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<BiographicalNote textformat="02" language="fre">&#60;p&#62;Zaineb Naifer est architecte, diplômée en 2017 de l'École nationale d&#8217;architecture et d&#8217;urbanisme (ENAU) de Tunis. Elle a participé à plusieurs projets de conception en Tunisie et à l&#8217;étranger, ainsi qu&#8217;à un atelier de médiation numérique du patrimoine organisé par l&#8217;UNESCO. Elle est également membre de la Tunisian Space Association (TUNSA) et du Tunisian Think Tank. Doctorante en cotutelle entre l&#8217;ENAU et l&#8217;Université catholique de Louvain (UCLouvain), au sein du laboratoire de recherche Systémique et science de conception (ASC) à l&#8217;ENAU et du laboratoire Théorie des systèmes en architecture (TSA-LAB) à l&#8217;UCLouvain, elle mène une recherche sur la modélisation paramétrique et l&#8217;intelligence artificielle appliquées aux thermes impériaux romains.&#60;/p&#62;</BiographicalNote> 
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<Text textformat="02">&#60;p&#62;Cette thèse développe une méthode de rétroconception fondée sur l'intégration de la modélisation paramétrique et de l&#8217;intelligence artificielle dans un cadre systémique. Elle s&#8217;appuie sur un corpus de vingt-neuf thermes impériaux romains situés en Afrique du Nord et à Rome, présentant des états de conservation variés. L&#8217;objectif est de dépasser les limites des approches traditionnelles en concevant un système capable de prédire, à partir de fragments, des hypothèses spatiales cohérentes avec les principes architecturaux romains.&#60;br /&#62;
La démarche repose sur deux modèles complémentaires : un Parametric Dataset Model (PDSM) structurant les données architecturales et un Artificial Intelligence Completion Model (AICM) basé sur l&#8217;apprentissage automatique. Ce dernier comprend cinq sous-modèles permettant de déduire les fonctions, les espaces manquants, l&#8217;organisation, la géométrie et l&#8217;emprise des édifices. Cette approche offre un outil de rétroconception, de recherche et d&#8217;enseignement, ouvert à l&#8217;enrichissement collaboratif et à la reconstitution numérique du patrimoine bâti.&#60;/p&#62;</Text>
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