Entropy (Mar 2020)

Design and Practical Stability of a New Class of Impulsive Fractional-Like Neural Networks

  • Gani Stamov,
  • Ivanka Stamova,
  • Anatoliy Martynyuk,
  • Trayan Stamov

DOI
https://doi.org/10.3390/e22030337
Journal volume & issue
Vol. 22, no. 3
p. 337

Abstract

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In this paper, a new class of impulsive neural networks with fractional-like derivatives is defined, and the practical stability properties of the solutions are investigated. The stability analysis exploits a new type of Lyapunov-like functions and their derivatives. Furthermore, the obtained results are applied to a bidirectional associative memory (BAM) neural network model with fractional-like derivatives. Some new results for the introduced neural network models with uncertain values of the parameters are also obtained.

Keywords