Cluster burst synchronization in a scale-free network of inhibitory bursting neurons

Sang-Yoon Kim; Woochang Lim

doi:10.1007/s11571-019-09546-9

Cluster burst synchronization in a scale-free network of inhibitory bursting neurons

Cogn Neurodyn. 2020 Feb;14(1):69-94. doi: 10.1007/s11571-019-09546-9. Epub 2019 Jul 10.

Authors

Sang-Yoon Kim¹, Woochang Lim¹

Affiliation

¹ Institute for Computational Neuroscience and Department of Science Education, Daegu National University of Education, Daegu, 42411 Korea.

Abstract

We consider a scale-free network of inhibitory Hindmarsh-Rose (HR) bursting neurons, and make a computational study on coupling-induced cluster burst synchronization by varying the average coupling strength $J_{0}$ . For sufficiently small $J_{0}$ , non-cluster desynchronized states exist. However, when passing a critical point $J_{c}^{*} (≃ 0.16)$ , the whole population is segregated into 3 clusters via a constructive role of synaptic inhibition to stimulate dynamical clustering between individual burstings, and thus 3-cluster desynchronized states appear. As $J_{0}$ is further increased and passes a lower threshold $J_{l}^{*} (≃ 0.78)$ , a transition to 3-cluster burst synchronization occurs due to another constructive role of synaptic inhibition to favor population synchronization. In this case, HR neurons in each cluster make burstings every 3rd cycle of the instantaneous burst rate $R_{w} (t)$ of the whole population, and exhibit burst synchronization. However, as $J_{0}$ passes an intermediate threshold $J_{m}^{*} (≃ 5.2)$ , HR neurons fire burstings intermittently at a 4th cycle of $R_{w} (t)$ via burst skipping rather than at its 3rd cycle, and hence they begin to make intermittent hoppings between the 3 clusters. Due to such intermittent intercluster hoppings via burst skippings, the 3 clusters become broken up (i.e., the 3 clusters are integrated into a single one). However, in spite of such break-up (i.e., disappearance) of the 3-cluster states, (non-cluster) burst synchronization persists in the whole population, which is well visualized in the raster plot of burst onset times where bursting stripes (composed of burst onset times and indicating burst synchronization) appear successively. With further increase in $J_{0}$ , intercluster hoppings are intensified, and bursting stripes also become dispersed more and more due to a destructive role of synaptic inhibition to spoil the burst synchronization. Eventually, when passing a higher threshold $J_{h}^{*} (≃ 17.8)$ a transition to desynchronization occurs via complete overlap between the bursting stripes. Finally, we also investigate the effects of stochastic noise on both 3-cluster burst synchronization and intercluster hoppings.

Keywords: Cluster burst synchronization; Inhibitory bursting neurons; Intercluster hoppings; Localization of inter-burst-intervals.