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We present the first estimation of the mass and spin magnitude of Kerr black holes resulting from the coalescence of binary black holes using a deep neural network.
Rotating black holes: locally nonrotating frames, energy extraction, and scalar synchrotron radiation
James M Bardeen, William H Press, and Saul A Teukolsky · 1972
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LIGO - The Laser Interferometer Gravitational-Wave Observatory
A. Abramovici, W. E. Althouse, R. W. P. Drever, Y. Gursel, S. Kawamura, F. J. Raab, D. Shoemaker, L. Sievers, R. E. Spero, K. S. Thorne, R. E. Vogt, R. Weiss, S. E. Whitcomb, and M. E. Zucker · 1992
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Calibration of Moving Puncture Simulations
Bernd Bruegmann, Jose A. Gonzalez, Mark Hannam, Sascha Husa, Ulrich Sperhake, and Wolfgang Tichy · 2008
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Reducing phase error in long numerical binary black hole evolutions with sixth order finite differencing
Sascha Husa, Jose A. Gonzalez, Mark Hannam, Bernd Bruegmann, and Ulrich Sperhake · 2008
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High accuracy simulations of black hole binaries: Spins anti-aligned with the orbital angular momentum
Tony Chu, Harald P. Pfeiffer, and Mark A. Scheel · 2009
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Simulating merging binary black holes with nearly extremal spins
Geoffrey Lovelace, Mark.A. Scheel, and Bela Szilagyi · 2011
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Accurate gravitational waveforms for binary-black-hole mergers with nearly extremal spins
Geoffrey Lovelace, Michael Boyle, Mark A. Scheel, and Bela Szilagyi · 2012
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Simulations of non-equal mass black hole binaries with spectral methods
Luisa T. Buchman, Harald P. Pfeiffer, Mark A. Scheel, and Bela Szilagyi · 2012
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Precessing Binary Black Holes Simulations: Quasicircular Initial Data
Abdul H. Mroue and Harald P. Pfeiffer · 2012
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Final spin and radiated energy in numerical simulations of binary black holes with equal masses and equal, aligned or anti-aligned spins
Daniel A. Hemberger, Geoffrey Lovelace, Thomas J. Loredo, Lawrence E. Kidder, Mark A. Scheel, Bela Szilagyi, Nicholas W. Taylor, and Saul A. Teukolsky · 2013
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Catalog of 174 Binary Black Hole Simulations for Gravitational Wave Astronomy
Abdul H. Mroue et al · 2013
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Gravitational radiation from post-newtonian sources and inspiralling compact binaries
Luc Blanchet · 2014
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Remnant mass, spin, and recoil from spin aligned black-hole binaries
James Healy, Carlos O. Lousto, and Yosef Zlochower · 2014
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Simple Model of Complete Precessing Black-Hole-Binary Gravitational Waveforms
Mark Hannam, Patricia Schmidt, Alejandro Bohé, Leïla Haegel, Sascha Husa, Frank Ohme, Geraint Pratten, and Michael Pürrer · 2014
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Error-analysis and comparison to analytical models of numerical waveforms produced by the NRAR Collaboration
Ian Hinder et al · 2014
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Advanced Virgo: a second-generation interferometric gravitational wave detector
F. Acernese et al · 2015
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Deep learning
Yann LeCun, Yoshua Bengio, and Geoffrey Hinton · 2015
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Nearly extremal apparent horizons in simulations of merging black holes
Geoffrey Lovelace et al · 2015
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Improved methods for simulating nearly extremal binary black holes
Mark A. Scheel, Matthew Giesler, Daniel A. Hemberger, Geoffrey Lovelace, Kevin Kuper, Michael Boyle, B. Szilagyi, and Lawrence E. Kidder · 2015
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Fast and Accurate Prediction of Numerical Relativity Waveforms from Binary Black Hole Coalescences Using Surrogate Models
Jonathan Blackman, Scott E. Field, Chad R. Galley, Bela Szilagyi, Mark A. Scheel, Manuel Tiglio, and Daniel A. Hemberger · 2015
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Accuracy and precision of gravitational-wave models of inspiraling neutron star-black hole binaries with spin: Comparison with matter-free numerical relativity in the low-frequency regime
Prayush Kumar, Kevin Barkett, Swetha Bhagwat, Nousha Afshari, Duncan A. Brown, Geoffrey Lovelace, Mark A. Scheel, and Bela Szilagyi · 2015
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Spin flips in generic black hole binaries
Carlos O. Lousto, James Healy, and Hiroyuki Nakano · 2016
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Unstable flip-flopping spinning binary black holes
Carlos O. Lousto and James Healy · 2016
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Georgia tech catalog of gravitational waveforms
