LC3: A spatio-temporal and semantic model for knowledge discovery from geospatial datasets

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TitreLC3: A spatio-temporal and semantic model for knowledge discovery from geospatial datasets
Type de publicationJournal Article
Year of Publication2015
AuteursHarbelot B, Arenas H, Cruz C
JournalJOURNAL OF WEB SEMANTICS
Volume35
Pagination3-24
Date PublishedDEC
Type of ArticleArticle
ISSN1570-8268
Mots-clésDecision-support systems, Geographic Information System, Geospatial analysis, ontology, Qualitative spatial modeling and reasoning, Spatio-temporal dynamics
Résumé

There is a need for decision-makers to be provided with both an overview of existing knowledge, and information which is as complete and up-to-date as possible on changes in certain features of the biosphere. Another objective is to bring together all the many attempts which have been made over the years at various levels (international, Community, national and regional) to obtain more information on the environment and the way it is changing. As a result, remote sensing tools monitor large amount of land cover informationg enabling study of dynamic processes. However the size of the dataset requires new tools to identify pattern and extract knowledge. We propose a model to discover knowledge on parcel data allowing analysis of dynamic geospatial phenomena using time, spatial and thematic data. The model is called Land Cover Change Continuum (LC3) and is able to track the evolution of spatial entities along time. Based on semantic web technologies, the model allows users to specify and to query spatio-temporal information based on semantic definitions. The semantic of spatial relationships are of interest to qualify filiation relationships. The result of this process permit to identify evolutive patterns as a basis for studying the dynamics of the geospatial environment. To this end, we use CORINE datasets to study changes in a specific part of France. In our approach, we consider entities as having several representations during their lifecycle. Each representation includes identity, spatial and descriptive properties that evolve over time. (C) 2015 Published by Elsevier B.V.

DOI10.1016/j.websem.2015.10.001