A Technical Overview of Recent Progresses on Stochastic Iterative Learning Control

This paper contributes to a technical overview of recent progresses on stochastic iterative learning control (ILC), where stochastic ILC implies the learning control for systems with various random...

[1]  Dong Shen,et al.  Iterative learning control with incomplete information: a survey , 2018, IEEE/CAA Journal of Automatica Sinica.

[2]  Wei Zhang,et al.  Iterative Learning Control for discrete nonlinear systems with randomly iteration varying lengths , 2016, Syst. Control. Lett..

[3]  Samer S. Saab Optimality of first-order ILC among higher order ILC , 2006, IEEE Transactions on Automatic Control.

[4]  Masaru Uchiyama,et al.  Formation of High-Speed Motion Pattern of a Mechanical Arm by Trial , 1978 .

[5]  David H. Owens,et al.  Iterative learning control - An optimization paradigm , 2015, Annu. Rev. Control..

[6]  Kok Kiong Tan,et al.  Necessary and sufficient condition for convergence of iterative learning algorithm , 2002, Autom..

[7]  Kira Barton,et al.  Exponential stability of nonlinear differential repetitive processes with applications to iterative learning control , 2017, Autom..

[8]  Han-Fu Chen,et al.  Iterative learning control for large scale nonlinear systems with observation noise , 2012, Autom..

[9]  Kevin L. Moore,et al.  Convergence of iterative learning control for SISO nonrepetitive systems subject to iteration-dependent uncertainties , 2017, Autom..

[10]  J. Kiefer,et al.  Stochastic Estimation of the Maximum of a Regression Function , 1952 .

[11]  Jian Liu,et al.  Networked iterative learning control approach for nonlinear systems with random communication delay , 2016, Int. J. Syst. Sci..

[12]  Dong Shen,et al.  Survey on stochastic iterative learning control , 2014 .

[13]  Hyo-Sung Ahn,et al.  Special issue on “iterative learning control” , 2011 .

[14]  Yueming Hu,et al.  Robust design of feedback feed-forward iterative learning control based on 2D system theory for linear uncertain systems , 2016, Int. J. Syst. Sci..

[15]  Wenying Yin,et al.  Ribosomal DNA gene and phylogenetic relationships of Diplura and lower Hexapods , 2003, Science in China Series C: Life Sciences.

[16]  Wei Zhang,et al.  On almost sure and mean square convergence of P-type ILC under randomly varying iteration lengths , 2016, Autom..

[17]  H. Robbins A Stochastic Approximation Method , 1951 .

[18]  Mo Jamshidi,et al.  Learning control system analysis and design based on 2-D system theory , 1990, J. Intell. Robotic Syst..

[19]  Dong Shen,et al.  ILC for networked nonlinear systems with unknown control direction through random Lossy channel , 2015, Syst. Control. Lett..

[20]  Eric Rogers,et al.  Iterative Learning Control for Multiple Point-to-Point Tracking Application , 2011, IEEE Transactions on Control Systems Technology.

[21]  James C. Spall,et al.  Introduction to stochastic search and optimization - estimation, simulation, and control , 2003, Wiley-Interscience series in discrete mathematics and optimization.

[22]  Eric Rogers,et al.  Iterative Learning Control for Electrical Stimulation and Stroke Rehabilitation , 2015 .

[23]  Ying Tan,et al.  Iterative Learning Control With Mixed Constraints for Point-to-Point Tracking , 2013, IEEE Transactions on Control Systems Technology.

[24]  Tom Oomen,et al.  Inferential Iterative Learning Control , 2016 .

[25]  S. Saab Stochastic P-type/D-type iterative learning control algorithms , 2003 .

[26]  Jian Liu,et al.  Networked Iterative Learning Control Design for Nonlinear Systems with Stochastic Output Packet Dropouts , 2018 .

[27]  Xuhui Bu,et al.  Iterative learning control for a class of nonlinear systems with random packet losses , 2013 .

[28]  Jörg Raisch,et al.  Iterative learning control of a drop foot neuroprosthesis — Generating physiological foot motion in paretic gait by automatic feedback control , 2016 .

[29]  S. Saab A stochastic iterative learning control algorithm with application to an induction motor , 2004 .

[30]  Han-Fu Chen Stochastic approximation and its applications , 2002 .

[31]  Dong Shen,et al.  Stochastic Point-to-Point Iterative Learning Tracking Without Prior Information on System Matrices , 2017, IEEE Transactions on Automation Science and Engineering.

[32]  Samer S. Saab,et al.  A discrete-time stochastic learning control algorithm , 2001, IEEE Trans. Autom. Control..

[33]  Dong Shen,et al.  Intermittent and Successive ILC for Stochastic Nonlinear Systems with Random Data Dropouts , 2018 .

[34]  YangQuan Chen,et al.  Intermittent iterative learning control , 2006, 2006 IEEE Conference on Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control.

[35]  Ying Tan,et al.  Iterative learning control and repetitive control , 2011, Int. J. Control.

[36]  Michael Sebek Two-dimensional linear systems: T. Kaczorek , 1987, Autom..

[37]  A.G. Alleyne,et al.  A survey of iterative learning control , 2006, IEEE Control Systems.

[38]  Jianxin Xu,et al.  Linear and Nonlinear Iterative Learning Control , 2003 .

