This Normalized Difference Vegetation Index (NDVI) and Normalized Difference Water Index (NDWI) data set was developed from Landsat 5 Thematic Mapper (TM) data for use in studying land cover features during the Soil Moisture Experiment 2003 (SMEX03). Data acquired on 10 July 2003 were used to create large-scale maps of the NDVI and NDWI for both northern and southern Oklahoma, USA regional study areas in order to accurately estimate the surface soil moisture via microwave remote sensing. Data are in flat, eight-bit binary format and are available via FTP.
These data were collected as part of a validation study for the Advanced Microwave Scanning Radiometer - Earth Observing System (AMSR-E). AMSR-E is a mission instrument launched aboard NASA's Aqua Satellite on 04 May 2002. AMSR-E validation studies linked to SMEX are designed to evaluate the accuracy of AMSR-E soil moisture data. Specific validation objectives include assessing and refining soil moisture algorithm performance; verifying soil moisture estimation accuracy; investigating the effects of vegetation, surface temperature, topography, and soil texture on soil moisture accuracy; and determining the regions that are useful for AMSR-E soil moisture measurements.
The following example shows how to cite the use of this data set in a publication. For more information, see our Use and Copyright Web page.
Jackson, Thomas J., and Mike H Cosh. 2007. SMEX03 Landsat Thematic Mapper NDVI and NDWI: Oklahoma. Boulder, Colorado USA: National Snow and Ice Data Center. Digital media.
| Category | Description |
|---|---|
| Data format | Flat binary data files in 8-bit format (little-endian) Oklahoma North image: 2800 by 1840 Oklahoma South image: 3600 by 1920 |
| Spatial coverage and resolution | Southernmost Latitude: 34.49° N Northernmost Latitude: 35.39° N Westernmost Longitude: 98.29° W Easternmost Longitude: 97.76° W 30 m resolution |
| Temporal coverage and resolution | 10 July 2003 Measurements were made one time for this regional study area. |
| Tools for accessing data | ArcView, ENVI, or other similar software package. |
| File naming convention | mmddyy_ss_iiii.bin |
| File size | 4.9 - 6.6 MB per file |
| Parameter(s) | NDVI NDWI |
| Procedures for obtaining data | Data are available via FTP. |
Thomas J. Jackson
Michael
H. Cosh
USDA ARS Hydrology/Remote Sensing Laboratory
Bldg. 007, Rm. 104, BARC-West
Beltsville, MD 20705 USA
NSIDC User Services
National Snow and Ice Data Center
CIRES, 449 UCB
University of Colorado
Boulder, CO 80309-0449 USA
phone: +1 303.492.6199
fax: +1 303.492.2468
form: Contact NSIDC User Services
e-mail: nsidc@nsidc.org
The investigators would like to acknowledge the numerous graduate students and volunteers who collected the field data, in addition to the SMEX03 Science Team and Grazinglands Research Laboratory for their assistance. The investigators would also like to thank NASA for their generous contributions to the study. This work was supported by the NASA Aqua AMSR, Terrestrial Hydrology, and Global Water Cycle Programs.
Data are presented in flat, 8-bit little-endian binary data files. Data were scaled in order to maximize the dynamic range. Users must apply Equations 1 and 2 to convert the Digital Number (DN) to NDVI and NDWI values:
| NDVI | = | DN/255 | (Equation 1) |
| NDWI | = | DN/255-0.5 | (Equation 2) |
The dimensions of the Oklahoma North image are 2800 rows by 1840 columns, and the dimensions of the Oklahoma South image are 3600 rows by 1920 columns.
Data are on the FTP site in the NDWI_NDVI directory. Four binary files are contained within this directory, as described in Table 1.
| File Name | Description | File Size |
|---|---|---|
| 071003_ON_NDVI.bin | Contains NDVI data for the Oklahoma North regional study area for 10 July 2003. | 5032 KB |
| 071003_ON_NDWI.bin | Contains NDWI data for the Oklahoma North regional study area for 10 July 2003. | 5032 KB |
| 071003_OS_NDVI.bin | Contains NDVI data for the Oklahoma South regional study area for 10 July 2003. | 6750 KB |
| 071003_OS_NDWI.bin | Contains NDWI data for the Oklahoma South regional study area for 10 July 2003. | 6750 KB |
Files are named according to the following convention and as described
in Table 2:
mmddyy_ss_iiii.bin
where:
| Variable | Description |
|---|---|
| mm | two-digit month |
| dd | two-digit day |
| yy | two-digit year |
| ss | Site (OS = Oklahoma South; ON = Oklahoma North) |
| iiii | Index (NDVI, NDWI) |
| .bin | Indicates that this is a binary data file. |
Example: 071003_ON_NDVI.bin
File sizes range from 4.9 to 6.6 MB.
