Title :
Difference equation reconstruction algorithms based on maximum likelihood method
Author :
Anisimov, Alexander S. ; Kononov, Vladimir T. ; Hudyakov, Dmitry S.
Author_Institution :
Novosibirsk State Tech. Univ., Russia
Abstract :
The possibilities and singularities of use of the maximum likelihood method for an improvement of the estimations of denominator polynomial factors at reconstruction of an 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. The special iterative algorithm of a solution of the indicated system is offered, in which for 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 enough choice of transfer function order of the shaping filter and by the iterative character of a nonlinear system solution. The procedure of indirect monitoring of the obtained estimations effectiveness by means of inspection of indexes of centrality, whiteness and normality of generating noise estimation is offered
Keywords :
difference equations; iterative methods; maximum likelihood estimation; transfer functions; transient response; denominator polynomial factors; difference equation reconstruction algorithms; impulse response; iterative algorithm; maximum likelihood method; noisy estimation; nonlinear system solution; object discrete transfer function; reconstruction error; shaping filter; transfer function order; Character generation; Difference equations; Filters; Iterative algorithms; Linear systems; Maximum likelihood estimation; Nonlinear systems; Polynomials; Reconstruction algorithms; Transfer functions;
Conference_Titel :
Science and Technology, 2000. KORUS 2000. Proceedings. The 4th Korea-Russia International Symposium on
Conference_Location :
Ulsan
Print_ISBN :
0-7803-6486-4
DOI :
10.1109/KORUS.2000.866008