Normalized Difference Vegetation Index (NDVI)

From AWF-Wiki
(Difference between revisions)
Jump to: navigation, search
 
(8 intermediate revisions by 3 users not shown)
Line 1: Line 1:
{{Content Tree|HEADER=QGIS Tutorial|NAME=QGIS tutorial}}
+
{{Rscontent}}[[Category:09 Image enhancement]]
  
 
Live green plants absorb solar radiation in the photosynthetically active radiation
 
Live green plants absorb solar radiation in the photosynthetically active radiation
(PAR) spectral region, which they use as a source of energy in the process of photo-
+
(PAR) spectral region, which they use as a source of energy in the process of photosynthesis.
synthesis. Leaf cells have also evolved to scatter (i.e., reflect and transmit) solar radi-
+
Leaf cells have also evolved to scatter (i.e., reflect and transmit) solar radiation
ation in the near-infrared spectral region (which carries approximately half of the total
+
in the near-infrared spectral region (which carries approximately half of the total
 
incoming solar energy), because the energy level per photon in that domain (wavelength
 
incoming solar energy), because the energy level per photon in that domain (wavelength
 
longer than about 700 nanometers) is not sufficient to be useful to synthesize organic
 
longer than about 700 nanometers) is not sufficient to be useful to synthesize organic
molecules: a strong absorption here would only result in over-heating the plant and pos-
+
molecules: a strong absorption here would only result in over-heating the plant and possibly
sibly damaging the tissues. Hence, live green plants appear relatively dark in the PAR
+
damaging the tissues. Hence, live green plants appear relatively dark in the PAR
 
and relatively bright in the near-infrared. <ref>Gates, David M. (1980): Biophysical Ecology, Springer-Verlag, New York, 611 p.</ref>
 
and relatively bright in the near-infrared. <ref>Gates, David M. (1980): Biophysical Ecology, Springer-Verlag, New York, 611 p.</ref>
  
Line 15: Line 15:
 
differences in plant reflectance to determine their spatial distribution in these satellite
 
differences in plant reflectance to determine their spatial distribution in these satellite
 
images. The NDVI is calculated from these individual measurements as follows:
 
images. The NDVI is calculated from these individual measurements as follows:
 +
  
 
<math>
 
<math>
 
NDVI=\frac{NIR-RED}{NIR+RED}
 
NDVI=\frac{NIR-RED}{NIR+RED}
 
</math>
 
</math>
 +
  
 
where RED and NIR stand for the spectral reflectance measurements acquired in the
 
where RED and NIR stand for the spectral reflectance measurements acquired in the
Line 31: Line 33:
 
</ref>
 
</ref>
  
{{exercise|message=Exercise 26|text=Calculate NDVI}}
+
{{exercise|message=Exercise 27|text=Calculate NDVI}}
# Open the GRASS shell [[File:Grass_shell.png|25px]] and type: <br/> r.mapcalc ndvi=”1.0*(etm40-etm30)/(etm40+etm30)” <br/>Confirm with {{key|text=Enter}}
+
# Go to the Browser and click the {{button|text=Refresh}} button.
+
# Load raster map {{typed|text=ndvi}} to map canvas.
+
# Go to the modules list: {{typed|text=r.colors}}
+
# Change colors to ''Normalized Difference Vegetation Index.''
+
 
+
  
 +
==Related articles==
 +
* [[Automated cloud detection]]
 +
* [[Principal components analysis (PCA)]]
 +
* [[Image subtraction]]
 +
* [[Spectral ratioing]]
 +
* [[Tasseled cap]]
  
 
==References==
 
==References==
 
<references/>
 
<references/>
[[category: Image enhancement]]
 

Latest revision as of 14:29, 21 October 2013

Live green plants absorb solar radiation in the photosynthetically active radiation (PAR) spectral region, which they use as a source of energy in the process of photosynthesis. Leaf cells have also evolved to scatter (i.e., reflect and transmit) solar radiation in the near-infrared spectral region (which carries approximately half of the total incoming solar energy), because the energy level per photon in that domain (wavelength longer than about 700 nanometers) is not sufficient to be useful to synthesize organic molecules: a strong absorption here would only result in over-heating the plant and possibly damaging the tissues. Hence, live green plants appear relatively dark in the PAR and relatively bright in the near-infrared. [1]

Since early instruments of Earth Observation, such as NASA’s ERTS and NOAA’s AVHRR, acquired data in the red and near-infrared, it was natural to exploit the strong differences in plant reflectance to determine their spatial distribution in these satellite images. The NDVI is calculated from these individual measurements as follows\[ NDVI=\frac{NIR-RED}{NIR+RED} \]


where RED and NIR stand for the spectral reflectance measurements acquired in the red and near-infrared regions, respectively. These spectral reflectances are themselves ratios of the reflected over the incoming radiation in each spectral band individually, hence they take on values between 0.0 and 1.0. By design, the NDVI itself thus varies between -1.0 and +1.0. Subsequent work has shown that the NDVI is directly related to the photosynthetic capacity and hence energy absorption of plant canopies[2][3]


Exercise.png Exercise 27: Calculate NDVI

[edit] Related articles

[edit] References

  1. Gates, David M. (1980): Biophysical Ecology, Springer-Verlag, New York, 611 p.
  2. Sellers, P. J. (1985): Canopy reflectance, photosynthesis, and transpiration. International Journal of Remote Sensing, 6, 1335-1372.
  3. Myneni, R. B., F. G. Hall, P.J. Sellers, and A.L. Marshak (1995): The interpretation of spectral vegetation indexes. IEEE Transactions on Geoscience and Remote Sensing, 33, 481-486.
Personal tools
Namespaces

Variants
Actions
Navigation
Development
Toolbox
Print/export