Novel Numerical Spiking Neural P Systems with a Variable Consumption Strategy

A novel variant of NSN P systems, called numerical spiking neural P systems with a variable consumption strategy (NSNVC P systems), is proposed. Like the spiking rules consuming spikes in spiking neural P systems, NSNVC P systems introduce a variable consumption strategy by modifying the form of the...

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Main Authors: Xiu Yin, Xiyu Liu, Minghe Sun, Qianqian Ren
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Processes
Subjects:
Online Access:https://www.mdpi.com/2227-9717/9/3/549
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spelling doaj-3e1bc6727b9c412cb1f865e2d8d4b9242021-03-21T00:00:25ZengMDPI AGProcesses2227-97172021-03-01954954910.3390/pr9030549Novel Numerical Spiking Neural P Systems with a Variable Consumption StrategyXiu Yin0Xiyu Liu1Minghe Sun2Qianqian Ren3Academy of Management Science, Business School, Shandong Normal University, Jinan 250000, ChinaAcademy of Management Science, Business School, Shandong Normal University, Jinan 250000, ChinaCollege of Business, The University of Texas at San Antonio, San Antonio, TX 78249, USAAcademy of Management Science, Business School, Shandong Normal University, Jinan 250000, ChinaA novel variant of NSN P systems, called numerical spiking neural P systems with a variable consumption strategy (NSNVC P systems), is proposed. Like the spiking rules consuming spikes in spiking neural P systems, NSNVC P systems introduce a variable consumption strategy by modifying the form of the production functions used in NSN P systems. Similar to the delay feature of the spiking rules, NSNVC P systems introduce a postponement feature into the production functions. The execution of the production functions in NSNVC P systems is controlled by two, i.e., polarization and threshold, conditions. Multiple synaptic channels are used to transmit the charges and the production values in NSNVC P systems. The proposed NSNVC P systems are a type of distributed parallel computing models with a directed graphical structure. The Turing universality of the proposed NSNVC P systems is proved as number generating/accepting devices. Detailed descriptions are provided for NSNVC P systems as number generating/accepting devices. In addition, a universal NSNVC P system with 66 neurons is constructed as a function computing device.https://www.mdpi.com/2227-9717/9/3/549membrane computingnumerical spiking neural P systemsvariable consumption strategypostponement featuresTuring universality
collection DOAJ
language English
format Article
sources DOAJ
author Xiu Yin
Xiyu Liu
Minghe Sun
Qianqian Ren
spellingShingle Xiu Yin
Xiyu Liu
Minghe Sun
Qianqian Ren
Novel Numerical Spiking Neural P Systems with a Variable Consumption Strategy
Processes
membrane computing
numerical spiking neural P systems
variable consumption strategy
postponement features
Turing universality
author_facet Xiu Yin
Xiyu Liu
Minghe Sun
Qianqian Ren
author_sort Xiu Yin
title Novel Numerical Spiking Neural P Systems with a Variable Consumption Strategy
title_short Novel Numerical Spiking Neural P Systems with a Variable Consumption Strategy
title_full Novel Numerical Spiking Neural P Systems with a Variable Consumption Strategy
title_fullStr Novel Numerical Spiking Neural P Systems with a Variable Consumption Strategy
title_full_unstemmed Novel Numerical Spiking Neural P Systems with a Variable Consumption Strategy
title_sort novel numerical spiking neural p systems with a variable consumption strategy
publisher MDPI AG
series Processes
issn 2227-9717
publishDate 2021-03-01
description A novel variant of NSN P systems, called numerical spiking neural P systems with a variable consumption strategy (NSNVC P systems), is proposed. Like the spiking rules consuming spikes in spiking neural P systems, NSNVC P systems introduce a variable consumption strategy by modifying the form of the production functions used in NSN P systems. Similar to the delay feature of the spiking rules, NSNVC P systems introduce a postponement feature into the production functions. The execution of the production functions in NSNVC P systems is controlled by two, i.e., polarization and threshold, conditions. Multiple synaptic channels are used to transmit the charges and the production values in NSNVC P systems. The proposed NSNVC P systems are a type of distributed parallel computing models with a directed graphical structure. The Turing universality of the proposed NSNVC P systems is proved as number generating/accepting devices. Detailed descriptions are provided for NSNVC P systems as number generating/accepting devices. In addition, a universal NSNVC P system with 66 neurons is constructed as a function computing device.
topic membrane computing
numerical spiking neural P systems
variable consumption strategy
postponement features
Turing universality
url https://www.mdpi.com/2227-9717/9/3/549
work_keys_str_mv AT xiuyin novelnumericalspikingneuralpsystemswithavariableconsumptionstrategy
AT xiyuliu novelnumericalspikingneuralpsystemswithavariableconsumptionstrategy
AT minghesun novelnumericalspikingneuralpsystemswithavariableconsumptionstrategy
AT qianqianren novelnumericalspikingneuralpsystemswithavariableconsumptionstrategy
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