Analysis, parameter estimation and optimal control of non-linear systems via general orthogonal polynomials

General orthogonal polynomials are introduced to approximate the solution of a class of non-linear systems. Using the integration-operational matrix, the product-operational matrix and the derived non-linear operational matrix, the dynamical equation of a non-linear system can be reduced to a set of simultaneous non-linear algebraic equations, thus greatly simplifying the solution. The parameter-identification problem for non-linear systems is also dealt with. An approximate solution for a non-linear optimal-control problem with quadratic performance measure is also considered. Three examples are given to demonstrate the validity and applicability of the orthogonal-polynomial approximations.

[1]  Chih-Fan Chen,et al.  Design of piecewise constant gains for optimal control via Walsh functions , 1975 .

[2]  Chyi Hwang,et al.  Parameter identification via Laguerre polynomials , 1982 .

[3]  C. F. Chen,et al.  Solving integral equations via Walsh functions , 1979 .

[4]  Tsu-Tian Lee,et al.  APPLICATION OF GENERAL ORTHOGONAL POLYNOMIALS TO THE OPTIMAL-CONTROL OF TIME-VARYING LINEAR-SYSTEMS , 1986 .

[5]  Preston R. Clement Laguerre Functions in Signal Analysis and Parameter Identification , 1982 .

[6]  Yen-Ping Shih,et al.  Analysis and optimal control of time-varying linear systems via Walsh functions , 1978 .

[7]  Ing-Rong Horng,et al.  Shifted Chebyshev series analysis of linear optimal control systems incorporating observers , 1985 .

[8]  Model Reduction and Control System Design by Shifted Legendre Polynomial Functions , 1983 .

[9]  G. Rao,et al.  Walsh stretch matrices and functional differential equations , 1982 .

[10]  Wen-Liang Chen,et al.  BLOCK PULSE SERIES ANALYSIS OF SCALED SYSTEMS , 1981 .

[11]  Fan-Chu Kung,et al.  Solution and Parameter Estimation in Linear Time-Invariant Delayed Systems Using Laguerre Polynomial Expansion , 1983 .

[12]  S. Y. Chen,et al.  Solution of integral equations using a set of block pulse functions , 1978 .

[13]  Spyridon G. Mouroutsos,et al.  The Fourier series operational matrix of integration , 1985 .

[14]  Chyi Hwang,et al.  Solution of a functional differential equation via delayed unit step functions , 1983 .

[15]  P. N. Paraskevopoulos,et al.  Chebyshev series approach to system identification, analysis and optimal control , 1983 .

[16]  P. C. Haarhoff,et al.  A New Method for the Optimization of a Nonlinear Function Subject to Nonlinear Constraints , 1970, Comput. J..

[17]  F. B. Hildebrand,et al.  Introduction To Numerical Analysis , 1957 .

[18]  B. Cheng,et al.  Analysis and optimal control of time-varying linear systems via block-pulse functions , 1981 .

[19]  Spyridon G. Mouroutsos,et al.  Taylor series approach to system identification, analysis and optimal control , 1985 .

[20]  G. Siouris,et al.  Optimum systems control , 1979, Proceedings of the IEEE.

[21]  Roger Fletcher,et al.  A Rapidly Convergent Descent Method for Minimization , 1963, Comput. J..