Abstract
Common-envelope evolution is important in the formation of neutron star binaries within the isolated binary formation channel. As a neutron star inspirals within the envelope of a primary massive star, it accretes and spins up. Because neutron stars are in the strong-gravity regime, they have a substantial relativistic mass deficit, i.e., their gravitational mass is less than their baryonic mass. This effect causes some fraction of the accreted baryonic mass to convert into neutron star binding energy. The relativistic mass deficit also depends on the nuclear equation of state, since more compact neutron stars will have larger binding energies. We model the mass growth and spin-up of neutron stars inspiraling within common-envelope environments and quantify how different initial binary conditions and hadronic equations of state affect the post-common-envelope neutron star's mass and spin. From these models, we find that neutron star mass growth is suppressed by ≈15%–30%. We also find that for a given amount of accreted baryonic mass, more compact neutron stars will spin-up faster while gaining less gravitational mass, and vice versa. This work demonstrates that a neutron star's strong gravity and nuclear microphysics plays a role in neutron-star-common-envelope evolution, in addition to the macroscopic astrophysics of the envelope. Strong gravity and the nuclear equation of state may thus affect both the population properties of neutron star binaries and the cosmic double neutron star merger rate.
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1. Introduction
Neutron stars (NSs) as well as double neutron star (DNS) systems are versatile laboratories for multiple disciplines, including (but not limited to) astrophysics, nuclear physics, and gravitational physics. Our knowledge of DNS population properties as well as the nuclear equation of state (EoS) has greatly improved as we are entering a data-rich era for NS observations. The LIGO-Virgo Collaboration (LVC) has observed GWs from NS mergers, providing constraints on the NS tidal deformability (Abbott et al. 2017, 2019) and new insights on the DNS mass distribution (Abbott et al. 2020). NICER X-ray timing observations of pulsars have provided the first constraints on the NS compactness (Miller et al. 2019b; Riley et al. 2019). Radio pulsar timing has revealed the most massive NS to date from the Green Bank Telescope (Cromartie et al. 2020) and has also revealed a DNS with the lowest asymmetric mass ratio of 0.78 ± 0.03 observed to date from the Arecibo Observatory (Ferdman et al. 2020).
A DNS that forms in isolation must survive two supernova explosions and one or more common-envelope (CE) phases (e.g., Andrews et al. 2015; Tauris et al. 2017; Andrews & Mandel 2019). In the context of CE evolution, NSs have been treated as point masses that accrete some fraction of their pre-CE mass, similar to white dwarfs and black holes (e.g., Belczynski et al. 2002a, 2002b; Voss & Tauris 2003; Dewi et al. 2006; Osłowski et al. 2011; Dominik et al. 2012; Belczynski et al. 2018; Chruslinska et al. 2018; Giacobbo & Mapelli 2018; Kruckow 2020; Vigna-Gómez et al. 2020). The NS's strong gravity and nuclear EoS, however, result in a relativistic mass deficit, where the gravitational mass is significantly less than the total baryonic mass. This binding energy effect has been previously studied in the context of NS accretion in low-mass X-ray binaries (Alécian & Morsink 2004; Lavagetto et al. 2005; Bagchi 2011).
Early theoretical studies of NS mass growth during CE evolution predicted that accretion would be substantial enough to cause NSs to collapse into black holes (e.g., Chevalier 1993; Brown 1995; Fryer et al. 1996; Armitage & Livio 2000; Brown et al. 2000). Global 3D hydrodynamic CE simulations, however, have found typical accretion rates to be less than the Hoyle–Lyttleton (HL) rate (e.g., Ricker & Taam 2012). Moreover, MacLeod & Ramirez-Ruiz (2015a) have found from local 3D wind-tunnel simulations that envelope density gradients may substantially suppress the accretion rate (MacLeod & Ramirez-Ruiz 2015a). These results imply that NSs are much more likely to survive the CE phase (e.g., MacLeod & Ramirez-Ruiz 2015b; Holgado et al. 2018) instead of collapsing into black holes. Further wind-tunnel studies have provided more insights into how the local density gradient and flow properties are correlated, where such correlations occur, and to what extent such correlations hold (MacLeod et al. 2017; De et al. 2020; Everson et al. 2020). General-relativistic 2D wind-tunnel simulations with a relativistic plasma have also been carried out to characterize accretion and drag on compact-object scales (Cruz-Osorio & Rezzolla 2020). Building on these general-relativistic models toward 3D and further capturing the plasma conditions relevant to massive-star interiors is certainly well motivated. In addition to these studies of accretion and drag local to the compact object, the global numerical modeling of NS-CE evolution has been steadily progressing with 1D hydrodynamic (Fragos et al. 2019) and 3D hydrodynamic models (Law-Smith et al. 2020).
