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Authors: Charantonis Anastase Alexandre 1 ; Brajard Julien 1 ; Moulin Cyril 2 ; Bardan Fouad 3 and Thiria Sylvie 1

Affiliations: 1 Université Pierre et Marrie Curie, France ; 2 L'Orme des Merisiers and CEA Saclay, France ; 3 Conservatoir National des Arts et Metiers (CNAM), France

ISBN: 978-989-8425-84-3

Keyword(s): Self organising maps, Hidden markov models, Inversion, Geophysical, Chlorophyll-A, Satellite imaging, Inversion.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Enterprise Information Systems ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Methodologies and Methods ; Neural Network Software and Applications ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: This paper presents a statistical inversion method used to infer 3D data from 2D imaging. The methodology is based on a combination of the Self Organising Maps and the Hidden Markov Models. The method has been validated by inferring the oceanic vertical profiles of Chlorophyll-A based on sea-surface data.

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Paper citation in several formats:
Anastase Alexandre, C.; Julien, B.; Cyril, M.; Fouad, B. and Sylvie, T. (2011). INVERSE METHOD FOR THE RETRIEVAL OF OCEAN VERTICAL PROFILES USING SELF ORGANIZING MAPS AND HIDDEN MARKOV MODELS - Application on Ocean Colour Satellite Image Inversion.In Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011) ISBN 978-989-8425-84-3, pages 316-321. DOI: 10.5220/0003644703160321

@conference{ncta11,
author={Charantonis Anastase Alexandre. and Brajard Julien. and Moulin Cyril. and Bardan Fouad. and Thiria Sylvie.},
title={INVERSE METHOD FOR THE RETRIEVAL OF OCEAN VERTICAL PROFILES USING SELF ORGANIZING MAPS AND HIDDEN MARKOV MODELS - Application on Ocean Colour Satellite Image Inversion},
booktitle={Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011)},
year={2011},
pages={316-321},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003644703160321},
isbn={978-989-8425-84-3},
}

TY - CONF

JO - Proceedings of the International Conference on Neural Computation Theory and Applications - Volume 1: NCTA, (IJCCI 2011)
TI - INVERSE METHOD FOR THE RETRIEVAL OF OCEAN VERTICAL PROFILES USING SELF ORGANIZING MAPS AND HIDDEN MARKOV MODELS - Application on Ocean Colour Satellite Image Inversion
SN - 978-989-8425-84-3
AU - Anastase Alexandre, C.
AU - Julien, B.
AU - Cyril, M.
AU - Fouad, B.
AU - Sylvie, T.
PY - 2011
SP - 316
EP - 321
DO - 10.5220/0003644703160321

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