Title :
On an optimal choice of input for the identification of continuous-time transfer functions
Author :
Iwase, Masami ; Hara, Takuya ; Hatakeyama, Shoshiro
Author_Institution :
Dept. of Comput. & Syst. Eng., Tokyo Denki Univ., Saitama, Japan
Abstract :
In this paper, we present an optimal input design method for the identification of single input single output continuous-time transfer functions. As a criterion of optimality, singular values of a data matrix, which represents the input-output relation of the transfer function in the kernel form, are used. If an input maximizes the second smallest singular value, the distance between signal space arid noise space is maximum, and the input is regarded as optimal. In the proposed algorithm, we show that this optimal input design problem can be rewritten as that for discrete-time systems proposed by Antoulas et al. [A.C. Antoulas et al .1999], [A.C. Antoulas, 1997], [A.C. Antoulas et al., 1998], if the input is approximated by the finite Fourier series expansion. Through numerical examples, its effectiveness is verified.
Keywords :
Fourier series; continuous time systems; discrete time systems; identification; optimisation; signal processing; transfer functions; data matrix; discrete-time systems; finite Fourier series expansion; identification; kernel form; optimal input; signal space; single input single output continuous-time transfer functions; Algorithm design and analysis; Design methodology; Filters; Fourier series; Robustness; Signal processing; Space vector pulse width modulation; System identification; Systems engineering and theory; Transfer functions;
Conference_Titel :
Industrial Electronics Society, 2003. IECON '03. The 29th Annual Conference of the IEEE
Print_ISBN :
0-7803-7906-3
DOI :
10.1109/IECON.2003.1280619