DocumentCode :
290545
Title :
Monitoring the stage of diagonalization in Jacobi-type methods
Author :
Götze, Jürgen
Author_Institution :
Inst. of Network Theory & Circuit Design, Tech. Univ. Munchen, Germany
Volume :
iii
fYear :
1994
fDate :
19-22 Apr 1994
Abstract :
Since the stage of diagonalization of Jacobi-type methods is difficult to monitor in a parallel environment, it is usually proposed to execute a predetermined number of sweeps (iterations) on a parallel processor array. A possibility for monitoring the stage of diagonalization is essential in order to avoid the execution of a significant number of unnecessary sweeps. Based on a Lemma used for a generalized proof of the quadratic convergence of the Jacobi EVD and SVD methods a new criteria for monitoring the stage of diagonalization is derived. Using this criteria it can easily be monitored when the stage of quadratic convergence is reached (only one bit yields this information). Therefore, only the (small) number of quadratically convergent sweeps must be predetermined. A further similar criteria particularly useful for Jacobi-type methods using CORDIC-based approximate rotations is also given
Keywords :
Jacobian matrices; convergence of numerical methods; digital arithmetic; iterative methods; parallel algorithms; signal processing; CORDIC-based approximate rotations; EVD method; Jacobi-type methods; Lemma; SVD method; diagonalization; iterations; parallel environment; parallel processor array; quadratic convergence; unnecessary sweeps; Circuit synthesis; Concurrent computing; Convergence; Eigenvalues and eigenfunctions; Gold; Intelligent networks; Jacobian matrices; Monitoring; Parallel processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
ISSN :
1520-6149
Print_ISBN :
0-7803-1775-0
Type :
conf
DOI :
10.1109/ICASSP.1994.389995
Filename :
389995
Link To Document :
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