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Intermediate ArcGIS 9
   Landcover Analysis

Course Introduction
Getting Started
Overview of data
 - MELCD products
 - NLCD products
 - Satellite data
 - Review of legacy data
 - TIFF data format
Spatial Analyses
<Previous: NLCD products    Next: Review of legacy data>

Satellite data

Concepts:
   LandSat data
   image bands
   SPOT-5 data
   reflectance
   satellite sensor
   mosaic
   scene
   panchromatic
   license restrictions on SPOT data
   fused data

In addition to the standard products provided for NLCD 2001 and MELCD 2004, we provide the satellite data if desired.  These are the raw data which were used to derive the other products.

LandSat data
These are currently only available on the DVD and to DEP users (in data_layers\image_catalogs).  LandSat data are 30-meter pixel data consisting of 7 image bands collected by NASA's LandSat 5 and LandSat 7 satellites.  A band is a range of energy reflectance absorbed by a satellite sensor.  Reflectance is merely energy reflected off Earth and detected by a sensor.  The sensor is a machine mounted on a satellite which detects some type of energy.  The LandSat satellites utilize a sensor called the Thematic Mapper (LandSat 5) or the Enhanced Thematic Mapper (LandSat 7).  The data provided here is for 6 of the TM or ETM bands - 3 in visible light and 3 in infrared (bands 1-5 and 7), and are mosaics of satellite scenes.  A scene is a single "picture" collected by the satellite, often they are merged together to cover a large area, forming a mosaic.  Four mosaics are available (maps of the dates used are available):

Spring 2001 - scenes collected during the early growing season after snow-melt on the following dates:  5-7-2001, 5-8-2001*, 5-9-2001, 5-10-2001*, 5-25-2001, 5-4-2002*, 5-12-2002, 4-14-2003, 5-16-2003*, 5-17-2003.  Metadata
Leaf-on 2001 - scenes collected during the summer growing season:  8-31-1999, 5-25-2001, 6-8-2001, 6-28-2001, 7-20-2001*, 6-4-2002, 6-21-2002*, 8-9-2002.  Metadata
Leaf-off 2001 - scenes collected during the autumn season after leaves have dropped:  10-12-2000*, 10-22-2000, 9-30-2001, 10-1-2001*, 10-2-2001, 10-16-2001, 11-8-2001, 10-4-2002*, 10-12-2003*.  Metadata
Leaf-on 1995 - scenes collected (mostly) during the summer growing season for the circa-1995 landcover:  9-25-1993*, 11-21-1993*, 8-25-1994*, 5-1-1995*, 5-31-1995*, 6-27-1995*, 7-4-1995*, 8-14-1995*, 9-6-1995*, 9-15-1995*, 8-30-1996*.  Metadata
* indicates LandSat 5 data, all others LandSat 7.

Each band of the LandSat data corresponds to a range of energy, 3 in visible light, and 3 in infrared.
Band        Wavelength range
1              450-520nm (blue light)
2              520-600nm (green light)
3              630-690nm (red light)
4              760-900nm (near-infrared)
5              1550-1750nm (mid-infrared)
6*             10,400-12,500nm (heat emissions)
7               2080-2350nm (far-infrared)
* band 6 is a 60m band is not included with our data.  The sixth band in our data is actually band 7.

ArcMap uses a red-green-blue display (RGB) and so only three bands can be viewed at a time.  By assigning different bands to different colors, you can produce a variety of effects.  For example bands 3-2-1 assigned to R-G-B produces a "true-color" image since visible light is used, a 5-4-3 will produce a "false-color" image since infrared energy is shown, but not visible to the human eye.

image showing 3-2-1 Landsat data  image showing 5-4-3 landsat data
Leaf-off NLCD 2001 LandSat data for Bangor.  Left is a 3-2-1 true color image, right is a 5-4-3 false color.  The false color indicates moisture and vegetation - pink/purple are unvegetated, dark blue is water, and green indicates vegetation.


SPOT-5 data
These data are collected by the French SPOT-5 satellite and are currently only available to state of Maine employees and other licensed entities.  They are not available to download from MEGIS, nor are they distributed on the MELCD 2004 DVD.  The 2004 SPOT-5 data were used to refine the NLCD 2001 data to a 5-meter resolution, and update the date coverage for most classes to 2004.  The SPOT-5 data are panchromatic meaning they only sense a single band of visible light, creating a black-and-white image.  They are also licensed; they can only be distributed to licensed entities.  See the metadata for details and a list of licensees.  Licensed entities may request a copy of the SPOT-5 data from the Maine Office of GIS.  The SPOT-5 data mosaic consists of 2004 scenes collected mostly during the summer.

image of SPOT-5 data for Bangor
The same area in Bangor, shown in SPOT-5 data.  Note the much better spatial resolution due to much smaller pixel size (5m v. 30m).

Fused data
In order to derive landcover at a 5-meter resolution, the LandSat and SPOT data were fused, a process also known as merging or pan-sharpening.  This process takes the pixel values from the 5-meter SPOT data and combines them with the pixel values from the 30-meter LandSat data to come up with a combined value using various statistical methods (which are way beyond the scope of this class!).  If you are a remote sensing analyst with Erdas Imagine, you can download the merge model to see exactly how this was achieved.   These data are also licensed since they are direct SPOT-5 derivatives, they fall under the same license restrictions.  They are only available on a separate set of 5 DVDs available upon request from the Maine Office of GIS.

landsat example corinth  spot-5 example corinth  fused imagery example corinth
Images of a farm in Corinth, in the Kenduskeag watershed.  Left is the original 30-meter LandSat data shown in true color (3-2-1).  Center is the SPOT-5 data for the same farm.  Note the much better spatial resolution at 5 meters, but only 1 black-and-white color band.  Right is the fused product which uses the sharper edges of the SPOT-5 data combined with the all color/energy bands of the LandSat data.  This fused data was then used to derive the MELCD 2004 landcover data.

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