کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
5011561 1462598 2017 16 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Dynamic stability analysis of fractional order leaky integrator echo state neural networks
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مهندسی مکانیک
پیش نمایش صفحه اول مقاله
Dynamic stability analysis of fractional order leaky integrator echo state neural networks
چکیده انگلیسی
The Leaky integrator echo state neural network (Leaky-ESN) is an improved model of the recurrent neural network (RNN) and adopts an interconnected recurrent grid of processing neurons. This paper presents a new proof for the convergence of a Lyapunov candidate function to zero when time tends to infinity by means of the Caputo fractional derivative with order lying in the range (0, 1). The stability of Fractional-Order Leaky-ESN (FO Leaky-ESN) is then analyzed, and the existence, uniqueness and stability of the equilibrium point are provided. A numerical example demonstrates the feasibility of the proposed method.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Communications in Nonlinear Science and Numerical Simulation - Volume 47, June 2017, Pages 328-337
نویسندگان
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