journal article·2017-07-01Open access

Harmonic spectral components in time sequences of Markov correlated events

Piero Mazzetti, Anna Carbone

AIP Advances· Volume 7· Issue 7

Abstract

The paper concerns the analysis of the conditions allowing time sequences of Markov correlated events give rise to a line power spectrum having a relevant physical interest. It is found that by specializing the Markov matrix in order to represent closed loop sequences of events with arbitrary distribution, generated in a steady physical condition, a large set of line spectra, covering all possible frequency values, is obtained. The amplitude of the spectral lines is given by a matrix equation based on a generalized Markov matrix involving the Fourier transform of the distribution functions representing the time intervals between successive events of the sequence. The paper is a complement of a previous work where a general expression for the continuous power spectrum was given. In that case the Markov matrix was left in a more general form, thus preventing the possibility of finding line spectra of physical interest. The present extension is also suggested by the interest of explaining the emergence of a broad set of waves found in the electro and magneto-encephalograms, whose frequency ranges from 0.5 to about 40Hz, in terms of the effects produced by chains of firing neurons within the complex neural network of the brain. An original model based on synchronized closed loop sequences of firing neurons is proposed, and a few numerical simulations are reported as an application of the above cited equation.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Neural dynamics and brain function · EEG and Brain-Computer Interfaces · stochastic dynamics and bifurcation

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Politecnico di Torino , Corso Duca degli Abruzzi 24, 10129 Torino, Italy

Funding

Politecnico di Torino

References (9)

Show source-provided references
1. Spectral properties of physical processes of Markov correlated events I. Theory10.1063/1.324502 ↗
2. Spectral properties of physical processes of Markov correlated events. II. Applications10.1063/1.324503 ↗
3. Line spectrum of series of time-correlated pulses having random shape and amplitude10.1109/tit.1967.1054061 ↗
4. Line spectrum and power spectral density of amplitude correlated random pulse trains
5. 1, 1977
6. 2002
7. Oscillatory activity in excitable neural systems10.1080/00107510903293710 ↗
8. 1994
9. 2010