13–17 Jun 2022
Paradise Hotel Busan
Asia/Seoul timezone

Finding hyperons and quarks in neutrons stars using gaussian processes

14 Jun 2022, 17:10
1h 50m
Metaverse

Metaverse

Poster Bulk matter phenomena, QCD phase diagram, and Critical point Poster

Speaker

Débora Mroczek (University of Illinois at Urbana-Champaign)

Description

Functional forms of the neutron star Equation of State (EoS) are required to extract the viable EoS band from neutron star mergers. Typically, one of three methods are used-- spectral functions, piecewise polytropes, or gaussian process estimations. However, realistic nuclear EoS, containing deconfined quarks or hyperons, present nontrivial features in the speed of sound such as bumps, kinks, or plateaus. These features in the speed of sound cannot be captured well by the currently used methods for the functional forms [1]. We modify gaussian processes by introducing spikes and plateaus in the speed of sound and combine our new EoS method with an active learning framework to quickly rule out EoS that do not fit within constraints from NICER and gravitational waves. We find these new features play a role in understanding ultra-heavy neutron stars that support stellar masses compatible with GW190814.

[1] Tan et al, Phys.Rev.Lett. 125 (2020) 26, 261104

Authors

Débora Mroczek (University of Illinois at Urbana-Champaign) Jacquelyn Noronha-Hostler (University of Illinois Urbana Champaign) M. Coleman Miller (University of Maryland) Nicolas Yunes

Presentation materials

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