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New LMI-Based Conditions on Neural Networks of Neutral Type with Discrete Interval Delays and General Activation Functions
oleh: Guoquan Liu, Shumin Zhou, He Huang
Format: | Article |
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Diterbitkan: | Hindawi Limited 2012-01-01 |
Deskripsi
The stability analysis of global asymptotic stability of neural networks of neutral type with both discrete interval delays and general activation functions is discussed. New delay-dependent conditions are obtained by using more general Lyapunov-Krasovskii functionals. Meanwhile, these conditions are expressed in terms of a linear matrix inequality (LMI) and can be verified using the MATLAB LMI toolbox. Numerical examples are used to illustrate the effectiveness of the proposed approach.