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We use Support Vector Machines (SVMs) to classify the spin of a black hole. The SVMs are trained and tested with a catalog of numerically generated images of black holes, assuming disk and spherical matter models with monochromatic emission…

General Relativity and Quantum Cosmology · Physics 2019-05-22 J. A. Gonzalez , F. S. Guzman

We develop a new method based on Gaussian process to reconstruct the mass distribution of binary black holes (BBHs). Instead of prespecifying the formalisms of mass distribution, we introduce a more flexible and nonparametric model with…

High Energy Astrophysical Phenomena · Physics 2021-08-18 Yin-Jie Li , Yuan-Zhu Wang , Ming-Zhe Han , Shao-Peng Tang , Qiang Yuan , Yi-Zhong Fan , Da-Ming Wei

The measurement of black hole spin is considered one of the key problems in relativistic astrophysics. Existing methods, such as continuum fitting, X-ray reflection spectroscopy and quasi-periodic oscillation analysis, have systematic…

High Energy Astrophysical Phenomena · Physics 2025-08-13 Stella Menziltsidou

The astrophysical formation channels of binary black hole systems predict correlations between their mass, spin, and redshift distributions, which can be probed with gravitational-wave observations. Population-level analysis of the latest…

High Energy Astrophysical Phenomena · Physics 2023-12-05 Jack Heinzel , Sylvia Biscoveanu , Salvatore Vitale

A black-hole neutron-star binary merger can lead to an electromagnetic counterpart called a kilonova if the neutron star is disrupted prior to merger. The observability of a kilonova depends on the amount of neutron star ejecta, which is…

High Energy Astrophysical Phenomena · Physics 2023-02-03 Nathan Steinle , Benjamin P. Gompertz , Matt Nicholl

We review current challenges in understanding the values and origin of the spins of black holes in binaries. Thanks to recent advances in astrophysical instrumentation, the spins can now be measured using both gravitational waves emitted by…

High Energy Astrophysical Phenomena · Physics 2026-02-06 Andrzej A. Zdziarski , Gregoire Marcel , Alexandra Veledina , Aleksandra Olejak , Debora Lancova

We study the formation of coalescing binary black holes via the evolution of isolated field binaries that go through the common envelope phase in order to obtain the combined distributions of the main observables of Advanced LIGO. We used a…

Understanding the growth of supermassive black holes (SMBHs) requires observational constraints on how their angular momentum (or spin) varies with mass, since the relative importance of coherent accretion, chaotic accretion, and mergers…

There is increasing evidence for multiple binary black hole~(BBH) subpopulations in the cumulative gravitational wave catalog by the LIGO-Virgo-KAGRA Collaboration. The astrophysical interpretation of this complex underlying population is…

High Energy Astrophysical Phenomena · Physics 2026-03-19 Anarya Ray , Shirsha Mukherjee , Michael Zevin , Vicky Kalogera

The precessional motion of binary black holes can be classified into one of three morphologies, based on the evolution of the angle between the components of the spins in the orbital plane: Circulating, librating around 0, and librating…

High Energy Astrophysical Phenomena · Physics 2024-06-24 Nathan K. Johnson-McDaniel , Khun Sang Phukon , N. V. Krishnendu , Anuradha Gupta

The component black holes (BHs) observed in gravitational-wave (GW) binary black hole (BBH) events tend to be more massive and slower spinning than those observed in black hole X-ray binaries (BH-XRBs). Without modeling their evolutionary…

High Energy Astrophysical Phenomena · Physics 2022-04-27 Maya Fishbach , Vicky Kalogera

Accreting supermassive binary black holes (SMBBHs) are potential targets for multi-messenger astronomy as they emit gravitational waves (GW) while their environment emits electromagnetic (EM) waves. In order to get the most out of a joint…

High Energy Astrophysical Phenomena · Physics 2023-01-04 Raphaël Mignon-Risse , Peggy Varniere , Fabien Casse

The degree of black-hole spin-orbit misalignment ("tilts") in the astrophysical population could be a powerful diagnostic to distinguish between binary formation in isolation, in dynamical environments, or in hierarchical triples. However,…

High Energy Astrophysical Phenomena · Physics 2026-05-08 Noah E. Wolfe , Salvatore Vitale , Michael Zevin

Supermassive black holes (SMBHs) are ubiquitously found at the centers of most galaxies. Measuring SMBH mass is important for understanding the origin and evolution of SMBHs. However, traditional methods require spectral data which is…

Astrophysics of Galaxies · Physics 2020-12-02 Joshua Yao-Yu Lin , Sneh Pandya , Devanshi Pratap , Xin Liu , Matias Carrasco Kind

Orbital eccentricity remains one of the least accessible parameters in observations of binary black hole (BBH) systems, largely erased by gravitational radiation long before detection. We introduce a new method to recover this lost…

High Energy Astrophysical Phenomena · Physics 2025-12-29 Vishal Baibhav

Black hole spin is a quantity of great interest to both physicists and astrophysicists. We review the current status of spin measurements in supermassive black holes (SMBH). To date, every robust SMBH spin measurement uses X-ray reflection…

High Energy Astrophysical Phenomena · Physics 2015-06-16 Christopher S. Reynolds

Angular momentum transport in high-mass stars is commonly modeled by extrapolating the behavior of better-observed low-mass stars. According to the conventional picture, the cores of most black hole progenitors lose almost all of their…

High Energy Astrophysical Phenomena · Physics 2025-12-02 Christian Adamcewicz , Nir Guttman , Paul D. Lasky , Eric Thrane

Black hole-neutron star (BHNS) binaries are important sources of gravitational waves for second-generation interferometers, and BHNS mergers are also a proposed engine for short, hard gamma-ray bursts. The behavior of both the spacetime…

General Relativity and Quantum Cosmology · Physics 2013-07-12 Geoffrey Lovelace , Matthew D. Duez , Francois Foucart , Lawrence E. Kidder , Harald P. Pfeiffer , Mark A. Scheel , Bela Szilagyi

Gravitational waves from compact binary mergers provide a direct measurement of luminosity distance, which, in combination with redshift information, serves as a cosmological probe. In order to statistically infer merger redshifts, the…

Cosmology and Nongalactic Astrophysics · Physics 2025-02-18 Hui Tong , Maya Fishbach , Eric Thrane

The detection of gravitational waves from binary black holes (BBHs) started the hunt for their pre-merger electromagnetic emission. In that respect, numerical simulations have been looking for the "smoking gun" signal that could help…

High Energy Astrophysical Phenomena · Physics 2025-03-07 Peggy Varniere , Raphaël Mignon-Risse , Fabien Casse
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