DocumentCode :
876142
Title :
Recursive and iterative algorithms for computing eigenvalues of Hermitian Toeplitz matrices
Author :
Noor, Fazal ; Morgera, Salvatore D.
Author_Institution :
Dept. of Electr. Eng., McGill Univ., Montreal, Que., Canada
Volume :
41
Issue :
3
fYear :
1993
fDate :
3/1/1993 12:00:00 AM
Firstpage :
1272
Lastpage :
1280
Abstract :
The numerical solution of the complete eigenspectrum for Hermitian Toeplitz matrices is presented. Trench´s algorithm (1989), which employs bisection on contiguous intervals, and the Pegasus method are used to achieve estimates of distinct eigenvalues. Several modifications of Trench´s algorithm are examined; the goals are an increase in the rate of convergence, even at some reduction in estimate accuracy, and an accommodation of eigenvalue multiplicity or clustering. A promising approach that contains three key ingredients is found. They are: a modification of Trench´s procedure to employ noncontiguous intervals, a procedure for multiplicity identification, and a replacement of the Pegasus method by the modified Rayleigh quotient iteration. The result is the basis for a novel eigenspectrum solver with a cubic convergence rate and good estimation accuracy. Simulation results for high-order Hermitian Toeplitz matrices are provided
Keywords :
convergence of numerical methods; eigenvalues and eigenfunctions; iterative methods; matrix algebra; recursive functions; signal processing; Hermitian Toeplitz matrices; Pegasus method; Trench algorithm; cubic convergence rate; eigenvalues; estimation accuracy; iterative algorithms; modified Rayleigh quotient iteration; multiplicity identification; noncontiguous intervals; numerical solution; recursive algorithms; signal processing; Clustering algorithms; Computational modeling; Convergence; Eigenvalues and eigenfunctions; Iterative algorithms; Iterative methods; Polynomials; Roundoff errors; Signal processing algorithms; Symbiosis;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/78.205729
Filename :
205729
Link To Document :
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