TY - JOUR
T1 - Spectral factorization of a class of matrix-valued spectral densities
AU - Nurdin, Hendra I.
PY - 2006
Y1 - 2006
N2 - Recently, a necessary and sufficient uniform log-integrability condition has been established for the canonical spectral factorization mapping to be sequentially continuous. However, this condition, along with several other equivalent conditions, is not straightforward to verify. In this paper, we first derive a new set of easily checkable sufficient conditions which guarantee uniform log-integrability. Based on the newly derived conditions, we establish the existence of certain convergent rational approximations for a class of matrix-valued spectral densities. We then propose a new spectral factorization algorithm and provide convergence results. Our approach does not require the spectral density to be coercive. Numerical examples are given to illustrate the effectiveness and convergence of the proposed algorithm. In particular, we compute approximate spectral factors of the noncoercive and nonrational Kolmogorov and von Karman power spectra which arise in the study of turbulence.
AB - Recently, a necessary and sufficient uniform log-integrability condition has been established for the canonical spectral factorization mapping to be sequentially continuous. However, this condition, along with several other equivalent conditions, is not straightforward to verify. In this paper, we first derive a new set of easily checkable sufficient conditions which guarantee uniform log-integrability. Based on the newly derived conditions, we establish the existence of certain convergent rational approximations for a class of matrix-valued spectral densities. We then propose a new spectral factorization algorithm and provide convergence results. Our approach does not require the spectral density to be coercive. Numerical examples are given to illustrate the effectiveness and convergence of the proposed algorithm. In particular, we compute approximate spectral factors of the noncoercive and nonrational Kolmogorov and von Karman power spectra which arise in the study of turbulence.
KW - Nonrational spectral density
KW - Rational approximation
KW - Rational co-variance extension
KW - Second order stochastic processes
KW - Spectral factorization
UR - http://www.scopus.com/inward/record.url?scp=34648824869&partnerID=8YFLogxK
U2 - 10.1137/040621089
DO - 10.1137/040621089
M3 - Article
SN - 0363-0129
VL - 45
SP - 1801
EP - 1821
JO - SIAM Journal on Control and Optimization
JF - SIAM Journal on Control and Optimization
IS - 5
ER -