1. Introduction
Neutron stars have attracted a great deal of attention in recent years as new measurements of masses from radio pulsar timing [
1,
2,
3], tidal deformabilities from gravitational wave analyses [
4,
5], and radii from X-ray pulse profiling [
6,
7,
8,
9] have begun to clarify the possible existence of novel states of matter in the dense inner cores of the heaviest neutron stars and the equation of state of dense matter [
10,
11,
12]. At the same time, progress in nuclear effective field theories [
13,
14] have enabled similarly strong constraints [
12,
15,
16,
17,
18,
19,
20,
21,
22] on the dense matter equation of state and bulk properties of typical
neutron stars. These nuclear theory models can be further refined through precise investigations of neutron-rich nuclei, which probe the density dependence of the nuclear isospin-asymmetry energy that characterizes the energy cost of converting protons into neutrons in a nuclear many-body medium. Recently, the PREX-II experimental measurement [
23,
24] of the
Pb neutron skin thickness
fm has provided new insights into the nuclear isospin-asymmetry energy, which can then be combined with neutron star observations in comprehensive statistical analyses [
10,
25] of the dense matter equation of state. One finds that on one side, measurements of neutron star tidal deformabilities from merging binaries and nuclear theory calculations based on chiral effective field theory tend to favor soft equations of state around
, where
is the nuclear matter saturation density. On the other side, NICER radius measurements and the PREX-II neutron skin thickness measurement of
Pb tend to favor stiff equations of state. Even more recently, ab initio nuclear theory calculations [
26] have predicted a significantly smaller neutron skin thickness
fm of
Pb, which is consistent with the soft equations of state found from previous chiral effective field theory investigations. The goal of the present work is to systematically study the relative impact of these
Pb neutron skin thickness analyses together with other theory, experimental, and astrophysical constraints on the dense matter equation of state, all within a Bayesian statistical framework. We will show that our posterior probability distributions for the neutron star equation of state remain relatively broad, even under the assumption of a smooth extrapolation from low to very high densities, where the composition of neutron stars remains highly uncertain.
One of the strongest constraints on exotic states of matter in neutron star interiors comes from neutron star mass measurements. For instance, the observation of ∼
neutron stars [
1,
2,
3] strongly disfavors [
27,
28] the appearance of strangeness in neutron stars at around
, the canonical density inferred from a variety of hyperon–nucleon two-body forces [
29,
30]. To resolve this apparent tension, it is natural to investigate the role of the more uncertain hyperon–nucleon–nucleon three-body forces [
31], which can delay [
28,
32] the onset of strangeness in neutron stars, perhaps even indefinitely.
Observations of gravitational waves from the late-inspiral phase of GW170817 strongly favor small tidal deformabilities for
neutron stars,
[
4,
5,
33], and hence soft equations of state around twice the nuclear matter saturation density
. In order to infer the existence of a phase transition at high densities, it may be more promising to observe gravitational waves from the post-merger phase of binary neutron star coalescence and in particular the oscillation frequencies of hypermassive neutron star remnants. Neutron star equations of state with only lepton and nucleon degrees of freedom show a strong correlation between the peak frequency of the oscillating remnant and the radius or tidal deformability of typical
neutron stars [
34]. Strong deviations from this speculated correlation could indicate the presence of a phase transition to a hybrid quark-hadron star. For most neutron star merger events, however, current gravitational wave detectors do not have sufficient sensitivity in the high-frequency band above 1kHz to measure remnant oscillations.
Neutron star radii and tidal deformabilities are strongly correlated. From GW170817 one can already place an upper bound
km on the radius of
neutron stars [
5,
16,
35]. More direct measurements of neutron star radii from X-ray pulse profiling [
6,
7,
8,
9] are consistent with inferences from GW170817, but statistically favor somewhat larger radii. In the case of the NICER X-ray measurements of PSR J0030+0451, two independent analyses found
and
km [
6] and
and
km [
7] at the 68% credibility level. Furthermore, the recent results from NICER-XMM for PSR J0740+6620 also support the stiff EOS scenario. The radius of this
neutron star is predicted to be
from Miller et al. [
8] and
from Riley et al. [
9]. One possibility to infer the existence of a phase transition at high density from radius measurements is to search for so called “twin stars”, that is, two neutron stars with similar gravitational mass but different radii, which would provide strong evidence for a third stable branch of cold dense stars (after white dwarfs and neutron stars) [
36]. Present uncertainties in neutron star radius measurements, however, are likely still too large to be able to resolve hypothetical twin stars.
