Émergence et apprentissage d'information dans un modèle multimodal de cartes CNFT impulsionnelles

Given the diversity of data, it is essential to provide artificial systems with a capacity of association of information. The aim of the work we present in this paper is to provide a new neuromimetic system with a capacity of association of correlated information coming from different external inputs. This system has a multimodal architecture, consisting of CNTF cards constituted of spiking neurons with inter-cards and intra-cards connections. We present a study of the functional properties of this system and the conditions of convergence to a stable state preparing the system to emerge this association and to learn it. Then, we present a model of the STDP learning rule that we adapted to the dynamics of our system. To evaluate the learning ability of our system, we developed a scenario of memorization and reminder that we explain in this article.

Data and Resources

Additional Info

Field Value
Source https://hal.science/hal-00802908
Author Belgacem, Selma, Boniface, Yann, Dutech, Alain
Maintainer CCSD
Last Updated May 12, 2026, 06:02 (UTC)
Created May 12, 2026, 06:02 (UTC)
Identifier hal-00802908
Language fr
Rights https://about.hal.science/hal-authorisation-v1/
contributor Equipe Apprentissage (LITIS - DocApp) ; Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes (LITIS) ; Université Le Havre Normandie (ULH) ; Normandie Université (NU)-Normandie Université (NU)-Université de Rouen Normandie (UNIROUEN) ; Normandie Université (NU)-Institut national des sciences appliquées Rouen Normandie (INSA Rouen Normandie) ; Institut National des Sciences Appliquées (INSA)-Normandie Université (NU)-Institut National des Sciences Appliquées (INSA)-Université Le Havre Normandie (ULH) ; Normandie Université (NU)-Normandie Université (NU)-Université de Rouen Normandie (UNIROUEN) ; Normandie Université (NU)-Institut national des sciences appliquées Rouen Normandie (INSA Rouen Normandie) ; Institut National des Sciences Appliquées (INSA)-Normandie Université (NU)-Institut National des Sciences Appliquées (INSA)
creator Belgacem, Selma
date 2009-12-15T00:00:00
harvest_object_id 8cd4a10e-7b9f-48be-a7ed-b90357ab481f
harvest_source_id 3374d638-d20b-4672-ba96-a23232d55657
harvest_source_title test moissonnage SELUNE
metadata_modified 2025-11-13T00:00:00
set_spec type:UNDEFINED