Title :
Computation of the real Schur decomposition of nonsymmetric matrices and its hardware implementation
Author :
Hüper, Knüt ; Paul, Steffen ; Pauli, Rainer
Author_Institution :
Inst. for Network Theory & Circuit Design, Tech. Univ. Munchen, Germany
Abstract :
A VLSI-suited processor array is presented that performs a Jacobi-like parallel algorithm for computing the real Schur decomposition of real nonsymmetric (n×n) matrices. The array consists of n2/4 processor cells which only perform exchange operations and elementary (2×2) plane rotations. The underlying algorithm iterates on dense matrices, i.e., the matrices need not to be reduced to some canonical form in advance. The iteration algorithm is derived by a problem adapted discretization process of an equivalent dynamical system. The dynamical system belongs to the class of isospectral matrix flow equations, i.e. a matrix valued differential equation, whose time evolution converges for t→∞ to upper quasi triangular form. The integration scheme is performed by computing some highly regular orthogonal matrix-matrix multiplications
Keywords :
VLSI; iterative methods; matrix decomposition; matrix multiplication; parallel algorithms; Jacobi-like parallel algorithm; VLSI processor array; dense matrices; dynamical system; exchange operations; integration; isospectral matrix flow equations; iteration algorithm; matrix valued differential equation; orthogonal matrix-matrix multiplications; plane rotations; processor cells; real Schur decomposition; real nonsymmetric matrices; time evolution; Bismuth; Circuit synthesis; Differential equations; Eigenvalues and eigenfunctions; Electronic mail; Hardware; Iterative algorithms; Jacobian matrices; Matrix decomposition; Parallel algorithms;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
Conference_Location :
Adelaide, SA
Print_ISBN :
0-7803-1775-0
DOI :
10.1109/ICASSP.1994.389620