GPU implementation of evolving spiking neural P systems

Rogelio V. Gungon, Katreen Kyle M. Hernandez,Francis George C. Cabarle,Ren Tristan A. de la Cruz,Henry N. Adorna,Miguel Á. Martínez-del-Amor,David Orellana-Martín,Ignacio Pérez-Hurtado

Neurocomputing（2022）

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摘要

•A novel parallel framework for evolving spiking neural P systems.•GPU implementation of the genetic algorithm employed in the parallel framework.•Adapting CuSNP design for the efficient simulation of spiking neural P systems in the parallel framework.•Reporting up to 9x of speedup of the GPU implementation versus the CPU counterpart for the parallel step, and up to 3x for the overall process.

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关键词

Membrane computing,Spiking neural P systems,Genetic algorithm,Evolutionary computing,GPU computing,CUDA

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