Article (Scientific journals)
Empirical regression models using NDVI, rainfall and temperature data for the early prediction of wheat grain yields in Morocco
Balaghi, Riad; Tychon, Bernard; EERENS, Herman et al.
2008In International Journal of Applied Earth Observation and Geoinformation, 10, p. 438-452
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Keywords :
Yield forecasting; Regression; Wheat; Morocco; NDVI; AVHRR
Abstract :
[en] In Morocco, no operational system actually exists for the early prediction of the grain yields of wheat (Triticum aestivum L.). This study proposes empirical ordinary least squares regression models to forecast the yields at provincial and national levels. The predictions were based on dekadal (10-daily) NDVI/AVHRR, dekadal rainfall sums and average monthly air temperatures. The Global Land Cover raster map (GLC2000) was used to select only the NDVI pixels that are related to agricultural land. Provincial wheat yields were assessed with errors varying from 80 to 762 kg ha 1, depending on the province. At national level, wheat yield was predicted at the third dekad of April with 73 kg ha 1 error, using NDVI and rainfall. However, earlier forecasts are possible, starting from the second dekad of March with 84 kg ha 1 error, at least 1 month before harvest. At the provincial and national levels, most of the yield variation was accounted for by NDVI. The proposed models can be used in an operational context to early forecast wheat yields in Morocco.
Disciplines :
Agriculture & agronomy
Author, co-author :
Balaghi, Riad 
Tychon, Bernard ;  Université de Liège - ULiège > Département des sciences et gestion de l'environnement > Département des sciences et gestion de l'environnement
EERENS, Herman
JLIBENE, Mohammed
Language :
English
Title :
Empirical regression models using NDVI, rainfall and temperature data for the early prediction of wheat grain yields in Morocco
Publication date :
2008
Journal title :
International Journal of Applied Earth Observation and Geoinformation
ISSN :
1569-8432
eISSN :
1872-826X
Publisher :
Elsevier Science
Volume :
10
Pages :
438-452
Peer reviewed :
Peer Reviewed verified by ORBi
Available on ORBi :
since 04 January 2011

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