Emergence of sensorimotor functions on a distributed numerical<br />neural sustrate

This thesis ascribes in the field of computational neuroscience whose goal is to modelize complex cognitive functions by means of numerical computer simulations while getting inpiration from cerebral functioning. Contrary to a top-down approach necessiting to know an analytic expression of the function to be simulized,the chosen bottom-up approach allows to observe the emergence of a function thanks to the interaction of artificial neural populationswithout any prior knowledge. We first present a particular neuralnetwork type, neural fields, whose properties of robustness to noise and spatio-temporal continuity allow that emergence. In order to guide the emergence of sensorimotor transformations onto this substrate, we then present the architecture of the visual and motor systems to highlight the central role of visual attention in the realization of these functions by the brain. We then propose a functional diagram of sensorimotor transformations where the preparation of an ocular saccade guides attention towards a region of visual space and allow movement preparation. We last describe a computational model of attentional spotlight displacement that, by using a dynamical spatial working memory, allows sequential search of a target in a visual scene thanks to the phenomenom of inhibition of return. The performances of this model (robustness to noise, to object movement and to saccade execution) are analysed in simulation and on a robotic platform.

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Source https://theses.hal.science/tel-00096818
Author Vitay, Julien
Maintainer CCSD
Last Updated May 5, 2026, 19:30 (UTC)
Created May 5, 2026, 19:30 (UTC)
Identifier tel-00096818
Language fr
Rights https://about.hal.science/hal-authorisation-v1/
contributor Neuromimetic intelligence (CORTEX) ; INRIA Lorraine ; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire Lorrain de Recherche en Informatique et ses Applications (LORIA) ; Institut National de Recherche en Informatique et en Automatique (Inria)-Université Henri Poincaré - Nancy 1 (UHP)-Université Nancy 2-Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS)-Université Henri Poincaré - Nancy 1 (UHP)-Université Nancy 2-Institut National Polytechnique de Lorraine (INPL)-Centre National de la Recherche Scientifique (CNRS)
creator Vitay, Julien
date 2006-06-23T00:00:00
harvest_object_id 5c51b932-d253-4ff2-bb94-45d1c05f1fcc
harvest_source_id 3374d638-d20b-4672-ba96-a23232d55657
harvest_source_title test moissonnage SELUNE
metadata_modified 2026-03-18T00:00:00
set_spec type:THESE