Application of polynomial chaos in stability and control

被引:98
作者
Hover, FS [1 ]
Triantafyllou, MS [1 ]
机构
[1] MIT, Dept Mech Engn, Cambridge, MA 02139 USA
关键词
polynomial chaos; control applications;
D O I
10.1016/j.automatica.2006.01.010
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The polynomial chaos of Wiener provides a framework for the statistical analysis of dynamical systems, with computational cost far superior to Monte Carlo simulations. It is a useful tool for control systems analysis because it allows probabilistic description of the effects of uncertainty, especially in systems having nonlinearities and where other techniques, such as Lyapunov's method, may fail. We show that stability of a system can be inferred from the evolution of modal amplitudes, covering nearly the full support of the uncertain parameters with a finite series. By casting uncertain parameters as unknown gains, we show that the separation of stochastic from deterministic elements in the response points to fast iterative design methods for nonlinear control. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:789 / 795
页数:7
相关论文
共 10 条
[1]  
Abramowitz M., 1972, HDB MATH TABLES
[2]  
Bender C.M., 1978, Advanced mathematical methods for scientists and engineers
[3]   THE ORTHOGONAL DEVELOPMENT OF NON-LINEAR FUNCTIONALS IN SERIES OF FOURIER-HERMITE FUNCTIONALS [J].
CAMERON, RH ;
MARTIN, WT .
ANNALS OF MATHEMATICS, 1947, 48 (02) :385-392
[4]  
Ghanem R, 1991, STOCHASTIC FINITE EL, DOI DOI 10.1007/978-1-4612-3094-6_4
[5]   Adaptive polynomial chaos expansions applied to statistics of extremes in nonlinear random vibration [J].
Li, R ;
Ghanem, R .
PROBABILISTIC ENGINEERING MECHANICS, 1998, 13 (02) :125-136
[6]   Generalized polynomial chaos and random oscillators [J].
Lucor, D ;
Su, CH ;
Karniadakis, GE .
INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2004, 60 (03) :571-596
[7]   Probabilistic representation and transmission of nonstationary processes in multi-degree-of-freedom systems [J].
Masri, SF ;
Smyth, AW ;
Traina, MI .
JOURNAL OF APPLIED MECHANICS-TRANSACTIONS OF THE ASME, 1998, 65 (02) :398-409
[8]   The homogeneous chaos [J].
Wiener, N .
AMERICAN JOURNAL OF MATHEMATICS, 1938, 60 :897-936
[9]   The Wiener-Askey polynomial chaos for stochastic differential equations [J].
Xiu, DB ;
Karniadakis, GE .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2002, 24 (02) :619-644
[10]   Stochastic modeling of flow-structure interactions using generalized polynomial chaos [J].
Xiu, DB ;
Lucor, D ;
Su, CH ;
Karniadakis, G .
JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME, 2002, 124 (01) :51-59