A Nonsmooth Nonlinear Programming Based Predictive Control for Mechanical Servo Systems with Backlash‐like Hysteresis

In this paper, a multi-step-ahead predictive control approach for dynamic systems with preceded backlash-like hysteresis based on nonsmooth nonlinear programming is proposed. In this approach, a nonsmooth multi-step-ahead predictive model is developed for long-range prediction of the controlled dynamic systems with preceded backlash-like hysteresis. Then, the predictive control strategy is treated as a problem of on-line nonsmooth nonlinear programming. Subsequently, the stability of the nonsmooth predictive control system is analyzed and the corresponding stability condition is derived. Afterward, a numerical example and a simulation based on a mechanical servo system are presented, respectively.

[1]  Mattias Nordin,et al.  Controlling mechanical systems with backlash - a survey , 2002, Autom..

[2]  Klaus Janschek,et al.  Non-smooth predictive control for mechanical transmission systems with backlash-like hysteresis , 2016 .

[3]  Sandipan Mishra,et al.  Constrained optimal iterative learning control for mixed-norm cost functions , 2015, 2015 American Control Conference (ACC).

[4]  Yonghong Tan,et al.  Recursive identification for dynamic systems with backlash , 2009 .

[5]  Shaocheng Tong,et al.  Adaptive fuzzy output feedback control of uncertain nonlinear systems with unknown backlash-like hysteresis , 2012, Inf. Sci..

[6]  Guo-Ping Liu,et al.  A Predictive Control-Based Approach to Networked Hammerstein Systems: Design and Stability Analysis , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics).

[7]  Gang Feng,et al.  Decreasing‐horizon Robust Model Predictive Control With Specified Settling Time To A Terminal Constraint Set , 2016 .

[8]  Manfred Morari,et al.  A hybrid approach to modelling, control and state estimation of mechanical systems with backlash , 2007, Int. J. Control.

[9]  Saeid Habibi,et al.  Inner-Loop Control for Electro-Hydraulic Actuation Systems , 2012 .

[10]  Yuan-ming Liu,et al.  Robust predictive tracking control of networked control systems with time-varying delays and data dropouts , 2013 .

[11]  Biao Huang,et al.  Output feedback model predictive control for nonlinear systems represented by Hammerstein-Wiener model , 2007 .

[12]  Roy S. Smith,et al.  An inexact bundle method for solving large structured linear matrix inequalities , 2001 .

[13]  Chin-Wang Tao Fuzzy control for linear plants with uncertain output backlashes , 2002, IEEE Trans. Syst. Man Cybern. Part B.

[14]  Guanrong Chen,et al.  Dual-mode predictive control algorithm for constrained Hammerstein systems , 2008, Int. J. Control.

[15]  Jing Zhou,et al.  Robust Adaptive Output Control of Uncertain Nonlinear Plants With Unknown Backlash Nonlinearity , 2007, IEEE Transactions on Automatic Control.

[16]  Yonghong Tan,et al.  Internal Model Control for Dynamic Systems With Preceded Backlash , 2009 .

[17]  Nohé R. Cázarez-Castro,et al.  Designing Type-1 and Type-2 Fuzzy Logic Controllers via Fuzzy Lyapunov Synthesis for nonsmooth mechanical systems , 2012, Eng. Appl. Artif. Intell..

[18]  M. M. MÄKELÄ,et al.  Comparing Nonsmooth Nonconvex Bundle Methods in Solving Hemivariational Inequalities , 1999, J. Glob. Optim..

[19]  Jang-Myung Lee,et al.  Adaptive dynamic surface control with sliding mode control and RWNN for robust positioning of a linear motion stage , 2012 .

[20]  Di Wu,et al.  Robust predictive control for networked control and application to DC-motor control , 2014 .

[21]  S. A. Miller,et al.  A bundle method for efficiently solving large structured linear matrix inequalities , 2000, Proceedings of the 2000 American Control Conference. ACC (IEEE Cat. No.00CH36334).

[22]  Manfred Morari,et al.  Model predictive control: Theory and practice - A survey , 1989, Autom..

[23]  David W. Clarke,et al.  Generalized Predictive Control - Part II Extensions and interpretations , 1987, Autom..

[24]  Shaocheng Tong,et al.  Observer-Based Adaptive Fuzzy Tracking Control of MIMO Stochastic Nonlinear Systems With Unknown Control Directions and Unknown Dead Zones , 2015, IEEE Transactions on Fuzzy Systems.

[25]  David W. Clarke,et al.  Generalized predictive control - Part I. The basic algorithm , 1987, Autom..

[26]  Guo-Ping Liu,et al.  Networked Predictive Control Systems Based on the Hammerstein Model , 2008, IEEE Transactions on Circuits and Systems II: Express Briefs.

[27]  Igor Škrjanc,et al.  Continuous-Time Wiener-Model Predictive Control of a pH Process , 2007 .

[28]  Yudi Samyudia,et al.  A hybrid formulation and design of model predictive control for systems under actuator saturation and backlash , 2006 .

[29]  Wolfgang Marquardt,et al.  Nonlinear model predictive control of multivariable processes using block-structured models , 2007 .