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Spiking Neural P Systems with Communication on Request
- Source :
- International journal of neural systems. 27(8)
- Publication Year :
- 2017
-
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.
- Subjects :
- Artificial Neural Network
Theoretical computer science
Computer Networks and Communications
Computer science
Models, Neurological
Action Potentials
Membrane Computing
02 engineering and technology
Bio-inspired Computing
Synapse
03 medical and health sciences
Turing machine
symbols.namesake
Computer Science::Emerging Technologies
0302 clinical medicine
Spiking Neural Network
0202 electrical engineering, electronic engineering, information engineering
Animals
Regular expression
Membrane computing
P system
Spiking neural network
Quantitative Biology::Neurons and Cognition
Artificial neural network
Time delay neural network
General Medicine
symbols
020201 artificial intelligence & image processing
Neural Networks, Computer
030217 neurology & neurosurgery
P System
Subjects
Details
- ISSN :
- 17936462
- Volume :
- 27
- Issue :
- 8
- Database :
- OpenAIRE
- Journal :
- International journal of neural systems
- Accession number :
- edsair.doi.dedup.....ca19d903d463b47d3122feb19b0617b5