An adaptive wavelet differential neural networks based identifier and its stability analysis

@article{Jahangiri2012AnAW,
  title={An adaptive wavelet differential neural networks based identifier and its stability analysis},
  author={Fatemeh Jahangiri and Ali Doustmohammadi and Mohammad Bagher Menhaj},
  journal={Neurocomputing},
  year={2012},
  volume={77},
  pages={12-19}
}
In this paper, identification problem of a general class of nonlinear dynamic systems is fully considered using adaptive wavelet differential neural networks. In these networks, the activation functions are described by wavelets where parameters are tuned adaptively. The stability analysis of such identifiers is performed by means of Lyapunov analysis. Asymptotic convergence of the error and boundedness of pole oscillator and the twin-tanks plant. The simulation results show that the proposed… CONTINUE READING