Landsat Missions
The WELD project is systematically generating 30 m composited Landsat ETM+ mosaics at weekly, monthly, seasonal and annual time periods for the conterminous USA (CONUS) and Alaska. The composited mosaics are designed to provide consistent Landsat data that can be used to derive land cover and geo-physical and bio-physical products for regional assessment of surface dynamics and to study Earth system functioning.
Version 1.3 of the WELD monthly, seasonal and annual products generated from Landsat ETM+ terrain corrected (Level 1T) data with cloud cover ≤80% sensed December 2007 to November 2008 are available here.
WELD Browse Imagery
The thumbnail images below illustrate the currently available Version 1.3 WELD data products, please click on them to see a higher resolution version. These true color browse images show the Landsat ETM+ red, green and blue wavelength bands at approximately 500 m resolution.
| CONUS Annual | Winter | December 2007 | January 2008 | February 2008 |
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| Spring | March 2008 | April 2008 | May 2008 | |
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| Summer | June 2008 | July 2008 | August 2008 | |
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| Autumn | September 2008 | October 2008 | November 2008 | |
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| Alaska Annual | Winter | December 2007 | January 2008 | February 2008 |
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No L1T Data |
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| Spring | March 2008 | April 2008 | May 2008 | |
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| Summer | June 2008 | July 2008 | August 2008 | |
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| Autumn | September 2008 | October 2008 | November 2008 | |
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WELD Product Contents
The WELD products are stored in Hierarchical Data Format (HDF). In this version, each WELD pixel has 18 bands (termed HDF science data sets) storing the information described in the Table below.
| WELD Version 1.3 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, are computed using standard formulae
and calibration coefficients associated with the sensed ETM+ granule.
Band 6 brightness temperature data are resampled to 30 m. The conventional ETM+ band number scheme is used.
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| 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_BT | int16 | -32767 -- 32767 | 100 | Degrees Celsius | -32768 | |
| Band62_TOA_BT | int16 | -32767 -- 32767 | 100 | Degrees Celsius | -32768 | |
| Band7_TOA_REF | int16 | -32767 -- 32767 | 10000 | unitless | -32768 | |
| NDVI_TOA | int16 | -10000 -- 10000 | 10000 | 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 compositing period. |
| Sensor_Zenith | int16 | 0 -- 9000 | 100 | Degrees | -32768 | 0° <= Sensor Zenith <= 90° |
| Sensor_Azimuth | int16 | -18000 -- 18000 | 100 | Degrees | -32768 | -180° <= Sensor Azimuth <= 180° |
| Solar_Zenith | int16 | 0 -- 9000 | 100 | Degrees | -32768 | 0° <= Solar Zenith <= 90° |
| Solar_Azimuth | int16 | -18000 -- 18000 | 100 | Degrees | -32768 | -180° <= Solar Azimuth <= 180° |
WELD Product Spatial Format
The WELD products are stored in separate files, each file is a tile of 5000 x 5000 30 m pixels defined in the Albers Equal Area projection.
| WELD Product Projection Parameters | ||
| Projection: Albers Equal Area | ||
| Datum: World Geodetic System 84 (WGS84) | ||
| CONUS | Alaska | |
| First standard parallel | 29.5 | 55.0 |
| Second standard parallel | 45.5 | 65.0 |
| Longitude of central meridian | -96.0 | -154.0 |
| Latitude of projection origin | 23.0 | 50.0 |
| False Easting | 0.0 | 0.0 |
| False Northing | 0.0 | 0.0 |
There are a total of 501 CONUS and 162 Alaskan land tiles referenced using a two digit horizontal and vertical tile coordinate system that is reflected in the product filename. The images below illustrate the tile coordinate systems, please click on them to see higher resolution versions.
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Get WELD Products
The WELD data products are available from this EROS web site by clicking HERE.
| WELD Product Filename Convention | ||
| <Region>.<Period>.<Year>.h<xx>v<yy>.doy<min DOY>to<max DOY>.v<Version Number>.hdf | ||
| Valid Range | Notes | |
| <Region> | CONUS / Alaska | |
| <Period> | annual, spring/summer/autumn/winter, month01/month02/, …, /month12, week01/week02/, …, /week52/week53 | Annual products are
generated from a year of data sensed from 1st December of the
previous Year to the last day of November of the year.
The standard seasonal definition adopted by the climate modeling community is used where winter is defined by the months: December, January and February. Week01 = January 1st to January 7th, Week53 = December 30th to December 31st (leap years) or December 31st only (non leap years). |
| <Year> | 2006, 2007, 2008, …. | |
| <xx> | 00, 01, ..., 32 (CONUS) or 00, ..., 16 (Alaska) | horizontal WELD tile coordinate. |
| <yy> | 00, 01, ..., 21 (CONUS) or 00, ..., 13 (Alaska) | vertical WELD tile coordinate. |
| <min DOY> | 000, 001, 002, …, 366 | minimum non-fill Day_Of_Year pixel value in the tile. |
| <max DOY> | 000, 001, 002, …, 366 | maximum non-fill Day_Of_Year pixel value in the tile. |
| <Version Number> | 1.1, 1.3, …, 2.1, 2.2, … | Major and minor algorithm version changes reflected in the first and second digits respectively. |
For each WELD tile there is a corresponding static Alaska.latlon.h<xx>v<yy>.hdf or CONUS.latlon.h<xx>v<yy>.hdf file that contains the geographic latitude and longitude for the center of each 30m pixel (decimal degrees, scale factor 1, data type double, datum WGS84). A WELD tile location tool is also 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.
Each WELD product tile is typically 300MB, the file size varies as the data are stored in Hierarchical Data Format with internal compression activated. Each static geographic latitude and longitude file is 314 MB.
WELD Product Data Citation
Roy, D.P., Ju, J., Kline, K., Scaramuzza, P.L., Kovalskyy, V., Hansen, M.C., Loveland, T.R., Vermote, E.F., Zhang, C., 2010, Web-enabled Landsat Data (WELD): Landsat ETM+ Composited Mosaics of the Conterminous United States, Remote Sensing of Environment, 114: 35-49.
Funding
The WELD project is funded by NASA’s Making Earth System Data Records for Use in Research Environments (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.
The WELD project is a collaboration between the United States Geological Survey (USGS) Center for Earth Resources Observation and Science (EROS) and its academic partner, the South Dakota State University Geographic Information Science Center of Excellence (GIScCE).
Future Improvements
The WELD processing is being prototyped at the GIScCE with planned systematic processing to be undertaken at EROS. The WELD processing is being developed to improve the consistency and quality of Landsat ETM+ data through a fusion with contemporaneous MODIS land products. The WELD data products will be updated in near real time and made available to the user community through a dedicated internet distribution interface. More years of composited mosaic products and future versions with refined processing and content will be provided, most notably atmospheric correction, radiometric/BRDF normalization, cloud and ETM+ SLC-off gap filling, and land cover characterization. For more information on the WELD project and products please contact David Roy.