As such numerical models improve in complexity, it may soon be of interest to consider how CE evolution may be sensitive to additional physics, which itself is an open question. Given the current observational constraints on the nuclear EoS, we here investigate how an NS's macrosopic properties affects its mass-growth and spin-up during the CE inspiral, and before the primary explodes and forms another NS. In addition to focusing on the role of strong gravity and the nuclear EoS, we approximate the pertinent aspects of the accretion and local dynamical friction, which isolates the full complexities of the macroscopic CE physics.
2. Methods
We consider a primary massive star with mass M⋆ and radius R⋆ orbiting a companion NS with initial mass MNS,0 that rotates rigidly with an initial angular frequency Ω0. For the system to be in the NS-CE phase, we also initialize the orbit at a separation a0 that is equal to the radius of the primary massive star, a0 = R⋆. The primary's radius R⋆ will depend on its evolutionary stage, where we consider here the base and tip of the red-giant branch (RGB).
During the CE phase, the inspiral is driven by local dynamical friction, causing the NS to accrete matter and spin-up. If enough energy is injected into the CE, it will be ejected, thus leaving a less massive primary star and a spun-up NS at a closer separation; the DNS then would form after the primary goes supernova. A second CE, however, may occur before the primary helium star forms the second NS (e.g., Dewi et al. 2002; Ivanova et al. 2013; Galaudage et al. 2021; Romero-Shaw et al. 2020), though we leave such considerations for future work.
2.1. Neutron Star EoS, Stellar Structure, Accretion, and Spin-up
Even for the highest spinning pulsars observed to date, such NSs can be considered as slowly rotating objects, meaning that rotation can thus be treated as a small perturbation to the Tolman–Oppenheimer–Volkoff (TOV) solution for nonrotating NSs (Oppenheimer & Volkoff 1939; Tolman 1939). Here, ≡ Ω/Ωk is a dimensionless spin parameter, where Ω is the angular spin frequency of the star, and Ωk is the Keplerian angular spin frequency , with MTOV and RTOV the mass and radius of our NS if it were not rotating. We solve for the structure of slowly rotating NSs to second-order in ≪ 1 using the Hartle–Thorne approximation (Hartle 1967; Hartle & Thorne 1968) with the same set of 46 hadronic EoSs from Silva et al. (2020, Appendix A). This set of EoSs is simultaneously consistent with the LIGO-Virgo observations of GW170817 (Abbott et al. 2017) and the NICER observation of PSR J0030 + 0451 (Miller et al. 2019a; Riley et al. 2019).
For a given EoS, and a chosen value of the central density and spin frequency Ω, the second-order solution to the Einstein equations in the Hartle–Thorne approximation allows us to calculate macroscopic properties of the star (e.g., Berti et al. 2005). These properties include the spin-corrected mass MNS = MTOV + 2 δ M, the spin-corrected equatorial radius RNS = RTOV + 2 δ R, the leading-order-in-spin moment of inertia INS and the spin-corrected dimensionless gravitochemical potential ΦNS (Alécian & Morsink 2004).
In the context of accreting NSs, the gravitochemical potential can be interpreted as a susceptibility to changes in baryon number or the fraction of baryon mass that gets converted into gravitational mass. In the nonrotating limit, ΦNS simplifies to
where is the compactness of a given nonrotating NS. We will use ΦNS for our calculations, where we elaborate in Appendix B on how this is calculated with our EoS catalog. Equation (1) provides a fast approximation for population synthesis or as a subgrid prescription for global hydrodynamic simulations. We later compare in Section 3 how well this approximation compares to using ΦNS, with a more detailed quantification shown in Appendix D.
We plot in Figure 1 the gravitochemical potential ΦTOV versus the gravitational mass MTOV for nonrotating NSs, as predicted from our EoS catalog. Each curve represents ΦTOV for a different EoS, with different colors corresponding to different dimensionless NS binding energy . Observe that the gravitochemical potential decreases as the gravitational mass increases, and also it decreases as the NS compactness increases. Since the gravitochemical potential is inversely related to the binding energy, this figure tells us that binding energy conversion is enhanced for higher mass or higher compactness NSs.
