Corpus ID: 57811920

Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks

@article{Echeverra2000DynamicSC,
  title={Dynamic systems control and identification using VSC-based learning algorithms for perceptron networks},
  author={Francklin Rivas Echeverr{\'i}a and E. C. Morles},
  journal={Revista Tecnica De La Facultad De Ingenieria Universidad Del Zulia},
  year={2000},
  volume={23},
  pages={23-34}
}
In this paper a set of Variable Structure Control (VSC)-based on-line learning algorithms for continuous time two layer and three layer perceptron networks with non-linear and linear activation functions are presented. The proposed algorithms result in a temporal learning capabilities of a neural network with dynamically adjusted weights, and zero convergence of the learning error in a finite time. These learning algorithms are used with identification and control schemes for linear and non… Expand