Massera, Elena (2020) Development and Application of the Spherical Harmonic Veto Definer for Gravitational-Wave Transient Search. PhD thesis, University of Sheffield.
Abstract
The rapid analysis of gravitational-wave data is not trivial for many reasons, such as the non-Gaussian non-stationary nature of LIGO detector noise and the lack of exhaustive waveform models. Non-Gaussian non-stationary noise and instrumental artifacts are known as ’glitches’.
X-Pipeline Spherical Radiometer (X-SphRad) is a software package designed for performing autonomous searches for un-modelled gravitational- wave bursts. X-SphRad has an approach based on spherical radiometry, that transforms time-series data streams into the spherical harmonic domain. Spherical harmonic coefficients show potential in discriminating glitches from signals.
For my Ph.D. thesis, I evaluated and implemented a tool for glitch rejection called Spherical Harmonic Veto Definer (SHaVeD). SHaVeD is a Matlab script that loads spherical harmonic coefficients computed by X-SphRad, and performs statistics that computes a threshold to apply. The threshold is used to identify every glitch’s GPS time and create a cut of one second around it. SHaVeD saves this information in a two-column file where the first column is the GPS starting time of the cut and the second is the final time. X-SphRad can include SHaVeD as a data quality to veto glitches.
The tool is tested with X-SphRad and the coherent WaveBurst (cWB) pipeline over the O2 observation run. Results have shown how the inclusion of SHaVeD in the analysis could allow a lowering of some thresholds used in this type of research. Tests show how SHaVeD has reduced the amplitude of the loudest false event by a factor of 3, meaning that it rejected false events in a volume 9 times greater than usual.
Metadata
Supervisors: | Daw, Edward |
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Keywords: | gravitational-wave, bursts, X-SphRad, spherical harmonics |
Awarding institution: | University of Sheffield |
Academic Units: | The University of Sheffield > Faculty of Science (Sheffield) > Physics and Astronomy (Sheffield) |
Identification Number/EthosID: | uk.bl.ethos.815558 |
Depositing User: | Miss Elena Massera |
Date Deposited: | 05 Oct 2020 23:44 |
Last Modified: | 25 Mar 2021 16:51 |
Open Archives Initiative ID (OAI ID): | oai:etheses.whiterose.ac.uk:27847 |
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