Title :
Performances of autoregressive spectrum estimators based on three-term recurrence
Author :
Wu, Chi-Hsin ; Yagle, Andrew E.
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Michigan Univ., Ann Arbor, MI, USA
Abstract :
The performance of two fast algorithms for estimating the power spectral density of an autoregressive process is analyzed. The algorithms perform similarly to the Burg algorithm, but require only two-thirds as many multiplications as the most efficient implementation of the Burg algorithm. This allows the high resolution associated with the Burg alogorithml to be obtained using many fewer computations. One algorithm is the deterministic form of the split lattice algorithm adjoined to the split Levinson recursions; however, its resolution is relatively poor. The other algorithm corrects a bias in the first algorithm and has resolution similar to the Burg algorithm
Keywords :
filtering and prediction theory; spectral analysis; Burg alogorithm; autoregressive spectrum estimators; deterministic form; multiplications; power spectral density; split Levinson recursions; split lattice algorithm; three-term recurrence; Algorithm design and analysis; Autoregressive processes; Lattices; Parameter estimation; Performance analysis; Petroleum; Statistics;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1990. ICASSP-90., 1990 International Conference on
Conference_Location :
Albuquerque, NM
DOI :
10.1109/ICASSP.1990.115825