Title :
Wavelet tests for the detection of transients in the VIRGO interferometric gravitational wave detector
Author :
Fabbroni, Leonardo ; Vannucci, Marina ; Cuoco, Elena ; Losurdo, Giovanni ; Mazzoni, Massimo ; Stanga, Ruggero
Author_Institution :
Dipt. di Statistica, Univ. di Firenze, Italy
Abstract :
Here we employ discrete wavelet transforms (DWTs) to develop test statistics for the detection of transients, i.e., signals with a short duration and unknown shape, embedded in Gaussian white noise. Distributions of the test statistics under both the and alternative hypotheses can be easily derived. We test performance on a set of 78 templates provided by theoretical studies on gravitational waves emitted in a supernova explosion where we seek the maximal detection distance of the source generating the signal at which the tests correctly reject the hypothesis. We discuss practical implementation issues and performance assessment methods. We compare results with both matched filtering, an optimal method that requires the prior knowledge of the signal shape, and with the slope filtering, that uses limited prior knowledge on the signal. The wavelet statistics show a good behavior for each of the considered waveforms, unlike other detection methods.
Keywords :
discrete wavelet transforms; gravitational wave detectors; signal detection; transients; white noise; Gaussian white noise; VIRGO detector; discrete wavelet transforms; gravitational waves; interferometric gravitational wave; maximal detection distance; performance assessment methods; signal detection; slope filtering; test statistics; transients detection; wavelet statistics; wavelet tests; Detectors; Discrete wavelet transforms; Explosions; Filtering; Matched filters; Shape; Statistical analysis; Statistical distributions; Testing; White noise;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2004.838127