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We investigate the joint primary mass, mass ratio, and redshift observed distribution of astrophysical black holes using the gravitational wave events detected by the LIGO-Virgo-KAGRA collaboration and included in the third gravitational…

High Energy Astrophysical Phenomena · Physics 2024-04-30 Stefano Rinaldi , Walter Del Pozzo , Michela Mapelli , Ana Lorenzo-Medina , Thomas Dent

The population of black holes observed via gravitational waves currently covers the local universe up to a redshift $z\lesssim 1$, for the most massive merging binaries, or $z\lesssim 0.25$ for low-mass BH binaries (BBH). Evolution of the…

General Relativity and Quantum Cosmology · Physics 2025-10-16 Jam Sadiq , Thomas Dent , Ana Lorenzo-Medina

The mass distribution of merging binary black holes is generically predicted to evolve with redshift, reflecting systematic changes in their astrophysical environment, stellar progenitors, and/or dominant formation channels over cosmic…

High Energy Astrophysical Phenomena · Physics 2025-06-04 Max Lalleman , Kevin Turbang , Thomas Callister , Nick van Remortel

The delay time distribution (DTD) of binary black hole (BBH) mergers encodes the evolutionary link between the formation history and gravitational-wave (GW) emission. We present a non-parametric reconstruction of the mass-dependent DTD…

High Energy Astrophysical Phenomena · Physics 2025-10-10 Samsuzzaman Afroz , Navdha , Suvodip Mukherjee

The mass, spin, and merger rate distribution of the binary black holes (BBHs) across cosmic redshifts provide a unique way to shed light on their formation channel. Along with the redshift dependence of the BBH merger rate, the mass…

Cosmology and Nongalactic Astrophysics · Physics 2023-07-14 Christos Karathanasis , Suvodip Mukherjee , Simone Mastrogiovanni

We introduce the first complete non-parametric model for the astrophysical distribution of the binary black hole (BBH) population. Constructed from basis splines, we use these models to conduct the most comprehensive data-driven…

High Energy Astrophysical Phenomena · Physics 2023-03-29 Bruce Edelman , Ben Farr , Zoheyr Doctor

The observation of gravitational waves from multiple compact binary coalescences by the LIGO-Virgo-KAGRA detector networks has enabled us to infer the underlying distribution of compact binaries across a wide range of masses, spins, and…

General Relativity and Quantum Cosmology · Physics 2023-11-01 Anarya Ray , Ignacio Magaña Hernandez , Siddharth Mohite , Jolien Creighton , Shasvath Kapadia

We study the evolution of the binary black hole (BBH) mass distribution across cosmic time. The second gravitational-wave transient catalog (GWTC-2) from LIGO/Virgo contains BBH events out to redshifts $z \sim 1$, with component masses in…

High Energy Astrophysical Phenomena · Physics 2021-05-12 Maya Fishbach , Zoheyr Doctor , Thomas Callister , Bruce Edelman , Jiani Ye , Reed Essick , Will M. Farr , Ben Farr , Daniel E. Holz

We explore the ability of gravitational-wave detectors to extract the redshift distribution of binary black hole (BBH) mergers. The evolution of the merger rate across redshifts $0 < z \lesssim 1$ is directly tied to the formation and…

High Energy Astrophysical Phenomena · Physics 2018-08-23 Maya Fishbach , Daniel E. Holz , Will M. Farr

Studying how the black hole (BH) - (galaxy) bulge mass relation evolves with redshift provides valuable insights into the co-evolution of supermassive black holes and their host galaxies. However, obtaining accurate measurement of BH masses…

Cosmology and Nongalactic Astrophysics · Physics 2024-03-13 Musfar Muhamed Kozhikkal , Siyuan Chen , Gilles Theureau , Melanie Habouzit , Alberto Sesana

The growing population of binary black holes (BBHs) observed by gravitational wave detectors is a potential Rosetta stone for understanding their formation channels. Here, we use an upgraded version of our semi-analytic codes {\sc…

High Energy Astrophysical Phenomena · Physics 2022-03-02 Michela Mapelli , Yann Bouffanais , Filippo Santoliquido , Manuel Arca Sedda , M. Celeste Artale

The population of the observed gravitational wave events encodes unique information on the formation and evolution of stellar-mass black holes, from the underlying astrophysical processes to the large-scale dynamics of the Universe. We use…

General Relativity and Quantum Cosmology · Physics 2025-03-03 Vasco Gennari , Simone Mastrogiovanni , Nicola Tamanini , Sylvain Marsat , Grégoire Pierra

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 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

The fourth gravitational wave transient catalog~(GWTC-4) has enabled empirical probes of the theorized pair-instability gap in the higher end of the binary black hole~(BBH) mass-spectrum. In this letter, using flexibly parametrized models,…

High Energy Astrophysical Phenomena · Physics 2026-04-02 Anarya Ray , Vicky Kalogera

Analyses of the growing catalog of binary black hole (BBH) mergers observed by the LIGO-Virgo-KAGRA detectors are beginning to resolve features in their population-level mass, spin, and redshift distributions, revealing imprints of the…

High Energy Astrophysical Phenomena · Physics 2026-05-26 April Qiu Cheng , Alexandre Toubiana , Sylvia Biscoveanu , Jonathan Gair

The detection of gravitational-wave events revealed that there are numerous populations of black hole (BH) binaries that can merge within the age of the Universe. Although several formation channels of such binaries are known, considerable…

Cosmology and Nongalactic Astrophysics · Physics 2023-01-18 So Okano , Teruaki Suyama

The redshift evolution of the binary black hole (BBH) merger rate can be expressed as the convolution of the progenitor formation rate with the distribution of time delays between formation and merger. We show that starting with data-driven…

High Energy Astrophysical Phenomena · Physics 2026-05-14 Aryanna Schiebelbein-Zwack , Maya Fishbach

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

We investigate the evolution of supermassive binary black holes (BBHs) in galaxies with realistic property distributions and the gravitational-wave (GW) radiation from the cosmic population of these BBHs. We incorporate a comprehensive…

High Energy Astrophysical Phenomena · Physics 2020-07-24 Yunfeng Chen , Qingjuan Yu , Youjun Lu
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