A diagonal recurrent neural network-based hybrid direct adaptive SPSA control system.

Proposes a direct adaptive simultaneous perturbation stochastic approximation control system with a diagonal recurrent neural network controller. Architecture and parameter vector size; Feedforward neural network controller; Convergence rate; Steady-state error; Hybrid control system scheme with a conventional proportional integral-derivative controller.