As the NS mass and spin increase during the CE inspiral, we are then able to track the temporal evolution of all of NS macroscopic quantities. For example, as the NS accretes, its gravitational mass responds to the baryon mass accretion rate as well as the angular momentum that the accreted mass carries. The resulting NS gravitational-mass accretion rate is
where c is the speed of light, and JNS = INSΩ is the NS spin angular momentum. Similarly, as the NS accretes, its spin angular momentum will also change, as given by
With this at hand, we can now solve for the temporal evolution of the angular frequency and the gravitational mass. We assume the NS accretes from a Keplerian accretion disk, where matter captured within the NS accretion radius carries angular momentum and spirals several orders of magnitude down to the scale of several NS radii. Approximating the total torque as the accretion torque, (e.g., Brown et al. 2000), in Equations (2) and (3), and for now ignoring other external torques on the NS, we then find
and
The evolution Equations (4) and (5) are generic for any slowly rotating NS accreting from a Keplerian disk. In general, however, the accretion and NS's angular-momentum evolution may be more complex. Such complications can arise if the NS's magnetic field pressure is comparable to the pressure of the radiation and accreting plasma, or if there is feedback from the accretion itself (e.g., Grichener & Soker 2019; Soker et al. 2019; López-Cámara et al. 2020). For a given EoS, we can then find the right-hand sides of the above equations as a function of MNS and Ω, which leads to a closed system of ordinary differential equations, once is prescribed. In the CE inspiral context, the baryon mass accretion rate depends on the primary star's envelope structure, which we discuss in the following subsection.
2.2. Primary Massive-star Models, Common Envelope Accretion, Inspiral, and Ejection
We evolve single massive stars with the MESA (v12778) stellar-evolution code (Paxton et al. 2010, 2013, 2015, 2018, 2019) to obtain their interior structure. We consider a total of six primary red-giant stars with masses of M⋆/M⊙ = (12, 12, 16, 16, 20, 20) with respective radii R⋆/R⊙ = (173, 594, 322, 672, 872, 1247). Here, the smaller radii at a given mass corresponds to the RGB base, while the larger radii at a given mass corresponds to the RGB tip. For our CE inspiral calculations, we take the envelope structure to be constant in time.
As an NS inspirals in the CE, the envelope plasma supersonically flows past the NS and may be captured within the NS's accretion radius Ra = 2GMNS/v2, where v is the upstream flow velocity, which, in the NS's rest frame is the orbital velocity. If the upstream flow is homogeneous, then from Hoyle–Lyttleton (HL) theory (Hoyle & Lyttleton 1939), the accretion rate and local drag force obey
where ρ is the upstream mass density. For NS accretion in stellar-envelope environments, the density and temperature may be high enough for neutrino cooling, such that the accretion rate exceeds the Eddington limit (Houck & Chevalier 1991). The envelope's local density scale height may be comparable in size to the NS accretion radius, which breaks the symmetry that HL theory assumes and thus requires a treatment of this effect.
To model the accretion and drag, we use the fitting formulae from De et al. (2020, see their Appendix A). The accretion and drag coefficients, Ca and Cd are defined such that the baryonic mass accretion rate and the local drag force are
These coefficients are both functions of the upstream Mach number and the mass ratio q between the compact object and the enclosed mass within the orbit. The accretion coefficient also depends on the sink radius Rsink, given that the wind-tunnel simulations only resolve the accretion flow up to a sphere with radius 0.05Ra surrounding the point-mass accretor. Thus, some fraction of matter that flows into the region within 0.05Ra ultimately ends up accreting onto the NS. For each EoS, we use RNS as the sink radius. In Appendix C, we describe in more detail how we compute these accretion and drag coefficients.
We plot in Figure 2 the stellar profiles of the density, upstream Mach number, polytropic exponent, and envelope binding energy (panels A, B, C, and D, respectively) for the primary masses of M⋆/M⊙ ∈ (12, 16, 20) that we consider here. For a given evolutionary stage and for most of the primary's radii, the δρ parameter decreases as the primary's mass increases, such that the accretion rate will be greater and result in higher accreted mass. Primary stars that are smaller in size will have higher envelope binding energy, which thus requires more energy dissipation during the CE phase in order for successful envelope ejection. In Section 3, we quantify how much more NSs accrete when in envelopes with higher binding energies compared to less bound envelopes.
