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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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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