Please use this identifier to cite or link to this item: https://hdl.handle.net/2445/223367
Title: Impact of neuronal aggregation: burst-originating neurons
Author: Vilchez Costa, Àlex
Director/Tutor: Casademunt i Viader, Jaume
Soriano i Fradera, Jordi
Keywords: Xarxes neuronals
Agregació
Treballs de fi de grau
Neural networks
Aggregation
Bachelor's theses
Issue Date: Jun-2025
Abstract: This study explores the spatial distribution of burst-initiating neurons in simulated 2D neuronal cultures with a toroidal topology, in relation to the global network structure and its activity dynamics. A total of 25 simulations were conducted with varying levels of spatial aggregation, using the Izhikevich model, which is inspired by real neurons. The results show that, as the overall population becomes more spatially aggregated, the burst-initiating neurons also tend to cluster, reaching a plateau for population Gini coefficients above 0.5. In vivo results for the homogeneous case are consistent with this study, lending support to the non-experimentally tested scenarios. Moreover, more aggregated networks tend to exhibit higher burst frequencies, although a stable frequency of approximately 3.9 bursts per second is maintained.
Note: Treballs Finals de Grau de Física, Facultat de Física, Universitat de Barcelona, Curs: 2025, Tutors: Jaume Casademunt Viader, Jordi Soriano Fradera
URI: https://hdl.handle.net/2445/223367
Appears in Collections:Treballs Finals de Grau (TFG) - Física

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