Back to Search Start Over

A SIMPLE AND EFFICIENT APPROACH FOR COARSE SEGMENTATION OF MOROCCAN COASTAL UPWELLING

Authors :
Tamim, A.
Minaoui khalid
Daoudi, K.
Yahia, H.
Atillah, A.
Smiej, M. F.
Aboutajdine, D.
LRIT
Laboratoire de Recherche Informatique et Télécommunications (LRIT)
Université Mohammed V de Rabat [Agdal] (UM5)-Centre National de la Recherche Scientifique et Technologique (CNRST)-Université Mohammed V de Rabat [Agdal] (UM5)-Centre National de la Recherche Scientifique et Technologique (CNRST)
LRIT Associated Unit to the CNRST-URAC n◦ 29
Geometry and Statistics in acquisition data (GeoStat)
Inria Bordeaux - Sud-Ouest
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)
Centre Royal de Télédétection Spatiale (CRTS)
Utilisation scientifique des images du satellites MSG acquises en temps réel (MSG-ATR)
Centre National de la Recherche Scientifique (CNRS)
Centre Royal de Télédétection Spatiale
Laboratoire de Recherche en Informatique et Télécommunications [Rabat] (GSCM-LRIT)
Université Mohammed V de Rabat [Agdal] (UM5)
Source :
Eusipco 2013, Eusipco 2013, Sep 2013, Rabat, Morocco, Scopus-Elsevier
Publication Year :
2013
Publisher :
HAL CCSD, 2013.

Abstract

International audience; In this work, we aim to develop a simple and fast algorithm using conventional methods in images segmentation for the automatic detection and extraction of upwelling areas, in the coastal region of Morocco, from the sea surface temperature (SST) satellite images. Our approach is based on the evalua- tion and comparison between two unsupervised classification methods, Otsu and Fuzzy C-means, and explores the appli- cability of these methods to our classification problem. The latter consists in coarse detection of the main thermal front that separates coastal cold upwelling waters from the remain- ing ocean waters. The algorithm has been applied and val- idated by an oceanographer over a database of 66 SST im- ages corresponding to southern Moroccan coastal upwelling of the years 2004, 2005, 2007 and 2009. The results indicate that the proposed algorithm revealed is promising and reli- able on different upwelling scenarios and for a wide variety of oceanographic conditions.

Details

Language :
English
Database :
OpenAIRE
Journal :
Eusipco 2013, Eusipco 2013, Sep 2013, Rabat, Morocco, Scopus-Elsevier
Accession number :
edsair.doi.dedup.....4fcd2b4196b789ab9ac7ee31660f91bf