A class of fully asynchronous Spiking Neural Networks is proposed, in which the latency time is the basic effect for the spike generation. On the basis of the classical neuron theory, all the parameters of the systems are defined and a very simple and effective analog simulator is developed. The proposed simulator is then applied to elementary examples in which some properties and interesting applications are discussed.

Salerno, M., Susi, G., D’Annessa, A., Cristini, A., & Sanfelice, Y. (2012). Spiking neural networks as analog dynamical systems: basic paradigm and simple applications. In Computer Science and Communication Devices - EDC 2012, CSA 2012, SPC 2012, ACE 2012 (pp.17-23). Amsterdam -- NLD : IDES-CPS.

Spiking neural networks as analog dynamical systems: basic paradigm and simple applications

SALERNO, MARIO;SUSI, GIANLUCA;
2012

Abstract

A class of fully asynchronous Spiking Neural Networks is proposed, in which the latency time is the basic effect for the spike generation. On the basis of the classical neuron theory, all the parameters of the systems are defined and a very simple and effective analog simulator is developed. The proposed simulator is then applied to elementary examples in which some properties and interesting applications are discussed.
ACE - International Conference on Advances in Computer Engineering
Amsterdam
2012
ACEEE - IDES
Rilevanza internazionale
giu-2012
Settore ING-INF/01 - Elettronica
Settore ING-IND/31 - Elettrotecnica
Settore ING-INF/06 - Bioingegneria Elettronica e Informatica
eng
Neuron; Spiking Neural Network (SNN); Latency; Event-Driven; Plasticity; Threshold, Neuromorphic; Neuronal Group Selection
http://searchdl.org/index.php/conference/view/4
Intervento a convegno
Salerno, M., Susi, G., D’Annessa, A., Cristini, A., & Sanfelice, Y. (2012). Spiking neural networks as analog dynamical systems: basic paradigm and simple applications. In Computer Science and Communication Devices - EDC 2012, CSA 2012, SPC 2012, ACE 2012 (pp.17-23). Amsterdam -- NLD : IDES-CPS.
Salerno, M; Susi, G; D’Annessa, A; Cristini, A; Sanfelice, Y
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Utilizza questo identificativo per citare o creare un link a questo documento: http://hdl.handle.net/2108/112037
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