An event-driven framework for the simulation of networks of spiking neurons - Inria - Institut national de recherche en sciences et technologies du numérique Accéder directement au contenu
Communication Dans Un Congrès Année : 2003

An event-driven framework for the simulation of networks of spiking neurons

Olivier Rochel
Dominique Martinez

Résumé

We propose an event-driven framework dedicated to the design and the simulation of networks of spiking neurons. It consists of an abstract model of spiking neurons and an efficient event-driven simulation engine so as to achieve good performance in the simulation phase while maintaining a high level of flexibility and programmability in the modelling phase. Our model of neurons encompasses a large class of spiking neurons ranging from usual leaky integrate-and-fire neurons to more abstract neurons, e.g. defined as complex finite state machines. As a result, the proposed framework allows the simulation of large networks that can be composed of unique or different types of neurons.
Fichier principal
Vignette du fichier
A03-R-331.pdf (80.06 Ko) Télécharger le fichier
Loading...

Dates et versions

inria-00099501 , version 1 (26-09-2006)

Identifiants

  • HAL Id : inria-00099501 , version 1

Citer

Olivier Rochel, Dominique Martinez. An event-driven framework for the simulation of networks of spiking neurons. 11th European Symposium On Artificial Neural Networks - ESANN'2003, Apr 2003, Bruges, Belgium, 6 p. ⟨inria-00099501⟩
166 Consultations
187 Téléchargements

Partager

Gmail Facebook X LinkedIn More