Adaptive Neural Control of a Hypersonic Vehicle in Discrete Time

The article investigates the discrete-time controller for the longitudinal dynamics of the hypersonic flight vehicle with throttle setting constraint. Based on functional decomposition, the dynamics can be decomposed into the altitude subsystem and the velocity subsystem. Furthermore, the discrete model could be derived using the Euler expansion. For the velocity subsystem, the controller is proposed by estimating the system uncertainty and unknown control gain separately with neural networks. The auxiliary error signal is designed to compensate the effect of throttle setting constraint. For the altitude subsystem, the desired control input is approximated by neural network while the error feedback is synthesized for the design. The singularity problem is avoided. Stability analysis proves that the errors of all the signals in the system are uniformly ultimately bounded. Simulation results show the effectiveness of the proposed controller.

[1]  Kimon P. Valavanis,et al.  System Identification and Discrete Nonlinear Control of Miniature Helicopters Using Backstepping , 2009, J. Intell. Robotic Syst..

[2]  Zengqi Sun,et al.  Fuzzy adaptive control for pure-feedback system via time scale separation , 2013 .

[3]  Danwei Wang,et al.  Cooperative Control of Multiple UAVs for Source Seeking , 2013, J. Intell. Robotic Syst..

[4]  Shixing Wang,et al.  Adaptive neural control based on HGO for hypersonic flight vehicles , 2011, Science China Information Sciences.

[5]  Fuchun Sun,et al.  Adaptive discrete-time controller design with neural network for hypersonic flight vehicle via back-stepping , 2011, Int. J. Control.

[6]  A. Serrani,et al.  Nonlinear Robust Adaptive Control of Flexible Air-Breathing Hypersonic Vehicles , 2009 .

[7]  P.V. Kokotovic,et al.  The joy of feedback: nonlinear and adaptive , 1992, IEEE Control Systems.

[8]  Radoslaw Romuald Zakrzewski,et al.  Neural network control of nonlinear discrete time systems , 1994 .

[9]  Danwei W. Wang,et al.  Dynamic Surface Control of Constrained Hypersonic Flight Models with Parameter Estimation and Actuator Compensation , 2014 .

[10]  Rogelio Lozano,et al.  Real-Time Attitude Stabilization of a Mini-UAV Quad-rotor Using Motor Speed Feedback , 2013, J. Intell. Robotic Syst..

[11]  J. Sarangapani Neural Network Control of Nonlinear Discrete-Time Systems (Public Administration and Public Policy) , 2006 .

[12]  Maria Letizia Corradini,et al.  Control of mobile robots with uncertainties in the dynamical model: a discrete time sliding mode approach with experimental results , 2002 .

[13]  Zhongke Shi,et al.  Direct neural discrete control of hypersonic flight vehicle , 2012 .

[14]  Zengqi Sun,et al.  Fuzzy tracking control design for hypersonic vehicles via T-S model , 2011, Science China Information Sciences.

[15]  Robert Stengel,et al.  Digital Controllers for VTOL Aircraft , 1978, IEEE Transactions on Aerospace and Electronic Systems.

[16]  Petros A. Ioannou,et al.  Adaptive Sliding Mode Control Design fo ra Hypersonic Flight Vehicle , 2004 .

[17]  Han-Xiong Li,et al.  Robot discrete adaptive control based on dynamic inversion using dynamical neural networks , 2002, Autom..

[18]  Rogelio Lozano,et al.  Real-time Stabilization of a Quadrotor UAV: Nonlinear Optimal and Suboptimal Control , 2013, J. Intell. Robotic Syst..

[19]  Robin J. Evans,et al.  Controlling nonlinear time-varying systems via euler approximations , 1992, Autom..

[20]  Danwei Wang,et al.  Ground Target Tracking Using UAV with Input Constraints , 2013, J. Intell. Robotic Syst..

[21]  Dragan Nesic,et al.  Stabilization of sampled-data nonlinear systems via backstepping on their Euler approximate model , 2006, Autom..

[22]  Zengqi Sun,et al.  Dynamic inversion control for a class of pure‐feedback systems , 2012 .

[23]  Qian Wang,et al.  Non-linear control of an uncertain hypersonic aircraft model using robust sum-of-squares method , 2012 .

[24]  Xu Bin,et al.  Adaptive neural control based on HGO for hypersonic flight vehicles , 2011 .

[25]  Mae L. Seto,et al.  Control and Navigation Framework for Quadrotor Helicopters , 2013, J. Intell. Robotic Syst..

[26]  B. Xu,et al.  Adaptive Kriging controller design for hypersonic flight vehicle via back-stepping , 2012 .

[27]  Danwei Wang,et al.  Adversarial Ground Target Tracking Using UAVs with Input Constraints , 2012, J. Intell. Robotic Syst..