Title:
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Synchronous digital implementation of the AER communication scheme for emulating large-scale spiking neural networks models
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Author:
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Moreno Aróstegui, Juan Manuel; Madrenas Boadas, Jordi; Kotynia, L.
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Other authors:
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Universitat Politècnica de Catalunya. Departament d'Enginyeria Electrònica; Universitat Politècnica de Catalunya. AHA - Arquitectures Hardware Avançades |
Abstract:
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In this paper we shall present a fully synchronous digital
implementation of the Address Event Representation
(AER) communication scheme that has been used in the
PERPLEXUS chip in order to permit the emulation of
large-scale biologically inspired spiking neural networks
models. By introducing specific commands in the AER
protocol it is possible to distribute the AER bus among a
large number of chips where the functionality of the
spiking neurons is being emulated. A careful design of the
AER encoder module using compact Content Addressable
Memories (CAMs) allows for a feasible realization of
large-scale models. |
Subject(s):
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-Àrees temàtiques de la UPC::Enginyeria electrònica -Neural networks -Electrònica |
Rights:
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Document type:
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Article - Published version Conference Object |
Published by:
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IEEE Computer Society Publications
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