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Standard image High-resolution imageGiven the primary's envelope structure, we can now model the CE inspiral as follows. We approximate the orbital inspiral with Newtonian gravity (Blanchet 2014), given that on the scales of CE evolution, gravity is weak and the orbital velocities are nonrelativistic, i.e., vorb/c ≪ 1. With this in mind, the orbital energy throughout the inspiral is E = − GMNS m⋆/(2a), where is the mass enclosed within the NS's separation from the primary's center. The orbital velocity at any given time obeys , since we consider the inspiral to be quasi-circular. The change in the binary orbital energy as the NS inspirals thus obeys
such that we can then solve for da/dt
where since we assume a static envelope. We take the energy decay rate to be the drag luminosity , which dominates over the gravitational-wave luminosity from the orbital motion, and which can be obtained using both Equations 6(b) and 7(b).
We summarize our integration procedure as follows. We first precompute the NS properties shown in Equations (4) and (5) as well as Appendix B for each EoS in our catalog, which are then stored as tables to interpolate from at each timestep of an orbital integration. We then explicitly integrate Equations (4), (5), and (9) to obtain MNS, Ω, and a throughout the CE inspiral. The NS properties at each point in the NS's evolution correspond to a Hartle–Thorne NS with gravitational mass MNS and spin Ω that we obtain from our precomputed tables. Our orbital integrations are carried out for each of our six primary stellar models and for each EoS in our catalog, varying the initial NS gravitational mass MNS,0 and initial NS spin Ω0. We terminate these orbital integrations when the dissipated orbital energy ΔEorb = E(a) − E(a0) is equal to the primary envelope's binding energy Eenv,bind given by
where u is the stellar fluid's internal energy and where the integration coordinate is the primary's mass coordinate. This amounts to assuming a CE efficiency parameter (e.g., Webbink 1984) of αCE = 1.
3. Results
3.1. NS Mass Gain and Spin-up
We plot the NS evolution for the often fiducial case of a pre-CE NS mass of 1.4M⊙ and a primary of 12M⊙ in the top panel of Figure 3. For this case, the primary is taken to be at the RGB base such that a0 = 173R⊙ and we take the initial NS spin to be Ω0/(2π) = 50 Hz. The black curves correspond to Φ = 1, i.e., not accounting for NS binding energy. Each curve corresponds to a different EoS in our catalog.
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Standard image High-resolution imageIn all cases, the NS accretes no more than a few percent of its pre-CE mass, due to the suppressed accretion rate from the envelope density gradient. The gravitational-mass gain as well as the spin-up further decreases, since some of the accreted baryon mass-energy is converted into binding energy. In the bottom panel of Figure 3, we plot the final spin-up ΔΩf/(2π) = (Ωf − Ω0)/(2π) and the final gravitational-mass gain for each EoS model and for varying initial NS spins of Ω0/(2π) = (10, 50, 100, 200, 500) Hz as blue, orange, green, red, and purple points, respectively. Higher initial NS spins increase the NS binding energy, such that less gravitational mass is gained and the spin-up decreases.
With different EoSs, there is an anticorrelation between the mass gain and spin-up, where an EoS that allows for higher gravitational-mass gain results in a lower spin-up when starting with the same initial NS spin. A larger increase in ΔMNS is a result of a larger ΦNS, i.e., higher baryon mass converted to gravitational mass. The gravitochemical potential ΦNS is proportional to the inertia INS, such that less compact NSs are harder to spin-up because they have higher ΦNS and higher INS. Conversely, more compact NSs will gain less gravitational mass and spin-up more because they have lower ΦNS and lower INS.
3.2. Parameter Survey
Given that the relativistic mass deficit is greater for more massive NSs (see Figure 1), we then vary the pre-CE NS mass. We run inspirals for the following set of pre-CE NS masses M0/M⊙ ∈ [1.2, 1.8] with a step size of 0.1M⊙. We plot in the top panels of Figure 4 the mean accreted masses when varying the EoS as solid lines with the shaded region corresponding to the ±2σ deviation. The dashed lines correspond to Φ = 1, i.e., taking the accreted gravitational mass to be equivalent to the accreted baryonic mass. The width of the dashed line encompasses the ±2σ region. In the bottom panels of Figure 4, we plot the corresponding spin-up ΔΩf = (Ωf,0 − Ω0)/(2π).
