Title :
Computation of system balancing transformations and other applications of simultaneous diagonalization algorithms
Author :
Laub, Alan J. ; Heath, Michael T. ; Paige, Chris C. ; Ward, Robert C.
Author_Institution :
University of California, Santa Barbara, CA, USA
fDate :
2/1/1987 12:00:00 AM
Abstract :
An algorithm is presented in this paper for computing state-space balancing transformations directly from a state-space realization. The algorithm requires no "squaring up" or unnecessary matrix products. Various algorithmic aspects are discussed in detail. A key feature of the algorithm is the determination of a contragredient transformation through computing the singular value decomposition of a certain product of matrices without explicitly forming the product. Other contragredient transformation applications are also described. It is further shown that a similar approach may be taken, involving the generalized singular value decomposition, to the classical simultaneous diagonalization problem. These SVD-based simultaneous diagonalization algorithms provide a computational alternative to existing methods for solving certain classes of symmetric positive definite generalized eigenvalue problems.
Keywords :
Linear systems; Matrix decomposition/factorization; Reduced-order systems, linear; Control theory; Eigenvalues and eigenfunctions; Frequency domain analysis; Helium; Linear systems; Matrix decomposition; Physics; Reduced order systems; Signal processing algorithms; Singular value decomposition;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.1987.1104549