Reconstructing the jacobian from data with observational noise

Citation
Td. Sauer et Ja. Yorke, Reconstructing the jacobian from data with observational noise, PHYS REV L, 83(7), 1999, pp. 1331-1334
Citations number
12
Categorie Soggetti
Physics
Journal title
PHYSICAL REVIEW LETTERS
ISSN journal
00319007 → ACNP
Volume
83
Issue
7
Year of publication
1999
Pages
1331 - 1334
Database
ISI
SICI code
0031-9007(19990816)83:7<1331:RTJFDW>2.0.ZU;2-O
Abstract
Methods for the determination of local dynamical linearization information from experimental time series data are subject to computational artifacts. We investigate the artifacts due to observational noise in the data, and gi ve formulas for the expected values of the reconstructed Jacobian in some s imple cases. The formulas we derive in the case of realistic noise amplitud es are quite different from those for the noiseless case. In turn, spurious Lyapunov exponents in the noisy case are correspondingly different from th e noiseless case.