Advances in Neural Networks - ISNN 2006

Volume 3971 of the series Lecture Notes in Computer Science pp 135-140

Dynamics of General Neural Networks with Distributed Delays

  • Changyin SunAffiliated withCollege of Electrical Engineering, Hohai UniversityResearch Institute of Automation, Southeast University
  • , Linfeng LiAffiliated withCollege of Electrical Engineering, Hohai University

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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.