Simplified and yet Turing universal spiking neural P systems with communication on request

Date

2018

Advisors

Journal Title

Journal ISSN

ISSN

Volume Title

Publisher

World Scientific

Type

Article

Peer reviewed

Yes

Abstract

Spiking neural P systems are a class of third generation neural networks belonging to the framework of membrane computing. Spiking neural P systems with communication on request (SNQ P systems) are a type of spiking neural P system where the spikes are requested from neighbouring neurons. SNQ P systems have previously been proved to be universal (computationally equivalent to Turing machines) when two types of spikes are considered. This paper studies a simpli ed version of SNQ P systems, i.e. SNQ P systems with one type of spike. It is proved that one type of spike is enough to guarantee the Turing universality of SNQ P systems. Theoretical results are shown in the cases of the SNQ P system used in both generating and accepting modes. Furthermore, the influence of the number of unbounded neurons (the number of spikes in a neuron is not bounded) on the computation power of SNQ P systems with one type of spike is investigated. It is found that SNQ P systems functioning as number generating devices with one type of spike and four unbounded neurons are Turing universal.

Description

The file attached to this record is the author's final peer reviewed version.

Keywords

Bio-inspired computing, Membrane computing, Spiking neural network, Spiking neural P system, Computation power

Citation

Wu, T., Bible, F., Paun, A., Pan, L. and Neri, F. (2018) Simplified and yet Turing universal spiking neural P systems with communication on request. International Journal of Neural Systems, 28 (8), 1850013

Rights

Research Institute