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@ARTICLE{Rhr:862906,
author = {Röhr, Vera and Berner, Rico and Lameu, Ewandson L. and
Popovych, Oleksandr and Yanchuk, Sehiy},
title = {{F}requency cluster formation and slow oscillations in
neural populations with plasticity},
journal = {PLOS ONE},
volume = {14},
number = {11},
issn = {1932-6203},
address = {San Francisco, California, US},
publisher = {PLOS},
reportid = {FZJ-2019-03080},
pages = {e0225094},
year = {2019},
abstract = {We report the phenomenon of frequency clustering in a
network of Hodgkin-Huxley neurons with spike
timing-dependent plasticity. The clustering leads to a
splitting of a neural population into a few groups
synchronized at different frequencies. In this regime, the
amplitude of the mean field undergoes low-frequency
modulations, which may contribute to the mechanism of the
emergence of slow oscillations of neural activity observed
in spectral power of local field potentials or
electroencephalographic signals at high frequencies. In
addition to numerical simulations of such multi-clusters, we
investigate the mechanisms of the observed phenomena using
the simplest case of two clusters. In particular, we propose
a phenomenological model which describes the dynamics of two
clusters taking into account the adaptation of coupling
weights. We also determine the set of plasticity functions
(update rules), which lead to multi-clustering},
cin = {INM-7},
ddc = {610},
cid = {I:(DE-Juel1)INM-7-20090406},
pnm = {572 - (Dys-)function and Plasticity (POF3-572)},
pid = {G:(DE-HGF)POF3-572},
typ = {PUB:(DE-HGF)16},
pubmed = {pmid:31725782},
UT = {WOS:000532764500051},
doi = {10.1371/journal.pone.0225094},
url = {https://juser.fz-juelich.de/record/862906},
}