Landsat Missions
The Web-Enabled Landsat Data (WELD) project will improve the consistency and quality of Landsat Enhanced Thematic Mapper Plus (ETM+) data through a fusion with MODIS land products to systematically generate “seamless” consistent mosaicked ETM+ data sets with per-pixel quality assessment information and derived land cover characterization at monthly, seasonal, and annual time periods. The resulting high spatial resolution Landsat mosaic products will be generated for the conterminous USA and Alaska for a 7-year period and made freely available to the user community. The WELD project is funded by NASA’s Making Earth System Data Records for Use in Research Environments (MEaSUREs) program.
A preliminary WELD data set is available here, specifically, a 12-month annual composite of the conterminous U.S. generated from ETM+ orthorectified and terrain-corrected data acquired December 2007 to November 2008. In the future, other annual, seasonal, and monthly, mosaic data sets will be made available for evaluation by the user community. The large image below shows the ETM+ red, green, and blue wavelength bands of the annual mosaic, please click on it to see a higher-resolution version.
These data are defined with 30m pixels in the Albers Equal Area projection with standard parallels 29.5°N, 45.5°N, latitude of origin 23°N, and central Meridian 96°W. The data are stored in Hierarchical Data Format (HDF) with HDF internal compression. HDF is a data file format designed by the National Center for Supercomputing Applications to assist users in the storage and manipulation of scientific data across diverse operating systems and machines. For example, it is used to store the standard MODIS products. In this version, each pixel has 14 bands (termed HDF science data sets) storing the information described in the Table. Future product versions will have refined processing and content, most notably atmospheric correction, radiometric/BRDF normalization, improved cloud and ETM+ SLC-off gap-filling, and land-cover characterization.
| WELD Annual Mosaic Version 1.0 Product Format | ||||||
| Science Data Set Name | Data Type | Valid Range | Scale factor | Units | Fill Value | Notes |
| Band1_TOA_REF | int16 | -32767 -- 32767 | 10000 | unitless | -32768 | Top of atmosphere (TOA)
reflectance and brightness temperature, computed using standard formulae
and calibration coefficients associated with the sensed ETM+ granule.
The conventional ETM+ band number scheme is used. Band 6 brightness temperature data are resampled to 30m. |
| Band2_TOA_REF | int16 | -32767 -- 32767 | 10000 | unitless | -32768 | |
| Band3_TOA_REF | int16 | -32767 -- 32767 | 10000 | unitless | -32768 | |
| Band4_TOA_REF | int16 | -32767 -- 32767 | 10000 | unitless | -32768 | |
| Band5_TOA_REF | int16 | -32767 -- 32767 | 10000 | unitless | -32768 | |
| Band61_TOA_REF | int16 | -32767 -- 32767 | 100 | Degrees Celsius | -32768 | |
| Band62_TOA_REF | int16 | -32767 -- 32767 | 100 | Degrees Celsius | -32768 | |
| Band7_TOA_REF | int16 | -32767 -- 32767 | 10000 | unitless | -32768 | |
| NDVI_TOA | int16 | -10000 -- 10000 | 1 | unitless | -32768 | Normalized Difference Vegetation Index value generated from Band3_TOA_REF and Band4_TOA_REF. |
| Day_Of_Year | int16 | 1 -- 366 | 1 | Day | 0 | Day of year the selected ETM+ pixel was sensed on. Note days 1-335 were sensed in 2008 and days 336-365 were sensed in December 2007. |
| Saturation_Flag | uint8 | 0 -- 255 | 1 | unitless | None | The least significant bit to the most significant bit corresponds to bands 1, 2, 3, 4, 5, 61, 62, 7 with a bit set to 1 signifying saturation in that band and 0 not saturated. |
| DT_Cloud_State | uint8 | 0, 1, 2, 200 | 1 | unitless | 255 | Decision Tree Cloud Classification, 0 = not cloudy, 1 = cloudy, 2 = not cloudy but adjacent to a cloudy pixel, 200 = could not be classified reliably. |
| ACCA_State | uint8 | 0, 1 | 1 | unitless | 255 | ACCA Cloud Classification, 0 = not cloudy, 1 = cloudy. |
| Num_Of_Obs | uint8 | 0 -- 255 | 1 | unitless | None | Number of ETM+ observations considered over the 12 months. |
The data are stored in tiles of 5000 x 5000 30m pixels. There are a total of 501 land tiles referenced using a two digit horizontal (HH) and vertical (VV) tile coordinate system reflected in the filename as conus.hHHvVV.2007dec-2008nov.v1.1.hdf. The image below illustrates the tile coordinate system, please click on it to see a higher-resolution version.
A tile location tool is provided to locate pixels and tiles for given longitude and latitude coordinates. The tool is available for computers running Unix/Linux operating systems, the C source code and installation instructions can be downloaded HERE. A web-interface version of this tool will be available shortly. In addition, for each tile there is a static conus.hHHvVV.coordinates.hdf file that contains the geographic latitude and longitude for the center of each 30m pixel (datum WGS84).
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| Science Data Set Name | Data Type | Valid Range | Scale factor | Units | Fill Value | Notes | |
| Longitude | float32 | -180 -- 180 | 1 | Decimal degrees | None | Longitude | |
| Latitude | float32 | -90 -- 90 | 1 | Decimal degrees | None | Latitude | |
The tile data are available from this EROS web site by clicking HERE.
Note that each mosaic tile is typically 240MB and the total size of all 501 mosaic tiles is 107GB, and that each static geographic latitude and longitude file is typically 110 MB and the total size of all 501 tiles is 53GB.
The WELD project is a collaboration between the U.S. Geological Survey (USGS) Earth Resources Observation and Science (EROS) Center and its academic partner, the South Dakota State University Geographic Information Science Center of Excellence (GIScCE). The processing, based on heritage techniques and contemporaneous fusion of MODIS land products, is being prototyped at the GIScCE with planned systematic processing to be undertaken at EROS. The WELD data products will be updated in near real time and made available to the user community through a modified EROS internet distribution interface. This is a 5-year proposal funded by the NASA MEaSUREs program with significant USGS cost sharing. The aim of the MEaSUREs program is to support projects providing services and consistent long-term Earth science data products driven by NASA’s Earth science goals and contributing to advancing NASA’s “missions to measurements” concept. The WELD project contributes to the Land measurement theme. For more information on the WELD project and products please contact David Roy.
Roy, D.P, Ju, J., Kline, K., Scaramuzza, P. L., Kovalskyy, V., Hansen, M., Loveland, T.R., Vermote, E., and Zhang, C. (2009). Web-enabled Landsat Data (WELD) preliminary results: Landsat ETM+ composited mosaics of the conterminous United States. Remote Sensing of Environment. Submitted in May.