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Standard image High-resolution imageAn increasing pre-CE NS mass results in a systematically decreasing accreted NS mass across all of our models. This is because at constant αCE, having a more massive NS results in a larger dissipated orbital energy, such that envelope ejection is achieved at wider separations and such that the accreted baryonic mass is reduced compared to lower-mass NSs. It remains to be seen whether or not this trend will hold in global 3D hydrodynamic CE simulations when the initial NS mass is varied. Models at the RGB base result in higher accreted mass and spin-up, which is due to the larger envelope binding energy from their smaller sizes as compared to the RGB tip (bottom panel of Figure 2).
As previously shown in Figure 1, NSs with higher gravitational mass will convert a larger fraction of the accreted mass into binding energy. We plot in Figure 5 the distributions of the ratio of the accreted gravitational mass to the accreted baryonic mass from our RGB base models. In each panel, each distribution from bottom ascending to top is for initial NS gravitational masses of MNS,0/M⊙ = (1.2, 1.4, 1.6.,1.8), respectively. The green and magenta curves correspond to initial NS spins of 50 Hz and 200 Hz, respectively. We also plot a black dashed curve that corresponds to using ΦTOV,0 as a fast approximation, i.e., the gravitochemical potential of the nonrotating NS at its initial properties.
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Standard image High-resolution imageHigher initial spins tend to decrease ΔMNS/ΔMb, though the model with MNS,0 = 1.8M⊙ and M⋆ = 20M⊙ at the RGB base exhibits opposite behavior, albeit slight. Since lower-mass NSs accrete more gravitational mass compared to the higher-mass NSs in our models, the differences between the ratio distributions at various spins is also higher as well. Distributions for the RGB tip case will be similar, though the separation between distributions at the same initial NS mass will be smaller since the RGB tip cases resulted in less mass gain (Figure 4).
4. Discussion and Conclusions
We have investigated here how NS binding energy affects NS-CE accretion, which plays a role in forming DNSs that merge within a Hubble time. We find that the gravitational-mass gain and spin-up is systematically reduced and that this effect is enhanced for higher-mass NSs. We also find that more compact NSs will gain less gravitational mass and spin-up faster due to having a lower ΦNS and a lower INS compared to less compact NSs. The strongest assumption from our model is that the envelope remains static throughout the inspiral. Realistically, the envelope is expected to respond and readjust in structure as the NS inspirals deeper toward the primary's core. The accretion, which we have focused on in this work, is still expected to be some small fraction of the pre-CE NS mass. There will still be density gradients within the envelope that break BHL symmetry and the accreting material still needs to overcome the angular momentum barrier over multiple length scales.
The amount of NS mass gain and spin-up we obtain with this modeling approach may be testable with Galactic DNS observations (e.g., Osłowski et al. 2011). For millisecond pulsars, spin-period derivatives corresponding to a spindown timescale of order a Hubble time would be ideal. If a phase-transition to quark matter happens in NS interiors, a new branch of stable stars with the same masses, but smaller radii relative to their hadronic counterparts can appear (e.g., Gerlach 1968; Kampfer 1981; Glendenning & Kettner 2000; Montana et al. 2019). These have been called "twin-stars" and due to their larger compactness, the effects we present here would be further enhanced in comparison to the purely hadronic NSs we studied. We leave a more systematic investigation of these aspects for future work.
This work demonstrates that an NS's strong gravity and nuclear microphysics play a role in NS-CE evolution in addition to the macroscopic astrophysics of the envelope. Strong gravity and the nuclear EoS thus may affect the population properties of NS binaries and the cosmic double NS merger rate. Our results may further inform binary population synthesis models, 1D hydrodynamic CE inspiral coupled to stellar evolution, and global 3D hydrodynamic CE simulations.
We thank the anonymous referee for comments and suggestions that led to improvements of this work. We thank Cole Miller for insightful discussions and for detailed feedback on our manuscript. A.M.H. is supported by the McWilliams Postdoctoral Fellowship. This work was also partially supported by the DOE NNSA Stewardship Science Graduate Fellowship under grant No. DE-NA0003864. H.O.S and N.Y. are supported by NASA grants No. NNX16AB98G, No. 80NSSC17M0041, and No. 80NSSC18K1352 and NSF Award No. 1759615. P.M.R. acknowledges support by AST 14-13367.
Software: matplotlib (Hunter 2007), numpy (Walt et al. 2011), scipy (Virtanen et al. 2020), MESA: v12778 (Paxton et al. 2010, 2013, 2015, 2018, 2019).
