The invention relates to a
Backstepping-based
lower limb exoskeleton control method, which comprises the following steps of: 1, establishing a
lower limb exoskeleton dynamical model, and converting the
lower limb exoskeleton dynamical model into a
control system state equation; 2, designing a
Backstepping controller, and carrying out the control of the
Backstepping controller; 3, improving an RBF
disturbance observer, including designing the RBF
disturbance observer and an RBF neural network adaptive law; and 4, performing control implementation, and enabling the lower limb exoskeleton to move according to the expected track. According to the method, for external random disturbance, the approximation characteristic of an RBF neural network is utilized, a
disturbance observer is designed, and the external random disturbance is approximated; and aiming at the network
approximation error existing in the RBF neural network, the disturbance observer is further improved, and the auxiliary variable is introduced to compensate the network
approximation error, so that the external random disturbance is compensated, the approximation of the external random disturbance is closer to a real value, and the
approximation error of the RBF neural network is reduced.