Piecewise-affine state feedback for piecewise-affine slab systems using convex optimization

被引:162
|
作者
Rodrigues, L
Boyd, S
机构
[1] Concordia Univ, Dept Mech & Ind Engn, Montreal, PQ H3G 2E9, Canada
[2] Stanford Univ, Dept Elect Engn, Stanford, CA 94305 USA
关键词
piecewise-affine systems; state feedback; convex optimization; ellipsoids; Lyapunov function;
D O I
10.1016/j.sysconle.2005.01.002
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper shows that Lyapunov-based state feedback controller synthesis for piecewise-affine (PWA) slab systems can be cast as an optimization problem subject to a set of linear matrix inequalities (LMIs) analytically parameterized by a vector. Furthermore. it is shown that continuity of the control inputs at the switchings can be guaranteed by adding equality constraints to the problem without affecting its parameterization structure. Finally, it is shown that piecewise-affine state feedback controller synthesis for piecewise-affine slab systems to maximize the decay rate of a quadratic control Lyapunov function can be cast as a set of quasi-concave optimization problems analytically parameterized by a vector. Before casting the synthesis in the format presented in this paper, Lyapunov-based piecewise-affine state feedback controller synthesis could only be formulated as a biconvex optimization program, which is very expensive to solve globally. Thus, the fundamental importance of the contributions of the paper relies on the fact that, for the first time, the piecewise-affine state feedback synthesis problem has been formulated as a convex problem with a parameterized set of LMIs that can be relaxed to a finite set of LMIs and solved efficiently to a point near the global optimum using available software. Furthermore, it is shown for the first time that, in some situations, the global can be exactly found by solving only one concave problem. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:835 / 853
页数:19
相关论文
共 50 条
  • [41] Relatively optimal control: A static piecewise-affine solution
    Blanchini, Franco
    Pellegrino, Felice Andrea
    [J]. SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2007, 46 (02) : 585 - 603
  • [42] THE TWO-WELL PROBLEM FOR PIECEWISE-AFFINE MAPS
    Dacorogna, Bernard
    Marcellini, Paolo
    Paolini, Emanuele
    [J]. ADVANCES IN DIFFERENTIAL EQUATIONS, 2012, 17 (7-8) : 673 - 696
  • [43] Fast Piecewise-Affine Motion Estimation Without Segmentation
    Fortun, Denis
    Storath, Martin
    Rickert, Dennis
    Weinmann, Andreas
    Unser, Michael
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2018, 27 (11) : 5612 - 5624
  • [44] Transformations Based on Continuous Piecewise-Affine Velocity Fields
    Freifeld, Oren
    Hauberg, Soren
    Batmanghelich, Kayhan
    Fisher, Jonn W., III
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2017, 39 (12) : 2496 - 2509
  • [45] Relatively optimal control: a static piecewise-affine solution
    Blanchini, Franco
    Andrea Pellegrino, Felice
    [J]. PROCEEDINGS OF THE 46TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-14, 2007, : 6362 - +
  • [46] OPTIMAL CONTROL OF PIECEWISE AFFINE SYSTEMS WITH PIECEWISE AFFINE STATE FEEDBACK
    Wu, Changzhi
    Teo, Kok Lay
    Rehbock, Volker
    [J]. JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2009, 5 (04) : 737 - 747
  • [47] PWATOOLS: A MATLAB Toolbox For Piecewise-Affine Controller Synthesis
    Fekri, Mohsen Zamani
    Samadi, Behzad
    Rodrigues, Luis
    [J]. 2012 AMERICAN CONTROL CONFERENCE (ACC), 2012, : 4484 - 4489
  • [48] Digital architectures implementing piecewise-affine functions: an overview
    Poggi, Tomaso
    Storace, Marco
    [J]. 2010 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, 2010, : 3304 - 3307
  • [49] Map-based approach to fault detection for piecewise-affine systems
    Schwaiger, Matthias
    Krebs, Volker
    [J]. 2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8, 2007, : 2797 - 2801
  • [50] Automated control design for a piecewise-affine approximation of a class of nonlinear systems
    Rodrigues, L
    How, JP
    [J]. PROCEEDINGS OF THE 2001 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2001, : 3189 - 3194