Physics-Informed Priors Improve Gravitational-Wave Constraints on Neutron-Star Matter

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Autori principali: Magnall, Spencer J., Ecker, Christian, Rezzolla, Luciano, Lasky, Paul D., Goode, Simon R.
Natura: Preprint
Pubblicazione: 2025
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author Magnall, Spencer J.
Ecker, Christian
Rezzolla, Luciano
Lasky, Paul D.
Goode, Simon R.
author_facet Magnall, Spencer J.
Ecker, Christian
Rezzolla, Luciano
Lasky, Paul D.
Goode, Simon R.
contents Gravitational-wave astronomy shows great promise in determining nuclear physics in a regime not accessible to terrestrial experiments. We introduce physics-informed priors constrained by nuclear theory and perturbative Quantum Chromodynamics calculations, as well as astrophysical measurements of neutron-star masses and radii. When these priors are used in gravitational-wave astrophysical inference, we show a significant improvement on nuclear equation of state constraints. Applying these to the first observed gravitational-wave binary neutron-star merger GW170817, the constraints on the radius of a $1.4\,M_\odot$ neutron star improve from $R_{1.4} ={12.54^{+1.05}_{-1.54}} \, {\rm km}$ to $R_{1.4} = 12.11^{+0.91}_{-1.11} \,{\rm km}$ and those on the tidal deformability from $\tildeΛ_{1.186} < 720$ to $\tildeΛ_{1.186} = 384^{+306}_{-158}$ ($90\%$ confidence intervals) at the events measured chirp mass $\mathcal{M}=1.186\,M_\odot$. We also show these priors can be used to perform model selection between binary neutron star and neutron star-black hole mergers; in the case of GW190425, the results provide only marginal evidence with a Bayes factor $\mathcal{BF}=1.33$ in favour of the binary neutron star merger hypothesis. Given their ability to improve the astrophysical inference of binary mergers involving neutron stars, we advocate for these physics-informed priors to be used as standard in the literature and provide open-source code for reproducibility and adaptation of the method.
format Preprint
id arxiv_https___arxiv_org_abs_2504_21526
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Physics-Informed Priors Improve Gravitational-Wave Constraints on Neutron-Star Matter
Magnall, Spencer J.
Ecker, Christian
Rezzolla, Luciano
Lasky, Paul D.
Goode, Simon R.
High Energy Astrophysical Phenomena
General Relativity and Quantum Cosmology
Nuclear Theory
Gravitational-wave astronomy shows great promise in determining nuclear physics in a regime not accessible to terrestrial experiments. We introduce physics-informed priors constrained by nuclear theory and perturbative Quantum Chromodynamics calculations, as well as astrophysical measurements of neutron-star masses and radii. When these priors are used in gravitational-wave astrophysical inference, we show a significant improvement on nuclear equation of state constraints. Applying these to the first observed gravitational-wave binary neutron-star merger GW170817, the constraints on the radius of a $1.4\,M_\odot$ neutron star improve from $R_{1.4} ={12.54^{+1.05}_{-1.54}} \, {\rm km}$ to $R_{1.4} = 12.11^{+0.91}_{-1.11} \,{\rm km}$ and those on the tidal deformability from $\tildeΛ_{1.186} < 720$ to $\tildeΛ_{1.186} = 384^{+306}_{-158}$ ($90\%$ confidence intervals) at the events measured chirp mass $\mathcal{M}=1.186\,M_\odot$. We also show these priors can be used to perform model selection between binary neutron star and neutron star-black hole mergers; in the case of GW190425, the results provide only marginal evidence with a Bayes factor $\mathcal{BF}=1.33$ in favour of the binary neutron star merger hypothesis. Given their ability to improve the astrophysical inference of binary mergers involving neutron stars, we advocate for these physics-informed priors to be used as standard in the literature and provide open-source code for reproducibility and adaptation of the method.
title Physics-Informed Priors Improve Gravitational-Wave Constraints on Neutron-Star Matter
topic High Energy Astrophysical Phenomena
General Relativity and Quantum Cosmology
Nuclear Theory
url https://arxiv.org/abs/2504.21526