Literature DB >> 28982286

Spiking Neural P Systems with Communication on Request.

Linqiang Pan1,2, Gheorghe Păun3, Gexiang Zhang4,5,6, Ferrante Neri7.   

Abstract

Spiking Neural [Formula: see text] Systems are Neural System models characterized by the fact that each neuron mimics a biological cell and the communication between neurons is based on spikes. In the Spiking Neural [Formula: see text] systems investigated so far, the application of evolution rules depends on the contents of a neuron (checked by means of a regular expression). In these [Formula: see text] systems, a specified number of spikes are consumed and a specified number of spikes are produced, and then sent to each of the neurons linked by a synapse to the evolving neuron. [Formula: see text]In the present work, a novel communication strategy among neurons of Spiking Neural [Formula: see text] Systems is proposed. In the resulting models, called Spiking Neural [Formula: see text] Systems with Communication on Request, the spikes are requested from neighboring neurons, depending on the contents of the neuron (still checked by means of a regular expression). Unlike the traditional Spiking Neural [Formula: see text] systems, no spikes are consumed or created: the spikes are only moved along synapses and replicated (when two or more neurons request the contents of the same neuron). [Formula: see text]The Spiking Neural [Formula: see text] Systems with Communication on Request are proved to be computationally universal, that is, equivalent with Turing machines as long as two types of spikes are used. Following this work, further research questions are listed to be open problems.

Keywords:  Bio-inspired computing; artificial neural network; membrane computing; spiking neural network; system

Mesh:

Year:  2017        PMID: 28982286     DOI: 10.1142/S0129065717500423

Source DB:  PubMed          Journal:  Int J Neural Syst        ISSN: 0129-0657            Impact factor:   5.866


  3 in total

1.  A biologically inspired spiking neural P system in selective visual attention for efficient feature extraction from human motion.

Authors:  Esteban Anides; Luis Garcia; Giovanny Sanchez; Juan-Gerardo Avalos; Marco Abarca; Thania Frias; Eduardo Vazquez; Emmanuel Juarez; Carlos Trejo; Derlis Hernandez
Journal:  Front Robot AI       Date:  2022-09-23

2.  Prediction of Drug-Gene Interaction by Using Metapath2vec.

Authors:  Siyi Zhu; Jiaxin Bing; Xiaoping Min; Chen Lin; Xiangxiang Zeng
Journal:  Front Genet       Date:  2018-07-31       Impact factor: 4.599

3.  Turing Universality of Weighted Spiking Neural P Systems with Anti-spikes.

Authors:  Qianqian Ren; Xiyu Liu; Minghe Sun
Journal:  Comput Intell Neurosci       Date:  2020-09-17
  3 in total

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