Complementary to the progress that has taken place in neutron star observations and astrophysics simulations, theoretical modeling of neutron stars based on state-of-the-art nuclear forces have reached sufficient accuracy to strongly constrain the neutron star equation of state and the associated properties of light ∼
neutron stars [
18,
19]. For instance, in Ref. [
15] chiral effective field theory calculations of the neutron matter equation of state up to nuclear matter saturation density
were used to predict that the radius of a
neutron star lies in the range
. Later, in Ref. [
18] it was shown that, by combining chiral effective field theory, priors on the dense matter equation of state together with likelihood functions obtained from isovector properties of medium-mass and heavy nuclei,
lies in the range
and the tidal deformability for
neutron stars lies in the range
(see also Ref. [
19] for a similar study of the binary tidal deformability parameter
associated with GW170817). Low-density constraints from chiral effective field theory have also enabled more refined predictions of neutron star radii [
20,
37] and moments of inertia [
38,
39].
Isovector properties of medium-mass and heavy nuclei provide a third avenue to infer the empirical parameters of the nuclear equation of state around the saturation density
. For instance, the combination of experimentally measured masses, neutron skins, giant dipole resonances, and dipole polarizabilities has provided a strong constraint [
40,
41] on the nuclear isospin-asymmetry energy, with uncertainties comparable to that of recent chiral effective field theory calculations [
42,
43,
44]. In addition, heavy-ion collisions [
45,
46,
47] can give insights into the equation of state at supra-saturation densities. Recently, the measurement [
23] of the parity-violating asymmetry in the elastic scattering of longitudinally polarized electrons off
Pb has provided new constraints [
24,
48] on the neutron skin thickness of
Pb and the symmetry energy slope parameter
L, though the extraction of the latter quantity requires model assumptions. For instance, Refs. [
23,
24] report the constraints
fm and
MeV, while Ref. [
48] reports
fm and
MeV using a wider class of energy density functionals and including also the experimentally measured electric dipole polarizability of
Pb as a constraint. In addition, the recent ab initio nuclear theory calculation [
26] of the neutron skin thickness of
Pb has obtained
fm, which is much closer to the experimental evaluation in Ref. [
48].
In light of these recent novel nuclear experiments, ab initio nuclear theory calculations, and neutron star observations, we study their relative impact on the dense matter equation of state and derived properties of neutron stars. Given the highly uncertain nature of the composition and pressure of ultra-dense matter beyond about twice nuclear saturation density, we employ two different prior probability distributions in our analysis. Both are based on the work of Refs. [
18,
49], where chiral EFT calculations at varying cutoff scale and order in the chiral expansion are first used to construct a probability distribution of energy density functionals. These models are then further constrained by empirical information on nuclear matter properties around saturation density inferred from studies of medium-mass and heavy nuclei. Up to twice nuclear matter saturation density, our two prior distributions are identical. Beyond
, our first prior probability distribution assumes a smooth extrapolation of the functional form obtained at lower densities. Our second prior model assumes a transition to the maximally-stiff equation of state, where the speed of sound is equal to the speed of light, at a transition density
that is uniformly varied in the range
. Taken together, the two models may be used to infer potential breakdowns in the chiral effective field theory description of nuclear interactions and the possible existence of phase transitions at supra-saturation density.
The paper is organized as follows. In
Section 2 we provide a description of our neutron star modeling, which explicitly accounts for the physics of the outer and inner crusts. In
Section 3 we describe details of the Bayesian statistical modeling used to account for constraints from ab initio nuclear theory, nuclear experiment, and neutron star observations. In
Section 4 we present results for the nuclear equation of state and derived neutron star properties based on our propagated likelihood functions. We end with a summary and discussion.
