Dynamics of General Neural Networks with Distributed Delays

  • Changyin Sun
  • Linfeng Li
Conference paper

DOI: 10.1007/11759966_20

Volume 3971 of the book series Lecture Notes in Computer Science (LNCS)
Cite this paper as:
Sun C., Li L. (2006) Dynamics of General Neural Networks with Distributed Delays. In: Wang J., Yi Z., Zurada J.M., Lu BL., Yin H. (eds) Advances in Neural Networks - ISNN 2006. ISNN 2006. Lecture Notes in Computer Science, vol 3971. Springer, Berlin, Heidelberg

Abstract

The paper introduces a general class of neural networks with periodic inputs. By constructing a Lyapunov functional and the Halanay-type inequality separately, we obtain easily verifiable sufficient conditions ensuring that every solutions of the delayed neural networks converge exponentially to the unique periodic solutions. The results obtained can be regarded as a generalization to the discrete case of previous results.

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Copyright information

© Springer-Verlag Berlin Heidelberg 2006

Authors and Affiliations

  • Changyin Sun
    • 1
    • 2
  • Linfeng Li
    • 1
  1. 1.College of Electrical EngineeringHohai UniversityNanjingP.R. China
  2. 2.Research Institute of AutomationSoutheast UniversityNanjingP.R. China