On the Georgiou-Lindquist approach to constrained Kullback-Leibler approximation of spectral densities

被引:33
作者
Pavon, M
Ferrante, A
机构
[1] Univ Padua, Dipartimento Matemat Pura & Applicata, I-35131 Padua, Italy
[2] Univ Padua, Dipartimento Ingn Informaz, I-35131 Padua, Italy
关键词
approximation of spectral densities; convex optimization; fixed point; Kullback-Leibler pseudodistance; spectral estimation;
D O I
10.1109/TAC.2006.872755
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We consider the Georgiou-Lindquist constrained approximation of spectra in the Kullback-Leibler sense. We propose an alternative iterative algorithm to solve the corresponding convex optimization problem. The Lagrange multiplier is computed as a fixed point of a nonlinear matricial map. Simulation indicates that the algorithm is extremely effective.
引用
收藏
页码:639 / 644
页数:6
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