on area, time period, and product) 1 This study was supported by the NASA’s Earth Observing System Data and Information System. 2 Managed by the University of Tennessee-Battelle LLC under contract 2052-V with the U.S. Department of Energy Time-series graphs: NDVI Time series for Walker Branch FLUXNET site. Data Processing MODIS fixed site subsets reformatted from HDF-EOS into ASCII/GeoTIFF format using LP DAAC’s MODIS Reprojection Tool, Geospatial Data Abstraction Library (GDAL) tools and custom Perl code Subsets for the MODIS Global subsetting tool are generated directly from MODIS tiles using customized code obtained from The HDF Group (THG) Visualization of data is done using Perl code and Perl graphics library The ORNL DAAC also offers subsets of MODIS Land Products in ASCII and GeoTIFF format for user-selected areas (from one pixel up to 201 x 201 km) worldwide and for any time period during the MODIS record. GeoTIFFs can be viewed in WebGIS Tool (in Sinusoidal Projection) along with other map layers Site / Product / Date combinations can be selected using a picklist and downloaded for a date or all dates A WebGIS Tool can be used to filter values or determine values of individual pixels The GeoTIFF images are automatically color scaled to improve interpretation GeoTIFF (Image/GIS) Subsets MODIS NDVI GeoTIFF Images on a MODIS land cover(IGBP) background for sites in Europe User selects site from map, picklist or enters coordinates NDVI for Composite Period Jul 11 th 2000 (MOD13Q ) MODIS NDVI subset data presented as time series, with average and standard deviation shown for pixels in area selected. The tool provides land cover grid (IGBP classification for Collection 5 shown) of the area, along with an estimate of heterogeneity (Shannon Diversity Index). Detailed documentation is provided for each file. Tool provides Google map,3D-Google Earth and Landsat image of the sinusoidal area selected. The elevation of the center coordinate is also provided. 1,147 Sites Plots generated on the fly for a user selected time period Stacked time series for all years for inter-annual data comparison Statistics are provided for all pixels in selected area that have the same land cover class as center pixel. MODIS ASCII and GeoTIFF Subsets are available for over 1,000 field sites worldwide. Sites are included upon willingness to share in situ site data (quid pro quo). Subsetted data (original size: 25 x 25 km) are received from the MODIS processing stream and converted at the ORNL DAAC into ASCII (7 x 7 km) and GeoTIFF (25 x 25 km) formats. MODIS Land Product Subsets for Selected Field SitesMODIS Land Product Subsets for any location The ORNL DAAC archives and distributes terrestrial biogeochemical dynamics data collected as part of the NASA's Earth Observing System (EOS) Program. ORNL DAAC's data sets are primarily from ground-based field investigations and augmented by data collected through remote-sensing techniques. The types of data held by the ORNL DAAC are Field Campaign, Land Validation, Regional and Global Data, and Model Products. MODIS is a key sensor aboard the Terra and Aqua satellites. Terra MODIS and Aqua MODIS are viewing the entire Earth's surface every 1 to 2 days, acquiring data in 36 spectral bands, or groups of wavelengths. These data will improve our understanding of global dynamics and processes occurring on the land, in the oceans, and in the lower atmosphere. MODIS Subset: Details Data visualization and download options for Walker Branch Watershed- Tennessee ASCII (Tabular) Subsets Center Pixel Mean Value of Pixels Percent of Pixels that meet QC Criteria Composite Period Grid Plot: LAI grid for Walker Branch site for composite period June 17 th 2000 to June 24 th 2000 Users also have the option of choosing their own quality control criteria. ASCII Example: NDVI for Walker branch site. ORNL DAAC MODIS Subsets provide data in a format and size that is designed for field researchers. The availability of these subsets dramatically reduces the amount of time needed to process data. For example, to obtain four years of NDVI data for a 7 x 7 km area from MODIS tiles, users would have to download approximately 10 GB of data. Extracting 7 x 7 km area from nearly 200 MODIS tiles (One tile for every 16- day period) would require time and resources. The ORNL DAAC however delivers the subset in few minutes and the size of the data delivered is less than 100 MB for a similar subset. The data are offered in tabular files and in GIS compatible format to allow users to import the data into spreadsheet and GIS processing packages. Data Download MODIS Global Subsetting Web Service (SOAP) Simple Object Access Protocol (SOAP) based Web Service for programmatically accessing MODIS subsets. Programmatically retrieve subsets Real time data delivery Integrate with client side tools Connect with workflow software ASCII (tabular CSV) subset file GeoTIFF file (In Sinusoidal projection or Geographic coordinate system) Statistical data of the subset ################ # ORNL DAAC MODIS Web service - Perl client ################# use SOAP::Lite -> service(‘WSDL_URL') -> xmlschema(' -> getsubset(lat,lon,product,start_date,end_date,size); MOD11A2.A h26v Clear_sky_days,MOD11A2,A ,Lat37. 7Lon110Samp1Line1, ,Clear_sk y_days,NA,0.000,2 MOD11A2.A h26v Clear_sky_nights,MOD11A2,A ,Lat37.7Lon110Samp1Line1, ,Clear_sk y_nights,NA,0.000,254 ……. MOD11A2.A h26v Clear_sky_days,MOD11A2,A ,Lat37. 7Lon110Samp1Line1, ,Clear_sk y_days,NA,0.000,2 MOD11A2.A h26v Clear_sky_nights,MOD11A2,A ,Lat37.7Lon110Samp1Line1, ,Clear_sk y_nights,NA,0.000,254 ……. ClientServer SOAP NDVI for Composite Period Jul 11 th 2008 (MOD13Q ) Composite grid visualization showing deforestation in the Amazon between 2000 and The above image is from MODIS terra MOD13Q1, x km subset with QC filter applied.