Simplified and Yet Turing Universal Spiking Neural P Systems with Communication on Request

International Journal of Neural Systems
Tingfang WuFerrante Neri

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 neighboring 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 simplified 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.

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Feb 20, 2019·International Journal of Neural Systems·Marie Bernert, Blaise Yvert
Nov 13, 2019·International Journal of Neural Systems·Pramod GaurGirijesh Prasad
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Oct 30, 2021·International Journal of Neural Systems·Yu XueFerrante Neri

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