Spiking Neural P System Simulations on a High Performance GPU Platform

Francis George Cabarle,Mario J Pérez-Jiménez,Miguel A Martínez-Del-Amor,Henry Adorna

doi:10.1007/978-3-642-24669-2_10

Spiking Neural P System Simulations on a High Performance GPU Platform

Francis George Cabarle, Mario J Pérez-Jiménez + Show 2 more

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https://doi.org/10.1007/978-3-642-24669-2_10

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Publication Date: Jan 1, 2011
Citations: 22	License type: cc-by-nc-nd

Affiliation: Universidad de Sevilla, University of the Philippines Diliman

#SNP Systems #SNP System + Show 8 more

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Abstract

AbstractIn 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.KeywordsMembrane computingSpiking Neural P systemsGPU computingCUDAparallel computing

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