A Fuzzy Possibilistic Scheme of Study for Objects With Indeterminate Boundaries. Application to French Polynesian Reefscapes
submitted (under 2nde review) to: IEEE
Transactions Geoscience and Remote Sensing
Serge Andréfouët (*), Ludovic Roux (**),
Yannick Chancerelle (***), Alain Bonneville (*)
(*) Laboratoire de Géosciences Marines
et Télédétection - Université Française
du Pacifique -
BP 6570 Faaa Aéroport - Tahiti - French
Polynesia
E-mail: andrefou@ufp.pf,
bonnevil@ufp.pf
Fax: (689) 803.804 Tel: (689) 803.830
(**) Institut de Recherche en Informatique de
Toulouse - Université Paul Sabatier -
118, Route de Narbonne,
31062 Toulouse Cedex - France
(Present address:
National Space Development Agency of Japan - Earth
Observation Research Center
1-9-9 Roppongi, Minato-ku, Tokyo 106, Japan)
E-mail: roux@eorc.nasda.go.jp
(***) Centre de Recherches Insulaires et Observatoire
de l'Environnement- URA EPHE CNRS 1453-
BP 1013 Papetoai Moorea- French Polynesia
E-mail: criobe@orstom.rio.net
Fax: (689) 56.13.45 Tel: (689) 56.28.15
Abstract: Boundaries are
zones of main interest for ecologists. When an ecosystem is made
of object with indeterminate boundaries, they may be considered
as zones which have a membership degree in all the class prototypes.
Fuzzy multi-sources analysis give the opportunity to build such
membership functions in the framework of theory of possibility.
One of the advantage of fuzzy techniques over traditional "hard"
algorithms is that a pixel is not assigned to one of the class
prototype until the final decision stage. Thus, the thematician
may interpret the set of data at an intermediate level taking
into account the complete hierarchy of memberships degrees. Boundaries
and transition zones are recognized with adequate definitions
and properties of these hierarchies. In addition with the ability
to model spatial indeterminacy, we also assess that a possibilistic
representation of objects of the ecological system gives interesting
results for image classification. A comparison is given between
the multi-source fusion algorithm, a supervised "hard"
parametric algorithm and an unsupervised "hard" algorithm.
A scheme of analysis over underwater shallow reefscapes in the
lagoon of Moorea Island, French Polynesia, is proposed.
Keywords-Theory of possibility,
multi-source fusion, spatial analysis, indeterminate boundaries,
reefscape.