Karhunen-Loeve decomposition of peripheral blood flow signal

Citation
M. Hozic et A. Stefanovska, Karhunen-Loeve decomposition of peripheral blood flow signal, PHYSICA A, 280(3-4), 2000, pp. 587-601
Citations number
26
Categorie Soggetti
Physics
Journal title
PHYSICA A
ISSN journal
03784371 → ACNP
Volume
280
Issue
3-4
Year of publication
2000
Pages
587 - 601
Database
ISI
SICI code
0378-4371(20000601)280:3-4<587:KDOPBF>2.0.ZU;2-F
Abstract
The Karhunen-Loeve expansion is applied to scalar signals and the effect of window length (t(w)), time lag (tau) and embedding dimension (d) is analys ed for periodic signals and for signals modeled by the Lorenz equations. Fo r tau not equal k/2 f(i) (f(i) are characteristic frequencies of the signal , ii is positive integer), we obtain 2m modes from an m-periodic signal. Fo r a large set of parameters a finite number of modes was not obtained from the Lorenz system. It is further shown that, on the time scale of a minute, the peripheral blood flow signal contains oscillatory modes that occur in pairs thereby confirming that the blood flow through the cardiovascular sys tem is oscillatory. Some of the difficulties of applying Karhunen-Loeve exp ansion to scalar signals are pointed out. (C) 2000 Elsevier Science B.V. Al l rights reserved.