Appendix A: The Neutron Star Catalog
We use the same set of 46 EoSs from Silva et al. (2020) for purely hadronic NSs, including ALF2, APR3, APR4, BCPM, BSP, BSR2, BSR2Y, BSk20, BSk21, BSk22, BSk23, BSk24, BSk25, BSk26, DD2, DD2Y, DDHd, DDME2, DDME2Y, ENG, FSUGarnet, G3, GNH3, IOPB, K255, KDE0v1, MPA1, Model1, Rs, SINPA, SK272, SKOp, SKa, SKb, SLY2, SLY230a, SLY4, SLY9, SLy, SkI2, SkI3, SkI4, SkI6, SkMP, WFF1, and WFF2 (Read et al. 2009; Kumar & Landry 2019).
Appendix B: The Neutron Star Gravitochemical Potential
For an NS with spin parameter = Ω/Ω*, the gravitochemical potential is defined as (Alécian & Morsink 2004)
where ν and h are both metric functions related to the metric tensor via gtt = − eν (1 + 2h) in the Hartle–Thorne approximation. The metric function ν is a quantity of , and thus, it is obtained by solving the TOV equations. The metric correction h is a quantity of , so we then write it as h = 2 δ h, such that the nonrotating limit is recovered as → 0 and δ h remains finite.
In order to evaluate the gravitochemical potential ΦNS, we need to solve for the function h, which therefore requires that we solve the Einstein equations at second-order in the small rotation expansion (Hartle 1967). Performing a Legendre decomposition, we can write
where θ is the polar angle from the equator, and P2 is the second-order Legendre polynomial. Matching the interior and the exterior solutions at the NS surface allows us to find an exact solution for δ h0(r) at the NS surface, namely
Here, δ J is the NS angular momentum at the Keplerian angular spin frequency. The function δ h2(r) generally obeys δ h2 ≪ δ h0, such that when this function is scaled by 2, which, for this work obeys 2 ≪ 1, the contribution from the 2 δ h2 component to Equation (B1) is effectively negligible. We thus take δ h(RNS) ≈ δ h0(RNS), such that
Appendix C: Accretion and Drag Coefficients
De et al. (2020) present fitting formulae for the accretion rate and drag within a nonrelativistic background plasma. They consider two polytropic exponents of γ = 4/3 and γ = 5/3, where the coefficients for each fitting formula are given in their Tables A1 and A2. Given that our stellar models for the massive primaries have polytropic exponents that predominantly obey 4/3 ≤ γ ≤ 5/3 (see Figure 2), we compute the accretion and drag coefficients by weighting both the Cad,4/3 and Cad,5/3 formulae as
where
and where ξ is defined as
For γ < 4/3, we use Cad,4/3. The factor ξ approximates the fraction of matter flowing into the sink radius that ultimately accretes onto the NS. Given that these wind-tunnel models do not resolve the flow past a sink radius Rsink = 0.05Ra, the matter falling into this sink volume is likely to be an upper estimate of the NS's accreted baryons. De et al. (2020) estimate how the accretion rate depends on the sink radius and fit a power-law dependence , where with a scatter of order tens of percent.
Appendix D: Kullback–Leibler Divergence
For a given NS-CE system evolution with an initial primary star with mass M⋆ and radius R⋆ and an initial NS with mass MNS,0 and spin Ω0, we define p as distribution of ΔMNS/ΔMb predicted from our EoS catalog and semianalytic models. We also define q as the distribution of ΦTOV,0 from our EoS catalog, i.e., evaluating Equation (1) at the initial NS parameters. Given these two distributions, we can compute the Kullback–Leibler divergence, given by
where x ≡ ΔMNS/ΔMb. The distributions p and q are approximated as a kernel-density estimate of the samples for each model. One can interpret the KL divergence between p and q as the information loss when using q to approximate p. Conversely, it can be interpreted as the information gained by using p in place of q.
Directly using ΦTOV,0 as a fast approximation in other models such as population synthesis or as a subgrid prescription for global 3D hydrodynamic simulations may be acceptable as long as ΔMNS/MNS,0 ≲ 1% and if the initial NS spin is low enough. To quantify the information loss from this approximation, we compute the KL divergences (Kullback & Leibler 1951, Appendix D) between our semianalytic inspiral models and using Equation (1) at the initial NS properties over a range of initial NS spins: Ω0/(2π) = (10, 20, 50, 80, 100, 150, 200, 300, 500) Hz. We plot the KL divergences for each of our models in Figure 6. For initial NS spins of ≲200 Hz, the KL divergence is ≲0.1, corresponding to a small information loss and thus ΦTOV,0 being a reasonable approximation if used in other models.
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