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-...

Full description

Bibliographic Details
Main Authors: B. E. LAMHAMEDI, N. JNAH, I. SEBARI, Z. BENBAHRIA
Format: Article
Language:English
Published: Institut Agronomique et Vétérinaire Hassan II 2017-05-01
Series:Revue Marocaine des Sciences Agronomiques et Vétérinaires
Subjects:
Online Access:http://agrimaroc.org/index.php/Actes_IAVH2/article/view/495/452
id doaj-2c7c42aede2a48519e0f41e0481782f0
record_format Article
spelling 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 AT belamhamedi extractionautomatiquedeszonesirrigueesdanslaregiondugharbparanalysedimagebaseeobjetsdesimageslandsat8
AT njnah extractionautomatiquedeszonesirrigueesdanslaregiondugharbparanalysedimagebaseeobjetsdesimageslandsat8
AT isebari extractionautomatiquedeszonesirrigueesdanslaregiondugharbparanalysedimagebaseeobjetsdesimageslandsat8
AT zbenbahria extractionautomatiquedeszonesirrigueesdanslaregiondugharbparanalysedimagebaseeobjetsdesimageslandsat8
_version_ 1724536627766755328