| Literature DB >> 25863289 |
G Velmurugan1, R Rakkiyappan1, Jinde Cao2.
Abstract
In this paper, we consider the problem of global μ-stability for complex-valued neural networks (CVNNs) with unbounded time-varying delays and it has been widely investigated. Under mild conditions, some new sufficient conditions for global μ-stability of considered CVNNs are derived. Moreover, some new sufficient conditions are obtained to ensure the global μ-stability of CVNNs in the form of complex-valued LMIs as well as real-valued LMIs by using an appropriate Lyapunov-Krasovskii functional and linear matrix inequalities (LMIs). Both of complex-valued LMIs as well as real-valued LMIs are easily solved by using standard numerical algorithms. Finally, two numerical examples are presented to demonstrate the effectiveness and usefulness of our theoretical results.Keywords: Complex-valued Neural Networks (CVNNs); Global -stability; Linear Matrix Inequality (LMI); Unbounded time-varying delays
Mesh:
Year: 2015 PMID: 25863289 DOI: 10.1016/j.neunet.2015.03.007
Source DB: PubMed Journal: Neural Netw ISSN: 0893-6080