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Main Authors: Ray, Anarya, Hernandez, Ignacio Magaña, Breivik, Katelyn, Creighton, Jolien
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2404.03166
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author Ray, Anarya
Hernandez, Ignacio Magaña
Breivik, Katelyn
Creighton, Jolien
author_facet Ray, Anarya
Hernandez, Ignacio Magaña
Breivik, Katelyn
Creighton, Jolien
contents Astrophysically motivated population models for binary black hole observables are often insufficient to capture the imprints of multiple formation channels. This is mainly due to the strongly parametrized nature of such investigations. Using a non-parametric model for the joint population-level distributions of binary black hole component masses and effective inspiral spins, we find hints of multiple subpopulations in the third gravitational wave transient catalog. The higher (more positive) spin subpopulation is found to have a mass-spectrum without any feature at the $30-40M_{\odot}$, which is consistent with the predictions of isolated stellar binary evolution, simulations for which place the pile up due to pulsational pair-instability supernovae near $50M_{\odot}$ or higher. The other sub-population with effective spins closer to zero shows a feature at $30-40M_{\odot}$ and is consistent with binary black holes formed dynamically in globular clusters, which are expected to peak around $30M_{\odot}$. We also compute merger rates for these two subpopulations and find that they are consistent with the theoretical predictions of the corresponding formation channels. We validate our results by checking their robustness against variations of several model configurations and by analyzing large simulated catalogs with the same model.
format Preprint
id arxiv_https___arxiv_org_abs_2404_03166
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Searching for binary black hole sub-populations in gravitational wave data using binned Gaussian processes
Ray, Anarya
Hernandez, Ignacio Magaña
Breivik, Katelyn
Creighton, Jolien
High Energy Astrophysical Phenomena
Astrophysically motivated population models for binary black hole observables are often insufficient to capture the imprints of multiple formation channels. This is mainly due to the strongly parametrized nature of such investigations. Using a non-parametric model for the joint population-level distributions of binary black hole component masses and effective inspiral spins, we find hints of multiple subpopulations in the third gravitational wave transient catalog. The higher (more positive) spin subpopulation is found to have a mass-spectrum without any feature at the $30-40M_{\odot}$, which is consistent with the predictions of isolated stellar binary evolution, simulations for which place the pile up due to pulsational pair-instability supernovae near $50M_{\odot}$ or higher. The other sub-population with effective spins closer to zero shows a feature at $30-40M_{\odot}$ and is consistent with binary black holes formed dynamically in globular clusters, which are expected to peak around $30M_{\odot}$. We also compute merger rates for these two subpopulations and find that they are consistent with the theoretical predictions of the corresponding formation channels. We validate our results by checking their robustness against variations of several model configurations and by analyzing large simulated catalogs with the same model.
title Searching for binary black hole sub-populations in gravitational wave data using binned Gaussian processes
topic High Energy Astrophysical Phenomena
url https://arxiv.org/abs/2404.03166