2. Neutron Star Modeling
Many qualitative features of neutron star structure are well understood and do not depend sensitively on the choice of nuclear force model used to generate the equation of state. The neutron star crust consists of ionized heavy nuclei with the possibility of unbound neutrons beyond a transition density set by the neutron chemical potential. This inhomogeneous phase of nuclear matter exists until the total baryon number density increases to approximately one-half saturation density [
50], at which point the lattice structure melts to a fluid of protons, neutrons, and electrons, a state of matter that has a lower energy than the inhomogeneous phase. The effects of three-nucleon forces already begin to play a role close to the crust–core transition density, and the uncertainties in chiral EFT calculations of uniform neutron matter begin to increase considerably at around half saturation density, regardless of the many-body method employed (e.g., many-body perturbation theory [
42,
51,
52,
53,
54,
55], quantum Monte Carlo [
56,
57,
58,
59], or self-consistent Green’s function theory [
60]). In addition, uncertainties in the symmetric nuclear matter equation of state, especially regarding the saturation energy and density, impact the crust-core transition density. However, the transition density does not depend on the mass of the neutron star.
The region of a neutron star below the crust is traditionally divided into an “outer core” and “inner core”, where the transition to the inner core is accompanied by the appearance of novel degrees of freedom beyond protons, neutrons, electrons, and muons (the latter arise when the electron chemical potential surpasses the rest mass of the muon, MeV). For instance, in the inner core, the ground state of dense matter might be comprised of hyperons, meson condensates, or deconfined quarks. Since the existence of such exotic states of matter is not certain, especially in light of observed heavy ∼ neutron stars, the neutron star inner core remains highly speculative.
Although the general composition of the neutron star outer core is well understood, its detailed properties (e.g., proton fraction or pressure as a function of density) depend sensitively on the nuclear force. In the outer core, the nuclear equation of state can be constrained from nuclear experiments, nuclear theory, and astrophysical observations. Currently, there are more than 2300 nuclei whose masses are measured [
61] and which provide a strong constraint on the nuclear matter saturation energy
B, saturation density
, and incompressibility
K. Pure neutron matter cannot be studied directly in the laboratory, but at low to moderate densities up to ∼
chiral effective field theory can provide strong constraints on the neutron matter equation of state [
42,
51,
62]. In the following we will derive properties of neutron stars through parametric modeling of the equation of state from chiral effective field theory and nuclear experiments.
2.1. Neutron Star Equation of State
The mass–radius relation for non-rotating neutron stars can be obtained by solving the TOV equations,
where
p and
are the pressure and total energy density,
r is the distance from the center, and
is the enclosed mass of a neutron star at the distance
r from the center. Note that we use units where
and
. The nuclear physics inputs are therefore the energy density
and pressure
p, which are related through the equation of state. Since the pressure is given by the derivative of the energy density with respect to the baryon number density, we can regard the EOS as the energy density for a given baryon number density.
In principle, one can approximate the equation of state of isospin-symmetric nuclear matter through a Taylor series expansion around saturation density
:
where
B is the (positive) binding energy of nuclear matter at the saturation density,
K is the incompressibility, and
Q is the skewness parameter. One may similarly expand the equation of state for asymmetric nuclear matter about the isospin-symmetric point, however, in addition to the normal even powers of the isospin asymmetry
one also finds [
54,
63] nonanalytic logarithmic terms in the combined expansion
when the equation of state is computed at least to second order in perturbation theory. Although the above expansion in Equation (
3) was originally derived [
63] assuming a zero-range contact interaction, detailed calculations [
64] have demonstrated that realistic nuclear forces do not give rise to any additional nonanalytic terms. One also finds [
53,
54,
64,
65,
66] that the expansion in Equation (
3) is dominated by the leading term
, referred to as the isospin-asymmetry energy, which like Equation (
2) can be expanded about nuclear saturation density:
Although useful for orientation, neither Equation (
2) nor (
4) is generally well converged at high densities beyond
. Thus, we model the equation of state of homogeneous matter using energy density functionals, where the energy density is given as a function of the baryon number density
n and proton fraction
x:
where
In the above functional, () represents the potential energy for pure neutron matter (symmetric nuclear matter). Note that is used for the expansion instead of integer powers of n for the smooth fit to microscopic calculations.
