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Source-Agnostic Gravitational-Wave Detection with Recurrent Autoencoders

We present an application of anomaly detection techniques based on deep recurrent autoencoders (AEs) to the problem of detecting gravitational wave (GW) signals in laser interferometers. Trained on noise data, this class of algorithms could detect signals using an unsupervised strategy, i.e. without...

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Detalles Bibliográficos
Autores principales: Moreno, Eric A., Borzyszkowski, Bartlomiej, Pierini, Maurizio, Vlimant, Jean-Roch, Spiropulu, Maria
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:https://dx.doi.org/10.1088/2632-2153/ac5435
http://cds.cern.ch/record/2777883