کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
6862959 1439399 2018 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Quasi-projective synchronization of fractional-order complex-valued recurrent neural networks
ترجمه فارسی عنوان
هماهنگ سازی شبه فضایی شبکه های عصبی مکرر پیچیده ارزشمند مرتب شده است
کلمات کلیدی
مشتق سفارش مکرر، شبکه عصبی پیچیده ارزشمند، کنترل خطی خطی، هماهنگ سازی شبه فضایی،
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی
In this paper, without separating the complex-valued neural networks into two real-valued systems, the quasi-projective synchronization of fractional-order complex-valued neural networks is investigated. First, two new fractional-order inequalities are established by using the theory of complex functions, Laplace transform and Mittag-Leffler functions, which generalize traditional inequalities with the first-order derivative in the real domain. Additionally, different from hybrid control schemes given in the previous work concerning the projective synchronization, a simple and linear control strategy is designed in this paper and several criteria are derived to ensure quasi-projective synchronization of the complex-valued neural networks with fractional-order based on the established fractional-order inequalities and the theory of complex functions. Moreover, the error bounds of quasi-projective synchronization are estimated. Especially, some conditions are also presented for the Mittag-Leffler synchronization of the addressed neural networks. Finally, some numerical examples with simulations are provided to show the effectiveness of the derived theoretical results.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Neural Networks - Volume 104, August 2018, Pages 104-113
نویسندگان
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