کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
393973 665713 2013 12 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Global exponential stability of almost periodic solution of delayed neural networks with discontinuous activations
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
پیش نمایش صفحه اول مقاله
Global exponential stability of almost periodic solution of delayed neural networks with discontinuous activations
چکیده انگلیسی

In this paper, we study the existence, uniqueness and stability of almost periodic solution for the class of delayed neural networks. The neural network considered in this paper employs the activation functions which are discontinuous monotone increasing and (possibly) unbounded. Under a new sufficient condition, we prove that the neural network has a unique almost periodic solution, which is globally exponentially stable. Moreover, the obtained conclusion is applied to prove the existence and stability of periodic solution (or equilibrium point) for delayed neural networks with periodic coefficients (or constant coefficients). We also give some illustrative numerical examples to show the effectiveness of our results.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volume 220, 20 January 2013, Pages 367–378
نویسندگان
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