Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8
Morocco has made enormous efforts in the irrigation field. However the lack of information regarding the precise location and delimitation of the irrigated areas is increasingly affecting farmers’ monitoring and control. The main objective of this study is to evaluate the contribution of the object-...
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Institut Agronomique et Vétérinaire Hassan II
2017-05-01
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Online Access: | http://agrimaroc.org/index.php/Actes_IAVH2/article/view/495/452 |
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doaj-2c7c42aede2a48519e0f41e0481782f02020-11-25T03:40:04ZengInstitut Agronomique et Vétérinaire Hassan IIRevue Marocaine des Sciences Agronomiques et Vétérinaires2028-991X2550-44012017-05-0152170177Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8B. E. LAMHAMEDI0N. JNAH1I. SEBARI2Z. BENBAHRIA3Institut Agronomique et Vétérinaire Hassan II, Rabat, MarocInstitut Agronomique et Vétérinaire Hassan II, Rabat, MarocInstitut Agronomique et Vétérinaire Hassan II, Rabat, MarocCentre Royal de Télédétection Spatiale (CRTS), Rabat, MarocMorocco has made enormous efforts in the irrigation field. However the lack of information regarding the precise location and delimitation of the irrigated areas is increasingly affecting farmers’ monitoring and control. The main objective of this study is to evaluate the contribution of the object-based image analysis approach for automatic extraction of irrigated areas, especially those out of the officials irrigated perimeters. We worked on two Landsat 8 images of the Gharb region. Three methods of classification have been carried out and evaluated according to the object-based approach. For the first two methods, we have created and implemented a series of membership rules, that aim, through various attributes (NDVI and temperature), to discriminate the objects of interest. For the third method, we used the nearest neighbor interpolation to establish a land cover map of the area of study. The results of this study are very promising. The irrigated areas were successfully extracted at 88.5 %. The superposition of the extracted areas with the boundary of the official irrigated perimeter made it possible to detect and locate irrigated areas outside this perimeter in the Gharb region. This will contribute to a better monitoring and control of the irrigation methods and the water consumption of the farmers in this region.http://agrimaroc.org/index.php/Actes_IAVH2/article/view/495/452Irrigated areasautomatic extractionobject-based image analysisLandsat 8 imagesNDVItemperature |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
B. E. LAMHAMEDI N. JNAH I. SEBARI Z. BENBAHRIA |
spellingShingle |
B. E. LAMHAMEDI N. JNAH I. SEBARI Z. BENBAHRIA Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8 Revue Marocaine des Sciences Agronomiques et Vétérinaires Irrigated areas automatic extraction object-based image analysis Landsat 8 images NDVI temperature |
author_facet |
B. E. LAMHAMEDI N. JNAH I. SEBARI Z. BENBAHRIA |
author_sort |
B. E. LAMHAMEDI |
title |
Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8 |
title_short |
Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8 |
title_full |
Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8 |
title_fullStr |
Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8 |
title_full_unstemmed |
Extraction automatique des zones irriguées dans la région du Gharb par analyse d’image basée-objets des images Landsat 8 |
title_sort |
extraction automatique des zones irriguées dans la région du gharb par analyse d’image basée-objets des images landsat 8 |
publisher |
Institut Agronomique et Vétérinaire Hassan II |
series |
Revue Marocaine des Sciences Agronomiques et Vétérinaires |
issn |
2028-991X 2550-4401 |
publishDate |
2017-05-01 |
description |
Morocco has made enormous efforts in the irrigation field. However the lack of information regarding the precise location and delimitation of the irrigated areas is increasingly affecting farmers’ monitoring and control. The main objective of this study is to evaluate the contribution of the object-based image analysis approach for automatic extraction of irrigated areas, especially those out of the officials irrigated perimeters. We worked on two Landsat 8 images of the Gharb region. Three methods of classification have been carried out and evaluated according to the object-based approach. For the first two methods, we have created and implemented a series of membership rules, that aim, through various attributes (NDVI and temperature), to discriminate the objects of interest. For the third method, we used the nearest neighbor interpolation to establish a land cover map of the area of study. The results of this study are very promising. The irrigated areas were successfully extracted at 88.5 %. The superposition of the extracted areas with the boundary of the official irrigated perimeter made it possible to detect and locate irrigated areas outside this perimeter in the Gharb region. This will contribute to a better monitoring and control of the irrigation methods and the water consumption of the farmers in this region. |
topic |
Irrigated areas automatic extraction object-based image analysis Landsat 8 images NDVI temperature |
url |
http://agrimaroc.org/index.php/Actes_IAVH2/article/view/495/452 |
work_keys_str_mv |
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