Testing for intracycle determinism in pseudoperiodic time series.
A determinism test is proposed based on the well-known method of the surrogate data. Assuming predictability to be a signature of determinism, the proposed method checks for intracycle (e.g., short-term) determinism in the pseudoperiodic time series for which standard methods of surrogate analysis do not apply. The approach presented is composed of two steps. First, the data are preprocessed to reduce the effects of seasonal and trend components. Second, standard tests of surrogate analysis can then be used. The determinism test is applied to simulated and experimental pseudoperiodic time series and the results show the applicability of the proposed test.
Coelho
Mara C S
MC
Programa de Pos-Graduacao em Engenharia Eletrica, Universidade Federal de Minas Gerais, 31.270-901 Belo Horizonte, Minas Gerais, Brazil. mara@cpdee.ufmg.br
Mendes
Eduardo M A M
EM
Aguirre
Luis A
LA
D000465:Algorithms; D001703:Biophysics / Q000379:methods*; D015233:Models, Statistical; D016571:Neural Networks, Computer; D017711:Nonlinear Dynamics; D010363:Pattern Recognition, Automated / Q000379:methods; D012621:Seasons; D012815:Signal Processing, Computer-Assisted; D013997:Time Factors