Adaptive Control via Backstepping Technique and Neural Networks of a Quadrotor Helicopter
نویسنده
چکیده
A nonlinear adaptive controller for the quadrotor helicopter is proposed using backstepping technique mixed with neural networks. The backstepping strategy is used to achieve good tracking of desired translation positions and yaw angle while maintaining the stability of pitch and roll angles simultaneously. The knowledge of all physical parameters and the exact model of the quadrotor are not required for the controller, only some properties of the model are needed. In fact, online adaptation of neural networks and some parameters is used to compensate some unmodeled dynamics including aerodynamic effects. Under certain relaxed assumptions, the proposed control scheme can guarantee that all the signals in the closedloop system are Uniformly Ultimately Bounded (UUB). The design methodology is based on Lyapunov stability. One salient feature of the proposed approach is that the controller can be applied to any type of quadrotor helicopter of different masses and lengths within the same class. The feasibility of the control scheme is demonstrated through simulation results.
منابع مشابه
Backstepping sliding mode controller improved with fuzzy logic: Application to the quadrotor helicopter
In this paper we present a new design method for the fight control of an autonomous quadrotor helicopter based on fuzzy sliding mode control using backstepping approach. Due to the underactuated property of the quadrotor helicopter, the controller can move three positions (x,y,z) of the helicopter and the yaw angle to their desired values and stabilize the pitch and roll angles. A first-order n...
متن کاملAn Adaptive Block Backstepping Controller for Attitude Stabilization of a Quadrotor Helicopter
-A new block backstepping controller is proposed to solve the attitude stabilization problem for a quadrotor helicopter. The attitude kinematical model is obtained and translated into a MIMO nonlinear system with generalized uncertainties. Under the consideration of the coupling between the attitude angles, a nominal block backstepping controller is designed. The obtained controller is then aug...
متن کاملRobust Chattering Free Backstepping Sliding Mode Control Strategy for Autonomous Quadrotor Helicopter
Abstract— In this paper a robust chattering free backstepping sliding mode controller is developed for the attitude stabilization and trajectory tracking control of quadrotor helicopter with external disturbances. The control scheme is developed based on backstepping technique and a sliding surface is introduced in the final stage of the algorithm. To attenuate the chattering problem caused by ...
متن کاملTrajectory Tracking Control of a Quadrotor Unmanned Mini-Helicopter
In this paper, the relationship between attitude and linear acceleration of the quadrotor unmanned mini-helicopter is built and two trajectory tracking control design methodologies based on the relationship are proposed: classical inner/outer-loop control design approach and a new command filtered backstepping design strategy. Various numerical simulations demonstrate the validity of the contro...
متن کاملAdaptive Neural Position Tracking Control for Induction Motors via Backstepping
The position tracking control of induction motors with parameter uncertainties and load torque disturbance is addressed. Neural networks are employed to approximate the nonlinearities and an adaptive backstepping technique is used to construct controllers. The proposed adaptive neural controllers guarantee that the tracking error converges into a small neighborhood of the origin. Compared with ...
متن کامل