Current gravitational wave searches for compact binaries coalescence are done using a bank of templates (matched filters) on each running detector. Given a network of interferometers, we propose to use a denoising strategy based on an independent component analysis which considers two interferometers at a time and then to use a standard matched filter on the processed data. We show that this method allows to lower the level of noise and increases the signal-to-nose ratio at the output of the matched filter.
Improvement of the performance of a classical matched filter by an independent component analysis preprocessing / DE ROSA, Rosario; Forte, LUCA ANTONIO; Garufi, Fabio; Milano, Leopoldo. - In: PHYSICAL REVIEW D, PARTICLES, FIELDS, GRAVITATION, AND COSMOLOGY. - ISSN 1550-7998. - 85:4(2012), pp. 042001-1-042001-7. [10.1103/PhysRevD.85.042001]
Improvement of the performance of a classical matched filter by an independent component analysis preprocessing
DE ROSA, ROSARIO;FORTE, LUCA ANTONIO;GARUFI, FABIO;MILANO, LEOPOLDO
2012
Abstract
Current gravitational wave searches for compact binaries coalescence are done using a bank of templates (matched filters) on each running detector. Given a network of interferometers, we propose to use a denoising strategy based on an independent component analysis which considers two interferometers at a time and then to use a standard matched filter on the processed data. We show that this method allows to lower the level of noise and increases the signal-to-nose ratio at the output of the matched filter.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.