Karan Jani, James Healy, James A Clark, Lionel London, Pablo Laguna, and Deirdre Shoemaker · 2016
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Hierarchical data-driven approach to fitting numerical relativity data for nonprecessing binary black holes with an application to final spin and radiated energy
Xisco Jiménez-Forteza, David Keitel, Sascha Husa, Mark Hannam, Sebastian Khan, and Michael Pürrer · 2017
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Remnant of binary black-hole mergers: New simulations and peak luminosity studies
James Healy and Carlos O. Lousto · 2017
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Nonspinning binary black hole merger scenario revisited
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Flip-flopping binary black holes
Carlos O. Lousto and James Healy · 2015
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Perturbative extraction of gravitational waveforms generated with numerical relativity
Hiroyuki Nakano, James Healy, Carlos O. Lousto, and Yosef Zlochower · 2015
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TensorFlow: Large-scale machine learning on heterogeneous systems, 2015
Martín Abadi, Ashish Agarwal, Paul Barham, Eugene Brevdo, Zhifeng Chen, Craig Citro, Greg S. Corrado, Andy Davis, Jeffrey Dean, Matthieu Devin, Sanjay Ghemawat, Ian Goodfellow, Andrew Harp, Geoffrey Irving, Michael Isard, Yangqing Jia, Rafal Jozefowicz, Lukasz Kaiser, Manjunath Kudlur, Josh Levenberg, Dandelion Mané, Rajat Monga, Sherry Moore, Derek Murray, Chris Olah, Mike Schuster, Jonathon Shlens, Benoit Steiner, Ilya Sutskever, Kunal Talwar, Paul Tucker, Vincent Vanhoucke, Vijay Vasudevan, Fernanda Viégas, Oriol Vinyals, Pete Warden, Martin Wattenberg, Martin Wicke, Yuan Yu, and Xiaoqiang Zheng · 2015
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GW150914: The Advanced LIGO Detectors in the Era of First Discoveries
B. P. Abbott et al · 2016
Cited alongside, same era.
Frequency-domain gravitational waves from nonprecessing black-hole binaries. I. New numerical waveforms and anatomy of the signal
Sascha Husa, Sebastian Khan, Mark Hannam, Michael Pürrer, Frank Ohme, Xisco Jiménez Forteza, and Alejandro Bohé · 2016
Cited alongside, same era.
The final spin from binary black holes in quasi-circular orbits
Fabian Hofmann, Enrico Barausse, and Luciano Rezzolla · 2016
Cited alongside, same era.
Frequency-domain gravitational waves from nonprecessing black-hole binaries. II. A phenomenological model for the advanced detector era
Sebastian Khan, Sascha Husa, Mark Hannam, Frank Ohme, Michael Pürrer, Xisco Jiménez Forteza, and Alejandro Bohé · 2016
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James Healy, Carlos O. Lousto, and Yosef Zlochower · 2017
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Post-newtonian quasicircular initial orbits for numerical relativity
James Healy, Carlos O Lousto, Hiroyuki Nakano, and Yosef Zlochower · 2017
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GWTC-1: A Gravitational-Wave Transient Catalog of Compact Binary Mergers Observed by LIGO and Virgo during the First and Second Observing Runs
B. P. Abbott et al · 2018
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High-accuracy mass, spin, and recoil predictions of generic black-hole merger remnants
Vijay Varma, Davide Gerosa, François Hébert, Leo C. Stein, and Hao Zhang · 2018
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Surrogate model of hybridized numerical relativity binary black hole waveforms
Vijay Varma, Scott Field, Mark A. Scheel, Jonathan Blackman, Lawrence E. Kidder, and Harald P. Pfeiffer · 2018
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Targeted numerical simulations of binary black holes for gw170104
J. Healy, J. Lange, R. O’Shaughnessy, C. O. Lousto, M. Campanelli, A. R. Williamson, Y. Zlochower, J. Calderón Bustillo, J. A. Clark, C. Evans, D. Ferguson, S. Ghonge, K. Jani, B. Khamesra, P. Laguna, D. M. Shoemaker, M. Boyle, A. García, D. A. Hemberger, L. E. Kidder, P. Kumar, G. Lovelace, H. P. Pfeiffer, M. A. Scheel, and S. A. Teukolsky · 2018
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Evolutions of unequal mass, highly spinning black hole binaries
James Healy, Carlos O. Lousto, Ian Ruchlin, and Yosef Zlochower · 2018
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Hangup effect in unequal mass binary black hole mergers and further studies of their gravitational radiation and remnant properties
James Healy and Carlos O. Lousto · 2018
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LIGO Algorithm Library - LALSuite
LIGO Scientific Collaboration · 2018
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Tests of General Relativity with the Binary Black Hole Signals from the LIGO-Virgo Catalog GWTC-1
B. P. Abbott et al · 2019
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The sxs collaboration catalog of binary black hole simulations
Michael Boyle, Daniel Hemberger, Dante A B Iozzo, Geoffrey Lovelace, Serguei Ossokine, Harald P Pfeiffer, Mark A Scheel, Leo C Stein, Charles J Woodford, Aaron B Zimmerman, and et al · 2019
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