Dual adaptive control of nonlinear stochastic systems using neural networks

@article{Fabri1998DualAC,
  title={Dual adaptive control of nonlinear stochastic systems using neural networks},
  author={Simon G. Fabri and Visakan Kadirkamanathan},
  journal={Automatica},
  year={1998},
  volume={34},
  pages={245-253}
}
A suboptimal dual adaptive system is developed for control of stochastic, nonlinear, discrete time plants that are tine in the control input. The nonlinear functions are assumed to be unknown and neural networks are used to approximate them. Both Gaussian radial basis function and sigmoidal multilayer perceptron neural networks are considered and parameter adjustment is based on Kahnan filtering. The result is a control law that takes into consideration the uncertainty of the parameter… CONTINUE READING
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