Exponential stability of periodic solutions of recurrent neural networks with functional dependence on piecewise constant argument


AKHMET M. , ARUĞASLAN ÇİNÇİN D., Cengiz N.

TURKISH JOURNAL OF MATHEMATICS, cilt.42, ss.272-292, 2018 (SCI İndekslerine Giren Dergi) identifier identifier

  • Cilt numarası: 42 Konu: 1
  • Basım Tarihi: 2018
  • Doi Numarası: 10.3906/mat-1606-138
  • Dergi Adı: TURKISH JOURNAL OF MATHEMATICS
  • Sayfa Sayıları: ss.272-292

Özet

In this study, we develop a model of recurrent neural networks with functional dependence on piecewise constant argument of generalized type. Using the theoretical results obtained for functional differential equations with piecewise constant argument, we investigate conditions for existence and uniqueness of solutions, bounded solutions, and exponential stability of periodic solutions. We provide conditions based on the parameters of the model.