Before revision:  The open-loop input-output behavior of the underlying dynamical system is used as the supervising signal to train the neural network-based system model and  controller.
After revision:  The open-loop input-output behavior of the unknown dynamical system under random control inputs is used as the supervising signal to train the neural network-based system model and controller.