@Article{RöhrBerLamPopYan:2019:FrClFo,
author = "R{\"o}hr, Vera and Berner, Rico and Lameu, Ewandson Luiz and
Popovych, Oleksandr V. and Yanchuk, Serhiy",
affiliation = "{Technische Universit{\"a}t Berlin} and {Technische
Universit{\"a}t Berlin} and {Instituto Nacional de Pesquisas
Espaciais (INPE)} and {Research Centre J{\"u}lich} and
{Technische Universit{\"a}t Berlin}",
title = "Frequency cluster formation and slow oscillations in neural
populations with plasticity",
journal = "PLoS One",
year = "2019",
volume = "14",
number = "11",
pages = "e0225094",
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.",
doi = "10.1371/journal.pone.0225094",
url = "http://dx.doi.org/10.1371/journal.pone.0225094",
issn = "1932-6203",
language = "en",
targetfile = "rohr_frequency.pdf",
urlaccessdate = "08 maio 2024"
}