دورية أكاديمية

On uniform stability and numerical simulations of complex valued neural networks involving generalized Caputo fractional order

التفاصيل البيبلوغرافية
العنوان: On uniform stability and numerical simulations of complex valued neural networks involving generalized Caputo fractional order
المؤلفون: Sumati Kumari Panda, Thabet Abdeljawad, A. M. Nagy
المصدر: Scientific Reports, Vol 14, Iss 1, Pp 1-24 (2024)
بيانات النشر: Nature Portfolio, 2024.
سنة النشر: 2024
المجموعة: LCC:Medicine
LCC:Science
مصطلحات موضوعية: Medicine, Science
الوصف: Abstract The dynamics and existence results of generalized Caputo fractional derivatives have been studied by several authors. Uniform stability and equilibrium in fractional-order neural networks with generalized Caputo derivatives in real-valued settings, however, have not been extensively studied. In contrast to earlier studies, we first investigate the uniform stability and equilibrium results for complex-valued neural networks within the framework of a generalized Caputo fractional derivative. We investigate the intermittent behavior of complex-valued neural networks in generalized Caputo fractional-order contexts. Numerical results are supplied to demonstrate the viability and accuracy of the presented results. At the end of the article, a few open questions are posed.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2045-2322
Relation: https://doaj.org/toc/2045-2322
DOI: 10.1038/s41598-024-53670-4
URL الوصول: https://doaj.org/article/c42c2bb48dc843099df0ce1336bbde0b
رقم الأكسشن: edsdoj.42c2bb48dc843099df0ce1336bbde0b
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:20452322
DOI:10.1038/s41598-024-53670-4