Testing automatic procedures to map rice area and detect phenological crop information exploiting time series analysis of remote sensed MODIS data
Contributo in Atti di convegno
Data di Pubblicazione:
2012
Abstract:
Rice farming, one of the most important agricultural activities in the world producing staple food for nearly one-fifth of
the global population, covers 153 MHa every year corresponding to a production of more than 670 Mton. Retrieve
updated information on actual rice cultivated areas and on key phenological stages occurrence is fundamental to support
policy makers, rice farmers and consumers providing the necessary information to increase food security and control
market prices. In particular, remote sensing is very important to retrieve spatial distributed information on large scale
fundamental to set up operational agro-ecosystem monitoring tool. The present work wants to assess the reliability of
automatic image processing algorithm for the identification of rice cultivated areas. A method, originally tested for Asian
tropical rice areas, was applied on temperate European Mediterranean environment. Modifications of the method have
been evaluated to adapt the original algorithm to the different experimental conditions. Finally, a novel approach based
on phenological detection analysis has been tested on Northern Italy rice district. Rice detection was conducted using
times series of Vegetation Indices derived by MODIS MOD09A1 products for the year 2006 and the accuracy of the
maps was assessed using available thematic cartography. Error matrix analysis shows that the new proposed method,
applied in a fully automatic way, is comparable to the results of the original approach when it is customized and adapted
for the specific study area. The new algorithm minimizes the use of external data and provides also spatial distributed
information on crop phenological stages.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
rice detection; phenology; MODIS; time series filtering; crop monitoring; Pareto boundary
Elenco autori:
Crema, Alberto; Manfron, Giacinto; Boschetti, Mirco
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