Weighted Spiking Neural P Systems with Structural Plasticity Working in Sequential Mode Based on Maximum Spike Number

被引:1
作者
Sun, Mingming [1 ]
Qu, Jianhua [1 ]
机构
[1] Shandong Normal Univ, Sch Management Sci & Engn, Jinan, Shandong, Peoples R China
来源
2ND INTERNATIONAL CONFERENCE ON MATERIALS SCIENCE, RESOURCE AND ENVIRONMENTAL ENGINEERING (MSREE 2017) | 2017年 / 1890卷
关键词
Membrane computing; spiking neural P systems; Structural plasticity; Weighted synapses; Sequential mode; Computational universality; RULES;
D O I
10.1063/1.5005251
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Spiking neural P systems (SNP systems, in short) are a group of parallel and distributed computing devices inspired by the function and structure of spiking neurons. Recently, a new variant of SNP systems, called SNP systems with structural plasticity (SNPSP systems, in short) was proposed. In SNPSP systems, neuron can use plasticity rules to create and delete synapses. In this work, we consider many restrictions sequentiality on SNPSP systems: (1) neuron with the maximum number of spikes is chosen to fire; (2) we use the weighted synapses. Specifically, we investigate the computational power of weighted SNPSP systems working in the sequential mode based on maximum spike number (WSNPSPM systems, in short) and we proved that SNPSP systems with these new restrictions are universal as generating devices.
引用
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页数:4
相关论文
共 15 条
[1]  
[Anonymous], 2002, Membrane Computing. An Introduction
[2]  
[Anonymous], 1967, Computation
[3]   Spiking neural P systems with structural plasticity [J].
Cabarle, Francis George C. ;
Adorna, Henry N. ;
Perez-Jimenez, Mario J. ;
Song, Tao .
NEURAL COMPUTING & APPLICATIONS, 2015, 26 (08) :1905-1917
[4]  
Ionescu M, 2006, FUND INFORM, V71, P279
[5]   Spiking neural P systems with homogeneous neurons and synapses [J].
Jiang, Keqin ;
Chen, Wenli ;
Zhang, Yuzhou ;
Pan, Linqiang .
NEUROCOMPUTING, 2016, 171 :1548-1555
[6]   Homogeneous spiking neural P systems working in sequential mode induced by maximum spike number [J].
Jiang, Keqin ;
Song, Tao ;
Chen, Wei ;
Pan, Linqiang .
INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2013, 90 (04) :831-844
[7]   Extending Simulation of Asynchronous Spiking Neural P Systems in P-Lingua [J].
Macias-Ramos, Luis F. ;
Perez-Jimenez, Mario J. ;
Song, Tao ;
Pan, Linqiang .
FUNDAMENTA INFORMATICAE, 2015, 136 (03) :253-267
[8]   Spiking Neural P Systems with Anti-Spikes [J].
Pan, Linqiang ;
Paun, Gheorghe .
INTERNATIONAL JOURNAL OF COMPUTERS COMMUNICATIONS & CONTROL, 2009, 4 (03) :273-282
[9]   Spiking Neural P Systems. Recent Results, Research Topics [J].
Paun, Gheorghe ;
Perez-Jimenez, Mario J. .
ALGORITHMIC BIOPROCESSES, 2009, :273-+
[10]  
Song T., 2016, SPIKING NEURAL P SYS