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Measuring spike timing distance in the Hindmarsh–Rose neurons

Authors :
Jinjie Zhu
Xianbin Liu
Source :
Cognitive Neurodynamics. 12:225-234
Publication Year :
2017
Publisher :
Springer Science and Business Media LLC, 2017.

Abstract

In the present paper, a simple spike timing distance is defined which can be used to measure the degree of synchronization with the information only encoded in the precise timing of the spike trains. Via calculating the spike timing distance defined in this paper, the spike train similarity of uncoupled Hindmarsh–Rose neurons in bursting or spiking states with different initial conditions is investigated and the results are compared with other spike train distance measures. Later, the spike timing distance measure is applied to study the synchronization of coupled or common noise-stimulated neurons. Counterintuitively, the addition of weak coupling or common noise doesn’t enhance the degree of synchronization although after critical values, both of them can induce complete synchronizations. More interestingly, the common noise plays opposite roles for weak and strong enough couplings. Finally, it should be noted that the measure defined in this paper can be extended to measure large neuronal ensembles and the lag synchronization.

Details

ISSN :
18714099 and 18714080
Volume :
12
Database :
OpenAIRE
Journal :
Cognitive Neurodynamics
Accession number :
edsair.doi.dedup.....0a0bcc0a36e7c17dfcc1eaf237aea356
Full Text :
https://doi.org/10.1007/s11571-017-9466-9