Networks of living neurons exhibit an avalanche mode of activity, experimentally found in organotypic cultures. Here we present a model that is based on self-organized criticality and takes into account brain plasticity, which is able to reproduce the spectrum of electroencephalograms (EEG). The model consists of an electrical network with threshold firing and activity-dependent synapse strengths. The system exhibits an avalanche activity in a power-law distribution. The analysis of the power spectra of the electrical signal reproduces very robustly the power-law behavior with the exponent 0.8, experimentally measured in EEG spectra. The same value of the exponent is found on small-world lattices and for leaky neurons, indicating that universality holds for a wide class of brain models.

Self-organized criticality model for brain plasticity / DE ARCANGELIS, L; PERRONE CAPANO, Carla; Herrmann, H. J.. - In: PHYSICAL REVIEW LETTERS. - ISSN 0031-9007. - (2006), pp. 028107-1-028107-4.

Self-organized criticality model for brain plasticity.

PERRONE CAPANO, CARLA;
2006

Abstract

Networks of living neurons exhibit an avalanche mode of activity, experimentally found in organotypic cultures. Here we present a model that is based on self-organized criticality and takes into account brain plasticity, which is able to reproduce the spectrum of electroencephalograms (EEG). The model consists of an electrical network with threshold firing and activity-dependent synapse strengths. The system exhibits an avalanche activity in a power-law distribution. The analysis of the power spectra of the electrical signal reproduces very robustly the power-law behavior with the exponent 0.8, experimentally measured in EEG spectra. The same value of the exponent is found on small-world lattices and for leaky neurons, indicating that universality holds for a wide class of brain models.
2006
Self-organized criticality model for brain plasticity / DE ARCANGELIS, L; PERRONE CAPANO, Carla; Herrmann, H. J.. - In: PHYSICAL REVIEW LETTERS. - ISSN 0031-9007. - (2006), pp. 028107-1-028107-4.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11588/109028
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