Firing activity of complex space-clamped FitzHugh-Nagumo neural networks
. We investigate how firing activity of complex neural networks depends on the random long-range connections and coupling strength. Network elements are described by excitable space-clamped FitzHugh-Nagumo (SCFHN) neurons with the values of parameters at which no firing activity occurs. It is found...
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Veröffentlicht in: | The European physical journal. B, Condensed matter physics Condensed matter physics, 2008-05, Vol.63 (2), p.279-282 |
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Sprache: | eng |
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We investigate how firing activity of complex neural networks depends on the random long-range connections and coupling strength. Network elements are described by excitable space-clamped FitzHugh-Nagumo (SCFHN) neurons with the values of parameters at which no firing activity occurs. It is found that for a given appropriate coupling strength C, there exists a critical fraction of random connections (or randomness) p
*
, such that if p > p
*
the firing neurons, which are absent in the nearest-neighbor network, occur. The firing activity becomes more frequent as randomness p is further increased. On the other hand, when the p is smaller, there are no active neurons in network, no matter what the value of C is. For a given larger p, there exist optimal coupling strength levels, where firing activity reaches its maximum. To the best of our knowledge, this is a novel mechanism for the emergence of firing activity in neurons. |
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ISSN: | 1434-6028 1434-6036 |
DOI: | 10.1140/epjb/e2008-00227-5 |