30 May 2022 to 1 June 2022
Catania
Europe/Brussels timezone

GWitchHunters - Machine Learning and Citizen Science to support Gravitational Wave detection

1 Jun 2022, 16:00
20m
Catania

Catania

Il Principe Hotel Via Alessi, 24, 95124 Catania CT, Italy
Oral Presentation Outreach and Citizen Science

Speaker

Massimiliano Razzano (University of Pisa and INFN-Pisa)

Description

Gravitational waves opened a new window on the Universe and paved the way to a new era of multimessenger observations. Ground-based detectors such as Advanced LIGO and Virgo have been extremely successful in detecting gravitational wave signals from the coalescences of black holes and/or neutron stars. In order to improve over the actual sensitivities, the background noise must be investigated and removed. Transient noise events called “glitches” can affect data quality and mimic real astrophysical signals, and it is therefore of paramount importance to characterize them and find their origin, a task that will support the activities of detector characterization of Virgo and other interferometers. Machine learning offer a promising approach to characterize and remove noise glitches in real time, thus improving the sensitivity of interferometers. A key input to the preparation of a training datasets for these machine learning algorithms can originate from citizen science initiatives, where volunteers contribute to classify and analyze signals collected by detectors. We will present GWitchHunters, a new citizen science project focused on the study of gravitational wave noise, that has been developed within the REINFORCE project (a "Science With And For Society" project funded under the EU's H2020 program). We will present the project, its development and the key tasks that citizens are participating in, as well as its impact on the study and characterization of noise in the Advanced Virgo detector.

Presentation materials

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