Title :
Difference equation reconstruction algorithms based on generalized least square method
Author :
Anisimov, A.S. ; Kononov, V.T. ; Khudyakov, D.S.
Author_Institution :
Novosibirsk State Tech. Univ.
Abstract :
The possibilities and singularities of the use of the maximum likelihood method, for an improvement in the estimation of denominator polynomial factors at reconstruction of object discrete transfer function on noisy estimation of its impulse response, are considered. The application of this method reduces the necessity of a nonlinear algebraic system solution. A special iterative algorithm of solution of the system is proposed, on which each step, the solution of two linear systems is made. In this case the reconstruction error of the required factors is generated by an arbitrary choice of shaping filter transfer function order, and by the iterative character of a nonlinear system solution. The procedure of indirect monitoring of the obtained estimation effectiveness, by means of inspection of indices of centrality, whiteness and normality of generating noise estimation, is proposed
Keywords :
convergence of numerical methods; difference equations; identification; least squares approximations; linear systems; polynomial approximation; transfer functions; transient response; white noise; centrality index; convergence; denominator polynomial factors; difference equation reconstruction algorithms; estimations effectiveness; generalized least square method; hypothesis violation; impulse response; indirect monitoring; iterative algorithm; maximum likelihood method; noisy estimation; nonlinear system solution; normality index; object discrete transfer function; reconstruction error; shaping filter transfer function order; two linear systems; whiteness index; Character generation; Difference equations; Filters; Iterative algorithms; Linear systems; Maximum likelihood estimation; Nonlinear systems; Polynomials; Reconstruction algorithms; Transfer functions;
Conference_Titel :
Electronic Instrument Engineering Proceedings, 2000. APEIE-2000. Volume 1. 2000 5th International Conference on Actual Problems of
Conference_Location :
Novosibirsk
Print_ISBN :
0-7803-5903-8
DOI :
10.1109/APEIE.2000.913099