کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
404004 677380 2014 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Stability analysis of switched stochastic neural networks with time-varying delays
ترجمه فارسی عنوان
تجزیه و تحلیل ثبات شبکه های عصبی مصنوعی با تغییرات زمانی تاخیر زمانی ؟؟
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

This paper is concerned with the global exponential stability of switched stochastic neural networks with time-varying delays. Firstly, the stability of switched stochastic delayed neural networks with stable subsystems is investigated by utilizing the mathematical induction method, the piecewise Lyapunov function and the average dwell time approach. Secondly, by utilizing the extended comparison principle from impulsive systems, the stability of stochastic switched delayed neural networks with both stable and unstable subsystems is analyzed and several easy to verify conditions are derived to ensure the exponential mean square stability of switched delayed neural networks with stochastic disturbances. The effectiveness of the proposed results is illustrated by two simulation examples.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neural Networks - Volume 51, March 2014, Pages 39–49
نویسندگان
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