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In this paper, we report on the construction of a deep Artificial Neural Network (ANN) to localize simulated gravitational wave signals in the sky with high accuracy.
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Phys. Rev. D
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Journal of Physics: Conference Series
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L Wen, X Fan, and Y Chen · 2008
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Coherent algorithm for reconstructing the location of a coalescing binary using a system of three gravitational wave interferometers
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Phys. Rev. D
J. Markowitz, M. Zanolin, L. Cadonati, and E. Katsavounidis · 2008
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Classical and Quantum Gravity
C. D. Ott · 2009
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Stochastic template placement algorithm for gravitational wave data analysis
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Phys. Rev. D
Alessandra Buonanno, Bala R. Iyer, Evan Ochsner, Yi Pan, and B. S. Sathyaprakash · 2009
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Classical and Quantum Gravity
Antony C Searle, Patrick J Sutton, and Massimo Tinto · 2009
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Curriculum learning
Yoshua Bengio, Jérôme Louradour, Ronan Collobert, and Jason Weston · 2009
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Geometrical expression for the angular resolution of a network of gravitational-wave detectors
Linqing Wen and Yanbei Chen · 2010
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Phys. Rev. D
K. G. Arun, Alessandra Buonanno, Guillaume Faye, and Evan Ochsner · 2011
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Triangulation of gravitational wave sources with a network of detectors
Stephen Fairhurst · 2011
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chapter Gravitational Wave Detectors, pages 241–244
J. D. E. Creighton and W. G. Anderson · 2011
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The Astrophysical Journal
Kipp Cannon, Romain Cariou, Adrian Chapman, Mireia Crispin-Ortuzar, Nickolas Fotopoulos, Melissa Frei, Chad Hanna, Erin Kara, Drew Keppel, Laura Liao, Stephen Privitera, Antony Searle, Leo Singer, and Alan Weinstein · 2012
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Detecting binary neutron star systems with spin in advanced gravitational-wave detectors
Duncan A. Brown, Ian Harry, Andrew Lundgren, and Alexander H. Nitz · 2012
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Astrophys. J
S. Nissanke, M. Kasliwal, and A. Georgieva · 2013
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Visualizing and understanding convolutional networks
Matthew D Zeiler and Rob Fergus · 2013
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Classical and Quantum Gravity
P. Mösta, B. C. Mundim, J. A. Faber, et al · 2014
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Phys. Rev. D
E. Abdikamalov, S. Gossan, A. M. DeMaio, C. D. Ott, et al · 2014
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Implementing a search for aligned-spin neutron star-black hole systems with advanced ground based gravitational wave detectors
Tito Dal Canton, Alexander H. Nitz, Andrew P. Lundgren, Alex B. Nielsen, Duncan A. Brown, Thomas Dent, Ian W. Harry, Badri Krishnan, Andrew J. Miller, Karl Wette, Karsten Wiesner, and Joshua L. Willis · 2014
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Effectual template bank for the detection of gravitational waves from inspiralling compact binaries with generic spins
P. Ajith, N. Fotopoulos, S. Privitera, A. Neunzert, N. Mazumder, and A. J. Weinstein · 2014
SHORT GAMMA-RAY BURSTS FROM THE MERGER OF TWO BLACK HOLES
Rosalba Perna, Davide Lazzati, and Bruno Giacomazzo · 2016
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Rapid bayesian position reconstruction for gravitational-wave transients
Leo P. Singer and Larry R. Price · 2016
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Gw170104: Observation of a 50-solar-mass binary black hole coalescence at redshift 0.2
B. P. Abbott, R. Abbott, T. D. Abbott, M. R. Abernathy, F. Acernese, K. Ackley, C. Adams, T. Adams, P. Addesso, R. X. Adhikari, et al · 2017
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Gw170814: A three-detector observation of gravitational waves from a binary black hole coalescence
B. P. Abbott, R. Abbott, T. D. Abbott, M. R. Abernathy, F. Acernese, K. Ackley, C. Adams, T. Adams, P. Addesso, R. X. Adhikari, et al · 2017
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Gw170817: Observation of gravitational waves from a binary neutron star inspiral
B. P. Abbott, R. Abbott, T. D. Abbott, M. R. Abernathy, F. Acernese, K. Ackley, C. Adams, T. Adams, P. Addesso, R. X. Adhikari, et al · 2017
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Cited alongside, same era.
Gravitational radiation from post-newtonian sources and inspiralling compact binaries
Luc Blanchet · 2014
Cited alongside, same era.
Generative adversarial networks
Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio · 2014
Cited alongside, same era.
Semantic image segmentation with deep convolutional nets and fully connected crfs
Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos, Kevin Murphy, and Alan L. Yuille · 2014
Cited alongside, same era.
Going deeper with convolutions
Christian Szegedy, Wei Liu, Yangqing Jia, Pierre Sermanet, Scott Reed, Dragomir Anguelov, Dumitru Erhan, Vincent Vanhoucke, and Andrew Rabinovich · 2014
Cited alongside, same era.
Deep visual-semantic alignments for generating image descriptions
Andrej Karpathy and Li Fei-Fei · 2014
Cited alongside, same era.
Adam: A method for stochastic optimization
Diederik P. Kingma and Jimmy Ba · 2014
Cited alongside, same era.
