Physics-inspired spatiotemporal-graph AI ensemble for the detection of higher order wave mode signals of spinning binary black hole mergers

We present a new class of AI models for the detection of quasi-circular, spinning, non-precessing binary black hole mergers whose waveforms include the higher order gravitational wave modes $(\ell, |m|) = \{(2, 2), (2, 1), (3, 3), (3, 2), (4, 4)\}$ , and mode mixing effects in the $\ell = 3, |m| = 2...

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Bibliographic Details

Published in:	Machine Learning: Science and Technology
Main Authors:	Minyang Tian, E A Huerta, Huihuo Zheng, Prayush Kumar
Format:	Article
Language:	English
Published:	IOP Publishing 2024-01-01
Subjects:	AI black holes gravitational waves supercomputing
Online Access:	https://doi.org/10.1088/2632-2153/ad4c37