posted on 2009-12-08, 16:25authored bySimon A. Vaughan
We demonstrate a simple method for testing the significance of peaks in the periodogram of red noise data. The
procedure was designed to test for spurious periodicities in X-ray light curves of active galaxies, but can be used quite generally
to test for periodic components against a background noise spectrum assumed to have a power law shape. The method provides
a simple and fast test of the significance of candidate periodic signals in short, well-sampled time series such as those obtained
from XMM-Newton observations of Seyfert galaxies, without the need for Monte Carlo simulations. A full account is made of
the number of trials and the uncertainties inherent to the model fitting. Ignoring these subtle effects can lead to substantially
overestimated significances. These difficulties motivate us to demand high standards of detection (minimum > 99.9 per cent
confidence) for periodicities in sources that normally show red noise spectra. The method also provides a simple means to estimate
the power spectral index, which may be an interesting parameter itself, regardless of the presence/absence of periodicities.
History
Citation
Astronomy and Astrophysics, 2005, 431, pp.391-403.