Academic Journal
A NEW CRITERION FOR STABILITY OF NEUTRAL-TYPE HOPFIELD NEURAL NETWORKS WITH CONSTANT DELAYS
| العنوان: | A NEW CRITERION FOR STABILITY OF NEUTRAL-TYPE HOPFIELD NEURAL NETWORKS WITH CONSTANT DELAYS |
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| المؤلفون: | Özlem Faydasıçok |
| المصدر: | Uludağ University Journal of The Faculty of Engineering, Vol 25, Iss 2, Pp 639-650 (2020) |
| بيانات النشر: | Bursa Uludag University, 2020. |
| سنة النشر: | 2020 |
| المجموعة: | LCC:Technology LCC:Engineering (General). Civil engineering (General) |
| مصطلحات موضوعية: | nötral-tip sistemler, hopfield sinir ağları, lyapunov fonksiyonelleri, kararlılık analizi, neutral-type systems, hopfield neural networks, lyapunov functionals, stability analysis, Technology, Engineering (General). Civil engineering (General), TA1-2040 |
| الوصف: | This paper makes some contributions to the stability problem of neutral-type Hopfield neural network model having a constant time delay in states of neurons and a constant neutral delay in the time derivatives of states of neurons. With the help of a suitable Lyapunov functional, a novel stability criterion is derived for neutral-type Hopfield neural network model. This stability criterion only requires to check the positive defineteness of the matrices involving the system elements of this type of neural networks. The presented stability condition proved to be independently of these time and neutral delays. Therefore, this condition can be easily justified by applying the properties of some certain matrices. A numerical example for this type of neutral systems is studied to show the applicability of the presented stability result. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English Turkish |
| تدمد: | 2148-4147 2148-4155 |
| Relation: | https://dergipark.org.tr/tr/pub/uumfd/issue/55761/716884; https://doaj.org/toc/2148-4147; https://doaj.org/toc/2148-4155 |
| DOI: | 10.17482/uumfd.716884 |
| URL الوصول: | https://doaj.org/article/829c748ccdf549ebb2f6e156ca3a4dd1 |
| رقم الانضمام: | edsdoj.829c748ccdf549ebb2f6e156ca3a4dd1 |
| قاعدة البيانات: | Directory of Open Access Journals |
| تدمد: | 21484147 21484155 |
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| DOI: | 10.17482/uumfd.716884 |