journal article·2022-10-01Open access

Chimera states induced by spike timing-dependent plasticity in a regular neuronal network

Chao Yang, Moises S. Santos, Paulo R. Protachevicz, Patrício D. C. dos Reis, Kelly C. Iarosz, Iberê L. Caldas, Antonio M. Batista

AIP Advances· Volume 12· Issue 10

Abstract

Chimera states are spatiotemporal patterns in which distinct dynamics coexist, such as synchronous and asynchronous patterns. In this work, we study the effect of spike timing-dependent plasticity (STDP) on the emergence of chimera states. We consider a regular network of coupled adaptive exponential integrate-and-fire neurons, where all connections initially have the same strength value. The STDP alters the strength value as a function of the timing between the pre and postsynaptic action potentials over time. We verify that the range of parameters displaying chimera states is larger in the network with plasticity than in the absence of plasticity. Our simulations show that the chimera lifetime increases when the plasticity actuates in the neuronal network. We also observe an increase in neuronal spike frequency when the neurons are submitted to a constant positive current. In the parameter space, the changes in synaptic weights increase the appearance of chimera states.
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Research context

OpenAlex topics: Nonlinear Dynamics and Pattern Formation · Advanced Memory and Neural Computing · Neural dynamics and brain function

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Information Science and Technology, Fudan University 1 , 200433 Shanghai, China

Physics Institute, University of São Paulo 2 , 05508-090 São Paulo, Brazil

Postgraduate Program in Sciences, State University of Ponta Grossa, 3 Ponta Grossa, Paraná 84030-900, Brazil

University Center UNIFATEB 4 , Telêmaco Borba, Paraná 84266-010, Brazil

Graduate Program in Chemical Engineering Federal Technological University of Paraná, 5 Ponta Grossa, Paraná 84017-220, Brazil

Department of Mathematics and Statistics, State University of Ponta Grossa, 6 Ponta Grossa, Paraná 84030-900, Brazil

Funding

Fundação de Amparo à Pesquisa do Estado de São Paulo · National Natural Science Foundation of China

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