Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers

A major boost in the understanding of the universe was given by the revelation of the first coalescence event of two neutron stars (GW170817) and the observation of the same event across the entire electromagnetic spectrum. With third-generation gravitational wave detectors and the new astronomical...

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Autores principales:	Elena Cuoco, Barbara Patricelli, Alberto Iess, Filip Morawski
Formato:	article
Lenguaje:	EN
Publicado:	MDPI AG 2021
Materias:	gravitational waves gamma-ray bursts neutron stars multi-messenger astronomy multimodal analysis Elementary particle physics QC793-793.5
Acceso en línea:	https://doaj.org/article/67f79c0aaca1488b9ae7d789a6264a67
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id	oai:doaj.org-article:67f79c0aaca1488b9ae7d789a6264a67
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spelling	oai:doaj.org-article:67f79c0aaca1488b9ae7d789a6264a672021-11-25T19:09:26ZMultimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers10.3390/universe71103942218-1997https://doaj.org/article/67f79c0aaca1488b9ae7d789a6264a672021-10-01T00:00:00Zhttps://www.mdpi.com/2218-1997/7/11/394https://doaj.org/toc/2218-1997A major boost in the understanding of the universe was given by the revelation of the first coalescence event of two neutron stars (GW170817) and the observation of the same event across the entire electromagnetic spectrum. With third-generation gravitational wave detectors and the new astronomical facilities, we expect many multi-messenger events of the same type. We anticipate the need to analyse the data provided to us by such events not only to fulfil the requirements of real-time analysis, but also in order to decipher the event in its entirety through the information emitted in the different messengers using machine learning. We propose a change in the paradigm in the way we do multi-messenger astronomy, simultaneously using the complete information generated by violent phenomena in the Universe. What we propose is the application of a multimodal machine learning approach to characterize these events.Elena CuocoBarbara PatricelliAlberto IessFilip MorawskiMDPI AGarticlegravitational wavesgamma-ray burstsneutron starsmulti-messenger astronomymultimodal analysisElementary particle physicsQC793-793.5ENUniverse, Vol 7, Iss 394, p 394 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	gravitational waves gamma-ray bursts neutron stars multi-messenger astronomy multimodal analysis Elementary particle physics QC793-793.5
spellingShingle	gravitational waves gamma-ray bursts neutron stars multi-messenger astronomy multimodal analysis Elementary particle physics QC793-793.5 Elena Cuoco Barbara Patricelli Alberto Iess Filip Morawski Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers
description	A major boost in the understanding of the universe was given by the revelation of the first coalescence event of two neutron stars (GW170817) and the observation of the same event across the entire electromagnetic spectrum. With third-generation gravitational wave detectors and the new astronomical facilities, we expect many multi-messenger events of the same type. We anticipate the need to analyse the data provided to us by such events not only to fulfil the requirements of real-time analysis, but also in order to decipher the event in its entirety through the information emitted in the different messengers using machine learning. We propose a change in the paradigm in the way we do multi-messenger astronomy, simultaneously using the complete information generated by violent phenomena in the Universe. What we propose is the application of a multimodal machine learning approach to characterize these events.
format	article
author	Elena Cuoco Barbara Patricelli Alberto Iess Filip Morawski
author_facet	Elena Cuoco Barbara Patricelli Alberto Iess Filip Morawski
author_sort	Elena Cuoco
title	Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers
title_short	Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers
title_full	Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers
title_fullStr	Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers
title_full_unstemmed	Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers
title_sort	multimodal analysis of gravitational wave signals and gamma-ray bursts from binary neutron star mergers
publisher	MDPI AG
publishDate	2021
url	https://doaj.org/article/67f79c0aaca1488b9ae7d789a6264a67
work_keys_str_mv	AT elenacuoco multimodalanalysisofgravitationalwavesignalsandgammarayburstsfrombinaryneutronstarmergers AT barbarapatricelli multimodalanalysisofgravitationalwavesignalsandgammarayburstsfrombinaryneutronstarmergers AT albertoiess multimodalanalysisofgravitationalwavesignalsandgammarayburstsfrombinaryneutronstarmergers AT filipmorawski multimodalanalysisofgravitationalwavesignalsandgammarayburstsfrombinaryneutronstarmergers
_version_	1718410220304072704

Multimodal Analysis of Gravitational Wave Signals and Gamma-Ray Bursts from Binary Neutron Star Mergers

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