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J. Bifurcation Chaos"],"published-print":{"date-parts":[[2023,9,15]]},"abstract":"<jats:p> This paper investigates the impact of network conformation on chaos synchronization in driven complex networks in a master-slave setting. We analyze the control and prediction of complex networks under perturbations. Although chaotic dynamics suppression is well understood in low-dimensional systems, it is not well described in more complex ones. To assess a network\u2019s ability to amplify or suppress disturbances, we track ensembles of possible trajectories in the driven subsystem which give insights into nonlocal convergence properties in a master-slave setting. We demonstrate how the stability of forced networks of Rulkov neurons is dependent on network coupling architecture and how the duration of chaotic transients depends on initial conditions. Furthermore, we find that each network generator algorithm has specific sets of parameters that can lead to stable or nonstable states. Our results indicate that network types are more critical than isolated connections for suppressing chaotic dynamics in driven networks. Finally, we identify that under certain circumstances, the transient period before synchronization correlates with high convergence rates for certain initial conditions. This suggests nonuniform convergence rates in the phase space of driven neural networks. <\/jats:p>","DOI":"10.1142\/s0218127423501328","type":"journal-article","created":{"date-parts":[[2023,9,20]],"date-time":"2023-09-20T07:16:08Z","timestamp":1695194168000},"source":"Crossref","is-referenced-by-count":5,"title":["Coupling Dependence on Chaos Synchronization Process in a Network of Rulkov Neurons"],"prefix":"10.1142","volume":"33","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9520-1707","authenticated-orcid":false,"given":"Gabriel","family":"Marghoti","sequence":"first","affiliation":[{"name":"Universidade Federal do Paran\u00e1, Physics Department, Curitiba, Paran\u00e1 81531-980, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fabiano Alan Serafim","family":"Ferrari","sequence":"additional","affiliation":[{"name":"Departamento de F\u00edsica, Universidade Tecnol\u00f3gia Federal do Paran\u00e1, Pato Branco-PR, Brazil"},{"name":"Programa de P\u00f3s-Gradua\u00e7\u00e3o em Modelagem Computacional e Sistemas, Universidade Estadual de Montes Claros, Montes Claros-MG, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ricardo Luiz","family":"Viana","sequence":"additional","affiliation":[{"name":"Universidade Federal do Paran\u00e1, Physics Department, Curitiba, Paran\u00e1 81531-980, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sergio Roberto","family":"Lopes","sequence":"additional","affiliation":[{"name":"Universidade Federal do Paran\u00e1, Physics Department, Curitiba, Paran\u00e1 81531-980, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Thiago de Lima","family":"Prado","sequence":"additional","affiliation":[{"name":"Universidade Federal do Paran\u00e1, Physics Department, Curitiba, Paran\u00e1 81531-980, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2023,9,20]]},"reference":[{"key":"S0218127423501328BIB001","doi-asserted-by":"crossref","first-page":"4528","DOI":"10.1103\/PhysRevE.53.4528","volume":"53","author":"Abarbanel H.","year":"1996","journal-title":"Phys. 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