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Spiking Neural P System Simulations on a High Performance GPU Platform

Sat, 11/12/2011 - 14:54 — mmartinez
TitleSpiking Neural P System Simulations on a High Performance GPU Platform
Publication TypeJournal Papers
Year of Publication2011
AuthorsCabarle, F., Adorna H., Martínez-del-Amor M. A., & Pérez-Jiménez M. J.
EditorsXiang, Y., Cuzzocrea A., Hobbs M., & Zhou W.
Journal TitleLecture Notes in Computer Science
ISBN Number978-3-642-24668-5
PublisherSpringer
Place PublishedAmsterdam, The Netherlands
EditionICA3PP 2011 Workshops, Part II
Volume7017
Pages99-108
Date Published10/2011
Abstract

In this paper we present our results in adapting a Spiking Neural P system (SNP system) simulator to a high performance graphics
processing unit (GPU) platform. In particular, we extend our simulations to larger and more complex SNP systems using an NVIDIA Tesla C1060
GPU. The C1060 is manufactured for high performance computing and massively parallel computations, matching the maximally parallel nature of SNP systems. Using our GPU accelerated simulations we present speedups of around 200× for some SNP systems, compared to CPU only
simulations.
URLhttp://www.springerlink.com/content/f490qnv027884g27/
Notes

Algorithms and Architectures for Parallel Processing
ICA3PP Workshops, (ADCN 2011)
ISSN Number0302-9743
DOI10.1007/978-3-642-24669-2_10