دورية أكاديمية
On uniform stability and numerical simulations of complex valued neural networks involving generalized Caputo fractional order
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 |
تدمد: | 20452322 |
---|---|
DOI: | 10.1038/s41598-024-53670-4 |