Synchronization of multiple chaotic FitzHugh-Nagumo neurons with gap junctions under external electrical stimulation

  • Muhammad Rehan
  • , Keum Shik Hong*
  • , Muhammad Aqil
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

42 Scopus citations

Abstract

This paper discusses the synchronization of three coupled chaotic FitzHugh-Nagumo (FHN) neurons with different gap junctions under external electrical stimulation. A nonlinear control law that guarantees the asymptotic synchronization of coupled neurons (with reduced computations) is proposed. The developed control law incorporates the synchronization error between two slave neurons in addition to the conventionally considered synchronization errors between the master and the slave neurons, which make the proposed scheme computationally more efficient. Further, a novel L2 gain reduction criterion has been developed for multi-input multi-output systems with non-zero initial conditions, and is applied to robust synchronization of FHN neurons under L2 norm bounded disturbance and uncertainties. Furthermore, a robust adaptive nonlinear control law is developed, which is capable of handling variations in nonlinear part of synchronization error dynamics, without using any neural-network-based training-oriented adaptive scheme. The proposed control schemes ensure global synchronization with computational simplicity, easy way of design and implementation and avoiding extra measurements. The results obtained with the proposed control laws are verified through numerical simulations.

Original languageEnglish
Pages (from-to)3296-3304
Number of pages9
JournalNeurocomputing
Volume74
Issue number17
DOIs
StatePublished - Oct 2011
Externally publishedYes

Keywords

  • Chaos synchronization
  • FitzHugh-Nagumo neurons
  • L2 gain reduction
  • Nonlinear, robust and adaptive control

ASJC Scopus subject areas

  • Computer Science Applications
  • Cognitive Neuroscience
  • Artificial Intelligence

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