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Les expériences virtuelles de simulation comme outils d'aide à la prise de décisions : des données au processus de décision

Abstract : In this document, we detail 15 years of activities; first as a PhD student (2005-2008), then as an assistant professor (2008-2011) and finally as a lecturer (since 2011) at the University of Corsica. We describe our contributions, our research projects, our administrative and teaching activities. The main aim of our thesis work (Bisgambiglia (2008)) was to take into account imprecise data in a modeling and simulation process. They led to a proposal for the integration of the Fuzzy-Set theory, in- troduced by Zadeh (1975), in a Discrete EVent system Specification formalism (DEVS Zeigler (1976)). They continued with the goal of integrating into the modeling and simulation processes other methods of considering the uncertainties (Dubois and Prade (1988b)). Thereafter, we work to the representation of systems from the multi-agent paradigm (Ferber (1995b)) and proposed a formalization of a multi-agent systems from the formalisms PDEVS (parallel version of DEVS allowing to manage simultaneous events Chow and Zeigler (1994)) and DSDE (dynamic version of PDEVS to change structure dynamically Barros (1995)). The aim was to introduce more scientific rigor in multi-agent simulations and to allow their numerical reproducibility (c.f. Dynamic Parallel Discrete Event Multi-Agent Specification : DPDEMAS Franceschini et al. (2017)). Currently, we are working on optimization and machine learning methods to provide agents with the means to check the impact of their actions on the environment (Poiron-Guidoni et al. (2020b)). We wish to propose a complete approach to describe decision processes, from data to the formalization of simulation models adapted to the study domain.
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https://hal.archives-ouvertes.fr/tel-03294945
Contributor : Paul-Antoine Bisgambiglia <>
Submitted on : Wednesday, July 21, 2021 - 6:23:44 PM
Last modification on : Thursday, July 22, 2021 - 3:31:08 AM

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Paul-Antoine Bisgambiglia. Les expériences virtuelles de simulation comme outils d'aide à la prise de décisions : des données au processus de décision. Intelligence artificielle [cs.AI]. Université de Corse Pascal Paoli, 2021. ⟨tel-03294945⟩

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