Robust Stability Analysis of a Class of Noise Perturbed Two–Time Scale Neural Networks

@article{MeyerBse2006RobustSA,
  title={Robust Stability Analysis of a Class of Noise Perturbed Two–Time Scale Neural Networks},
  author={Anke Meyer-B{\"a}se and Ricardo Roberts and Suyash Narendra Joshi},
  journal={The 2006 IEEE International Joint Conference on Neural Network Proceedings},
  year={2006},
  pages={1029-1032}
}
We establish robustness stability results for uncertain two-time scale neural networks under parameter perturbations and determine conditions that ensure the existence of asymptotically stable equilibria of the perturbed neural system. It is assumed that the system uncertainties are limited by the upper bounds of their norms. We derive a Lyapunov function… CONTINUE READING