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

被引:164
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 25 条
  • [1] [Anonymous], 1999, THESIS LUND I TECHNO
  • [2] [Anonymous], THESIS CHALMERS U TE
  • [3] Apkarian P, 1997, P AMER CONTR CONF, P3331, DOI 10.1109/ACC.1997.612082
  • [4] Parameterized LMIs in control theory
    Apkarian, P
    Tuan, HD
    [J]. SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2000, 38 (04) : 1241 - 1264
  • [5] Apkarian P., 2000, ADV LINEAR MATRIX IN
  • [6] Complexity of stability and controllability of elementary hybrid systems
    Blondel, VD
    Tsitsiklis, JN
    [J]. AUTOMATICA, 1999, 35 (03) : 479 - 489
  • [7] Boyd S., 1997, COMMUN COMPUT PHYS, P279, DOI DOI 10.1007/978-1-4615-6281-8_15
  • [8] Boyd S, 1994, STUDIES APPL MATH, V15
  • [9] A cone complementarity linearization algorithm for static output-feedback and related problems
    ElGhaoui, L
    Oustry, F
    AitRami, M
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1997, 42 (08) : 1171 - 1176
  • [10] GOH KC, 1994, PROCEEDINGS OF THE 1994 AMERICAN CONTROL CONFERENCE, VOLS 1-3, P850