English

Synchronization patterns in LIF Neural Networks: Merging Nonlocal and Diagonal Connectivity

Pattern Formation and Solitons 2018-10-16 v2 Disordered Systems and Neural Networks Adaptation and Self-Organizing Systems

Abstract

The effects of nonlocal and reflecting connectivities have been previously investigated in coupled Leaky Integrate-and-Fire (LIF) elements, which assimilate the exchange of electrical signals between neurons. In this work we investigate the effect of diagonal coupling inspired by findings in brain neuron connectivity. Multi-chimera states are reported both for the simple diagonal and combined nonlocal-diagonal connectivities and we determine the range of optimal parameter regions where chimera states appear. Overall, the measures of coherence indicate that as the coupling range increases (below all-to-all coupling) the emergence of chimera states is favoured and the mean phase velocity deviations between coherent and incoherent regions become more prominent. A number of novel synchronization phenomena are induced as a result of the combined connectivity. We record that for coupling strengths σ<1\sigma < 1 the synchronous regions have mean phase velocities lower than the asynchronous, while the opposite holds for σ>1\sigma > 1. In the intermediate regime, σ1\sigma \sim 1, the oscillators have common mean phase velocity (i.e., are frequency-locked) but different phases (i.e., they are phase-asynchronous). Solitary states are recorded for small values of the coupling strength, which grow into chimera states as the coupling strength increases.We determine parameter values where the combined effects of nonlocal-diagonal coupling generate chimera states with two different levels of synchronous domains mediated by asynchronous regions.

Keywords

Cite

@article{arxiv.1807.11843,
  title  = {Synchronization patterns in LIF Neural Networks: Merging Nonlocal and Diagonal Connectivity},
  author = {N. D. Tsigkri-DeSmedt and I. Koulierakis and G. Karakos and A. Provata},
  journal= {arXiv preprint arXiv:1807.11843},
  year   = {2018}
}

Comments

13 pages, 16 figures

R2 v1 2026-06-23T03:20:26.758Z