[39]  Dong Shen,et al.  Iterative learning control for networked stochastic systems with random packet losses , 2014, Int. J. Control.

[40]  Suguru Arimoto,et al.  Bettering operation of Robots by learning , 1984, J. Field Robotics.

[41]  Jingwen Yan,et al.  Modified Iterative-Learning-Control-Based Ramp Metering Strategies for Freeway Traffic Control With Iteration-Dependent Factors , 2012, IEEE Transactions on Intelligent Transportation Systems.

[42]  Mingxuan Sun,et al.  Initial shift issues on discrete-time iterative learning control with system relative degree , 2003, IEEE Trans. Autom. Control..

[44]  Kevin L. Moore,et al.  Iterative Learning Control: Brief Survey and Categorization , 2007, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[45]  Han-Fu Chen,et al.  Almost sure convergence of iterative learning control for stochastic systems , 2003, Science in China Series F.

[46]  Xuefang Li,et al.  Sampled‐data iterative learning control for continuous‐time nonlinear systems with iteration‐varying lengths , 2018 .

[47]  Mingxuan Sun,et al.  Iterative learningcontrol with initial rectifyingaction , 2002 .

[48]  Jianxin Xu,et al.  Iterative learning control for nonlinear dynamic systems with randomly varying trial lengths , 2015 .

[49]  Bu Xuhui,et al.  An iterative learning control design approach for networked control systems with data dropouts , 2016 .

[50]  Kok Kiong Tan,et al.  A discrete-time iterative learning algorithm for linear time-varying systems , 2003 .

[51]  Dong Shen,et al.  Two updating schemes of iterative learning control for networked control systems with random data dropouts , 2017, Inf. Sci..

[52]  Dong Shen,et al.  Zero-error tracking of iterative learning control using probabilistically quantized measurements , 2017, 2017 11th Asian Control Conference (ASCC).

[53]  Dong Shen,et al.  A Kiefer‐Wolfowitz Algorithm Based Iterative Learning Control for Hammerstein‐Wiener Systems , 2012 .

[54]  Kevin L. Moore,et al.  Robust Iterative Learning Control for Nonrepetitive Uncertain Systems , 2017, IEEE Transactions on Automatic Control.

[55]  P. Strevens Iii , 1985 .

[56]  Kevin L. Moore,et al.  Discrete-time Intermittent Iterative Learning Controller with Independent Data Dropouts , 2008 .

[57]  Jian Liu,et al.  Networked iterative learning control design for discrete-time systems with stochastic communication delay in input and output channels , 2017, Int. J. Syst. Sci..

[58]  D. Owens Iterative learning control-convergence using high gain feedback , 1992, [1992] Proceedings of the 31st IEEE Conference on Decision and Control.

[59]  Dong Shen,et al.  Stochastic Point‐to‐Point Iterative Learning Control Based on Stochastic Approximation , 2017 .

[60]  Jian-Xin Xu,et al.  A survey on iterative learning control for nonlinear systems , 2011, Int. J. Control.

[61]  Francis J. Doyle,et al.  Survey on iterative learning control, repetitive control, and run-to-run control , 2009 .

[62]  Jian-Xin Xu,et al.  On iterative learning from different tracking tasks in the presence of time-varying uncertainties , 2004, IEEE Trans. Syst. Man Cybern. Part B.

[63]  Xuefang Li,et al.  An Iterative Learning Control Approach for Linear Systems With Randomly Varying Trial Lengths , 2014, IEEE Transactions on Automatic Control.

[64]  Alireza Karimi,et al.  A statistical analysis of certain iterative learning control algorithms , 2008, Int. J. Control.

[65]  Dong Shen,et al.  Iterative Learning Control for Multi-agent Systems Coordination , 2017 .

[66]  Rui Yan,et al.  On initial conditions in iterative learning control , 2005, 2006 American Control Conference.

[67]  K. Moore,et al.  Editorial: Special issue on iterative learning control , 2000 .

[68]  Yongqiang Ye,et al.  Practical Iterative Learning Control with Frequency Domain Design and Sampled Data Implementation , 2014 .

[69]  J. Kurek,et al.  Iterative learning control synthesis based on 2-D system theory , 1993, IEEE Trans. Autom. Control..

[70]  Dong Shen Iterative Learning Control with Passive Incomplete Information , 2018 .

[71]  Michael J. Grimble,et al.  Iterative Learning Control for Deterministic Systems , 1992 .

[72]  David H. Owens Iterative Learning Control , 2016 .

[73]  S. Saab A discrete-time learning control algorithm for a class of linear time-invariant systems , 1995, IEEE Trans. Autom. Control..

[74]  Junping Du,et al.  Robust learning controller design for MIMO stochastic discrete‐time systems: An H∞‐based approach , 2011 .

[75]  Dong Shen,et al.  A framework of iterative learning control under random data dropouts: Mean square and almost sure convergence , 2017 .

[76]  Quan Quan,et al.  Output Feedback ILC for a Class of Nonminimum Phase Nonlinear Systems With Input Saturation: An Additive-State-Decomposition-Based Method , 2017, IEEE Transactions on Automatic Control.

[77]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[78]  T. Başar,et al.  A New Approach to Linear Filtering and Prediction Problems , 2001 .