Astronomical time-series analysis - II. A search for periodicity using theShannon entropy

Citation
Pm. Cincotta et al., Astronomical time-series analysis - II. A search for periodicity using theShannon entropy, M NOT R AST, 302(3), 1999, pp. 582-586
Citations number
17
Categorie Soggetti
Space Sciences
Journal title
MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY
ISSN journal
00358711 → ACNP
Volume
302
Issue
3
Year of publication
1999
Pages
582 - 586
Database
ISI
SICI code
0035-8711(19990121)302:3<582:ATA-IA>2.0.ZU;2-W
Abstract
We have recently introduced a new method of searching a time series for per iodic variability. The method uses the Shannon entropy to measure the amoun t of information provided by a set of observations that may contain an unde rlying periodic signal, as a function of the assumed period of this hypothe tical periodic signal. Here we present the analytical arguments that suppor t this algorithm within the broader frame of information theory. We also sh ow that, in the absence of a periodic signal, the entropies follow a Gaussi an distribution, which then provides an easy way of assessing the significa nce of a positive detection. We test this method using simulated data with non-sinusoidal variability, and we show that it is more sensitive than the classical periodograms or those variations adapted to deal with cases where harmonics are involved. Finally, we show that this method is capable of re solving two, almost identical, frequencies present in a given time series, even in cases where the classical periodograms fail to do so.