Neural network based boundary control of a vibrating string system with input deadzone.

•Boundary control is proposed to suppress the vibration based on backstepping method.•The RBF neural network is utilized to handle the effect of the input deadzone.•The disturbance observer is exploited to track the external disturbance.•The stability of the closed-loop system is proved via rigorous Lyapunov analysis.