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
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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
Journal: Neural Networks - Volume 104, August 2018, Pages 104-113
نویسندگان
Shuai Yang, Juan Yu, Cheng Hu, Haijun Jiang,