<?xml version="1.0"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>The vegetation cycle in West Africa from AVHRR-NDVI data : horizons of predictability versus spatial scales</dc:title>
  <dc:creator>/Mangiarotti, Sylvain</dc:creator>
  <dc:creator>Mazzega, P.</dc:creator>
  <dc:creator>Hiernaux, P.</dc:creator>
  <dc:creator>/Mougin, Eric</dc:creator>
  <dc:subject>Vegetation cycle</dc:subject>
  <dc:subject>West Africa</dc:subject>
  <dc:subject>Horizon of predictability</dc:subject>
  <dc:subject>Spatial scale</dc:subject>
  <dc:subject>NDVI satellite data</dc:subject>
  <dc:subject>Nonlinear data analysis</dc:subject>
  <dc:description>The predictability of the vegetation cycle is analyzed as a function of the spatial scale over West Africa during the period 1982-2004 The NDVI-AVHRR satellite data time series are spatially aggregated over windows covering a range of sizes from 8 x 8 km(2) to 1024 x 1024 km(2). The times series are then embedded in a low-dimensional pseudo-phase space using a system of time delayed coordinates. The correlation dimension (D-c) and entropy of the underlying vegetation dynamics, as well as the noise level (sigma) are extracted from a nonlinear analysis of the time series The horizon of predictability (H-P) of the vegetation cycle defined as the time interval required for an n% RMS error on the vegetation state to double (i e reach 2n% RMS) is estimated from the entropy production. Compared to full resolution, the intermediate scales of aggregation (in the range of 64 x 64 km(2) to 256 x 256 km(2)) provide times series with a slightly improved signal to noise ratio, longer horizon of predictability (about 2 to 5 decades) and preserve the most salient spatial patterns of the vegetation cycle Insights on the best aggregation scale and on the expected vegetation cycle predictability over West Africa are provided by a set of maps of the correlation dimension (D-c), the horizon of predictability (H-P) and the level of noise (sigma).</dc:description>
  <dc:date>2010</dc:date>
  <dc:type>text</dc:type>
  <dc:identifier>https://www.documentation.ird.fr/hor/fdi:010049638</dc:identifier>
  <dc:identifier>fdi:010049638</dc:identifier>
  <dc:identifier>Mangiarotti Sylvain, Mazzega P., Hiernaux P., Mougin Eric. The vegetation cycle in West Africa from AVHRR-NDVI data : horizons of predictability versus spatial scales. 2010, 114 (9),  2036-2047</dc:identifier>
  <dc:language>EN</dc:language>
</oai_dc:dc>
