Fays, Maxime ; Université de Liège - ULiège > Unités de recherche interfacultaires > Space sciences, Technologies and Astrophysics Research (STAR) ; LIGO Laboratory, California Institute of Technology, Pasadena, CA 91125, United States
Boudart, Vincent ; Université de Liège - ULiège > Unités de recherche interfacultaires > Space sciences, Technologies and Astrophysics Research (STAR)
Language :
English
Title :
ALBUS: a machine learning algorithm for gravitational wave burst searches
Publication date :
2022
Event name :
yes
Event date :
01/01/2022
Main work title :
ALBUS
Editor :
Tsumoto S.
Ohsawa Y.
Chen L.
Van den Poel D.
Hu X.
Motomura Y.
Takagi T.
Wu L.
Xie Y.
Abe A.
Raghavan V.
Publisher :
Institute of Electrical and Electronics Engineers Inc.
J. Aasi et al., "Advanced LIGO", Class. Quant. Grav., vol. 32, num. 7, pp. 074001, Mars 2015.
F. Acernese et al., "Advanced Virgo: a second-generation interferometric gravitational wave detector", Class. Quant. Grav., vol. 32, num. 2, pp. 024001, 2015.
R. Abbott et al., The LIGO Scientific, the Virgo and the KAGRA Collaborations, "GWTC-3: Compact Binary Coalescences Observed by LIGO and Virgo During the Second Part of the Third Observing Run", arXiv:2111.03606, 2021.
R. Abbott et al., The LIGO Scientific, the Virgo and the KAGRA Collaborations, "Observation of Gravitational Waves from Two Neutron Star-Black Hole Coalescences", Astrophys. J. Lett., vol. 915, num. 1, pp. L5, 2021.
B.P. Abbott et al., "GW170817: Observation of Gravitational Waves from a Binary Neutron Star Inspiral", Phys. Rev. Lett., vol. 119, pp. 161101, 2017.
M. H. P. M. van Putten et al., "Prospects for multi-messenger extended emission from core-collapse supernovae in the Local Universe", Eur. Phys. J. Plus, vol. 134, num. 10, pp. 537, 2019.
S. Dall'Osso, B. Giacomazzo, R. Perna and L. Stella, "Gravitational Waves from Massive Magnetars Formed in Binary Neutron Star Mergers", Astrophys. J., vol. 798, num. 1, pp. 25, 2015.
A. Corsi and P. Meszaros, "Gamma-Ray Burst Afterglow plateaus and gravitational waves: multi-messenger signature of a millisecond magnetar?", Astrophys. J., vol. 702, num. 2, pp. 1171-1178, 2009.
P. Welch, "The use of fast Fourier transform for the estimation of power spectra: A method based on time averaging over short, modified periodograms", IEEE Transactions on Audio and Electroacoustics, vol. 15, num. 2, pp. 70-73, 1967.
E. Cuoco et al., "On-line power spectra identification and whitening for the noise in interferometric gravitational wave detectors", Class. Quant. Grav., vol. 18, num. 9, pp. 1727-1751, 2001.
M. Was et al., "On the background estimation by time slides in a network of gravitational wave detectors", Class. Quant. Grav., vol. 27, num. 1, pp. 015005, 2010.
J. Redmon, S. Divvala, R. Girshick and A. Farhadi., "You Only Look Once: Unified, Real-Time Object Detection", in 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), IEEE Computer Society, pp. 779-788, June 2016.
A. Krizhevsky, I. Sutskever and G. E. Hinton., "ImageNet Classification with Deep Convolutional Neural Networks", in Proceedings of the 25th International Conference on Neural Information Processing Systems-Volume 1, Curran Associates Inc., pp. 1097-1105, 2012.
P. Virtanen et al., "SciPy 1.0: fundamental algorithms for scientific computing in Python", Nature Methods, Springer Science and Business Media LLC, vol. 17, num. 3, pp. 261-272, 2020.
F. Xing et al., "Towards pixel-to-pixel deep nucleus detection in microscopy images", BMC Bioinformatics, vol. 20, pp. 472, 2019.
D. Kingma and J. Ba, "Adam: A Method for Stochastic Optimization", in 3rd International Conference on Learning Representations ICLR Conference Track Proceedings, 2015.
R. Abbott et al., The LIGO Scientific and the Virgo and the KAGRA Collaborations, "All-sky search for long-duration gravitational-wave bursts in the third Advanced LIGO and Advanced Virgo run", Phys. Rev. D., vol. 104, pp.102001, 2021.
