4.6 Article

Passivity Analysis of Neural Networks With Time-Varying Delays

Journal

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TCSII.2009.2015399

Keywords

Linear matrix inequality (LMI); neural networks; passivity; time-varying delays

Funding

  1. Australian Research Council
  2. National Science Foundation for Distinguished Young Scholars of P.R. China [60625303]
  3. Specialized Research Fund for the Doctoral Program of Higher Education [20060288021]
  4. Natural Science Foundation of Jiangsu Province [BK2008047]

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This brief considers the problem of passivity analysis for neural networks with both time-varying delays and norm-bounded parameter uncertainties. For two types of time-varying delays, delay-dependent passivity conditions are derived, respectively. These conditions are expressed in terms of linear matrix inequalities. An example is provided to show the less conservatism of the proposed conditions.

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