The data set covers Oklahoma North and South regional study areas:
Southernmost Latitude: 34.49° N
Northernmost Latitude: 35.39° N
Westernmost Longitude: 98.29° W
Easternmost Longitude: 97.76° W
A detailed geographic description of the data set is shown in Table 3. Geolocation coordinates correspond to the center of each corner pixel.
| Regional Study Area | Image Coordinates | |||
|---|---|---|---|---|
| Oklahoma North | Northing | Easting | Latitude | Longitude |
| Upper Left Corner | 4081020 N | 585790 E | 36.87122 | -98.037441719 |
| Upper Right Corner | 4081020 N | 640990 E | 36.86460 | -97.418273713 |
| Lower Left Corner | 3997020 N | 585790 E | 36.11405 | -98.046766559 |
| Lower Right Corner | 3997020 N | 640990 E | 36.10761 | -97.433591947 |
| Oklahoma South | ||||
| Upper Left Corner | 3920100 N | 560380 E | 35.42248 | -98.334881531 |
| Upper Right Corner | 3920100 N | 617980 E | 35.41732 | -97.700496383 |
| Lower Left Corner | 3812100 N | 560380 E | 34.44865 | -98.342696988 |
| Lower Right Corner | 3812100 N | 617980 E | 34.44367 | -97.715762369 |
All four Landsat NDVI and NDWI data files cover an area with interior dimensions of 30 m by 30 m.
The projection is Universal Transverse Mercator (UTM), Zone 14 with World Geodetic System 1984 (WGS 84) ellipsoid International Terrestrial Reference Frame (ITRF) and Conventional Terrestrial Reference System (CTRS) realization. Projection is in meters.
Data were acquired on 10 July 2003, which is assumed to be a reasonable approximation for the study period.
The parameters of this data set are NDVI and NDWI. NDVI is the difference between the visible red and near-infrared bands, over their sum. The NDVI is a measure of vegetation amount and condition. It is associated with vegetation canopy characteristics such as biomass, leaf area index, and percentage of vegetation cover. NDVI helps researchers determine the density of vegetation in an area. NDWI divides the difference between the mid-infrared and near-infrared bands by the sum of those two bands, thereby giving a measurement of soil moisture. Refer to Equations 3 and 4.
In general, the NDVI and NDWI vary between -1 and +1. For this data set, however, the parameter range is 0 to 1 for the NDVI and -0.5 to 0.5 for the NDWI; refer to Equations 1 and 2. Missing values are set to 0.
Two TM scenes from Landsat 5 were used to produce this NDVI and NDWI data set. The path rows are a composite of 28/25 and 28/36.
Figures 1 and 2 show sample thumbnail images from this data set.
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| Figure 1. Oklahoma North NDVI 10 July 2003 Sample Image | Figure 2. Oklahoma South NDWI 10 July 2003 Sample Image |
Data are available via FTP.
The total data volume is approximately 23 MB.
Tools appropriate for viewing these data are ArcView, ENVI, or other similar software package.
The TM instrument is a multispectral scanning radiometer carried on Landsats 4 and 5. It has seven spectral bands with a spatial resolution of 30 m for most bands.
Data were derived from bands 3 (red), 4 (near-infrared), and 5 (mid-infrared) of the Landsat 5 TM sensor.
The NDVI and NDWI were computed for each pixel using the following equations (Gao, 1996):
| NDVI = | ρ(band 4) - ρ(band 3) | |
| (Equation 3) | ||
| ρ(band 4) + ρ(band 3) |
and
| NDWI = | ρ(band 4) - ρ(band 5) | |
| (Equation 4) | ||
| ρ(band 4) + ρ(band 5) |
Please refer to the USDA SMEX 03 Web site for in-depth information on the science mission and goal of the SMEX project.
Table 4 lists acronyms used in this document:
| Acronym | Description |
|---|---|
| AMSR-E | Advanced Microwave Scanning Radiometer - Earth Observing System |
| CTRS | Conventional Terrestrial Reference System |
| DN | Digital Number |
| ENVI | Environment for Visualizing Images |
| FTP | File Transfer Protocol |
| ITRF | International Terrestrial Reference Frame |
| NASA | National Aeronautics and Space Administration |
| NDVI | Normalized Difference Vegetation Index |
| NDWI | Normalized Difference Water Index |
| NSIDC | National Snow and Ice Data Center |
| ON | Oklahoma North |
| OS | Oklahoma South |
| SMEX | Soil Moisture Experiment |
| TM | Thematic Mapper |
| URL | Uniform Resource Locator |
| UTM | Universal Transverse Mercator |
| WGS 84 | World Geodetic System 1984 |
February 2008
http://nsidc.org/data/docs/daac/nsidc0332_smex03_srs_ndvi_ndwi_ok.gd.html