Multi-messenger observations of a binary neutron star merger
B. P. Abbott, R. Abbott, T. D. Abbott, M. R. Abernathy, F. Acernese, K. Ackley, C. Adams, T. Adams, P. Addesso, R. X. Adhikari, et al · 2017
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Swope supernova survey 2017a (sss17a), the optical counterpart to a gravitational wave source
D. A. Coulter, R. J. Foley, C. D. Kilpatrick, M. R. Drout, A. L. Piro, B. J. Shappee, M. R. Siebert, J. D. Simon, N. Ulloa, D. Kasen, B. F. Madore, A. Murguia-Berthier, Y.-C. Pan, J. X. Prochaska, E. Ramirez-Ruiz, A. Rest, and C. Rojas-Bravo · 2017
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Journal of Computational Physics
L. E. Kidder, S. E. Field, F. Foucart, E. Schnetter, S. A. Teukolsky, A. Bohn, N. Deppe, P. Diener, F. Hébert, J. Lippuner, J. Miller, C. D. Ott, M. A. Scheel, and T. Vincent · 2017
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Designing a template bank to observe compact binary coalescences in advanced ligo’s second observing run
Tito Dal Canton and Ian W. Harry · 2017
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Deep multi-view models for glitch classification
Sara Bahaadini, Neda Rohani, Scott Coughlin, Michael Zevin, Vicky Kalogera, and Aggelos K Katsaggelos · 2017
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On the possible gamma-ray burst–gravitational wave association in gw150914
Agnieszka Janiuk, M. Bejger, S. Charzyński, and P. Sukova · 2017
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Electromagnetic signals following stellar-mass black hole mergers
S. E. de Mink and A. King · 2017
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Phys. Rev. D
Alejandro Bohé, Lijing Shao, Andrea Taracchini, Alessandra Buonanno, Stanislav Babak, Ian W. Harry, Ian Hinder, Serguei Ossokine, Michael Pürrer, Vivien Raymond, Tony Chu, Heather Fong, Prayush Kumar, Harald P. Pfeiffer, Michael Boyle, Daniel A. Hemberger, Lawrence E. Kidder, Geoffrey Lovelace, Mark A. Scheel, and Béla Szilágyi · 2017
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Phys. Rev. D
Daniel George, Hongyu Shen, and E. A. Huerta · 2018
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Deep neural networks to enable real-time multimessenger astrophysics
Daniel George and E. A. Huerta · 2018
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Classification and unsupervised clustering of ligo data with deep transfer learning
Daniel George, Hongyu Shen, and E. A. Huerta · 2018
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Finding the origin of noise transients in ligo data with machine learning
Marco Cavaglia, Kai Staats, and Teerth Gill · 2018
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Total-variation methods for gravitational-wave denoising: Performance tests on advanced ligo data
Alejandro Torres-Forné, Elena Cuoco, Antonio Marquina, José A. Font, and José M. Ibáñez · 2018
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Fusing numerical relativity and deep learning to detect higher-order multipole waveforms from eccentric binary black hole mergers
Adam Rebei, E. A. Huerta, Sibo Wang, Sarah Habib, Roland Haas, Daniel Johnson, and Daniel George · 2018
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Physics Letters B
Daniel George and E.A. Huerta · 2018
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Phys. Rev. D
Antonis Mytidis, Athanasios Aris Panagopoulos, Orestis P. Panagopoulos, Andrew Miller, and Bernard Whiting · 2019
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Machine learning on difference image analysis: A comparison of methods for transient detection
B. Sánchez, M.J. Domínguez R., M. Lares, M. Beroiz, J.B. Cabral, S. Gurovich, C. Quiñones, R. Artola, C. Colazo, M. Schneiter, C. Girardini, M. Tornatore, J.L. Nilo Castellón, D. García Lambas, and M.C. Díaz · 2019
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Classification of gravitational-wave glitches via dictionary learning
Miquel Llorens-Monteagudo, Alejandro Torres-Forné, José A Font, and Antonio Marquina · 2019
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Possible electromagnetic manifestations of merging black holes
D. V. Bisikalo, A. G. Zhilkin, and E. P. Kurbatov · 2019
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Convolutional neural networks: a magic bullet for gravitational-wave detection?
Timothy D. Gebhard, Niki Kilbertus, Ian Harry, and Bernhard Schölkopf · 2019
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gwastro/pycbc: Pycbc release v1.13.5, March 2019
Alex Nitz, Ian Harry, Duncan Brown, Christopher M. Biwer, Josh Willis, Tito Dal Canton, Larne Pekowsky, Collin Capano, Thomas Dent, Andrew R. Williamson, Soumi De, Miriam Cabero, Bernd Machenschalk, Prayush Kumar, Steven Reyes, Thomas Massinger, Duncan Macleod, Amber Lenon, Stephen Fairhurst, Sebastian Khan, GarethDaviesGW, Alex Nielsen, shasvath, dfinstad, Francesco Pannarale, Leo Singer, Márton Tápai, Hunter Gabbard, Peter Couvares, and Lorena Magaña Zertuche · 2019
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Gravitational wave denoising of binary black hole mergers with deep learning
Wei Wei and E. A. Huerta · 2019
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