In chiral effective field theory, the short-distance part of the nuclear force is encoded in a set of two-nucleon (2N) and three-nucleon (3N) low-energy constants that are typically fitted to 2N and 3N scattering, reaction, and bound-state observables only. Therefore, theoretical predictions for the dense matter equation of state from chiral EFT can be used to generate a prior probability distribution for the parameters
entering in Equation (
6). In Ref. [
18] we have used a set of five chiral interactions with varying momentum-space cutoff and order in the chiral expansion to calculate the neutron matter and symmetric nuclear matter equations of state at varying orders in many-body perturbation theory (up to third order [
42]). The functional form in Equation (
6) including four terms (
) in the power series was shown to be sufficient to fit the nuclear equation of state up to
. Only small variations in the fitted parameters were observed when the maximal density was reduced to
. We note that we do not consider correlations between the sets of
and
parameters, since our aim is to generate a relatively conservative estimate of the distribution. In contrast, recent work [
67] has shown that such correlations can have an important impact on uncertainty estimates for derived quantities, such as the nuclear symmetry energy.
The binding energy of symmetric nuclear matter around the saturation density is a fine-tuned quantity, and therefore chiral effective field theory calculations tend to have sizeable uncertainties at and above saturation density. In particular, the tensor force generated by one-pion-exchange is a dominant feature in the spin-triplet interaction that contributes strongly to the uncertainty in the symmetric nuclear matter equation of state. In contrast, the pure neutron matter equation of state receives only small contributions from the tensor force, since the spin-triplet state is Pauli forbidden. One finds that the uncertainties in the symmetric nuclear matter and pure neutron matter equations of state around the saturation density are comparable, despite the fact that one may naively anticipate a poorer convergence of the neutron matter calculations since the neutron Fermi momentum is about 25% larger than in symmetric nuclear matter.
The probability distribution for the equation of state parameters in Equation (
6) can be significantly reduced by combining the prior distribution with likelihood functions that include experimental data from medium-mass and heavy nuclei. For this purpose, we take a set of 205 mean field models [
68] fitted to the properties of finite nuclei and compute the derived constraints on the nuclear matter empirical parameters. In the case of symmetric nuclear matter we employ empirical constraints on (i) the nuclear saturation density
, (ii) the binding energy per particle at saturation density
B, (iii) the incompressibility
K, and (iv) the skewness parameter
Q in Equation (
2). Whereas the saturation properties are strongly constrained by known nuclear masses, the incompressibilty and especially the skewness parameter have larger uncertainties. We refer the reader to Ref. [
20] for additional details, including plots of the empirical parameter distributions used in constructing the symmetric nuclear matter equation of state prior. In the case of pure neutron matter, we employ empirical constraints on
J [
41,
69] together with universal correlations among
J,
L,
, and
observed in Refs. [
70,
71]. Additional details can again be found in Ref. [
20], where for instance it is shown that the symmetry energy slope parameter
L lies in the range
MeV, which is sufficiently flexible to accommodate additional constraints from e.g., the PREX-II experiment.
2.2. Uniform Nuclear Matter
Our posterior probability distribution for the equation of state parameterization in Equation (
6) is only constrained in a relatively narrow region
, where both chiral effective field theory calculations and finite nuclei properties are informative. However, the central density in the heaviest neutron stars can reach
, and therefore we consider two separate models for the high-density equation of state. First, our “smooth extrapolation” extends the posterior probability distribution for the equation of state to the highest densities without modification. The only additional constraint we impose on this distribution is that the speed of sound cannot exceed the speed of light (such unphysical equations of state are removed from our modeling). Second, our “maximally stiff extrapolation” [
49] probes the limiting case where the speed of sound achieves the maximal value of
at and above a specified transition density
. This maximally stiff extrapolation allows one to probe the maximum neutron star mass consistent with low- to moderate-density constraints from nuclear physics and to draw model-independent conclusions about the density at which traditional nuclear physics models break down.
For the maximally stiff high-density extrapolation, we introduce a smooth jump in the speed of sound at the critical density
,
where
is the energy density at
and
is the speed of sound at
in units of
. The parameter
is set to
for a rather smooth transition. In this work, we vary
from
to
to simulate the effects on the neutron star mass-radius relation, tidal deformabilities, and moments of inertia. From the definition of the speed of sound
, we can obtain the pressure and baryon number density, which is necessary for solving the TOV equations. The pressure in the phase transition region, i.e., between
and
, is given by
Note that
is an independent variable, and the pressure is simply determined by the relation between
and
.
2.3. Neutron Star Crust
The neutron star crust consists of nuclear clusters, i.e., ionized heavy nuclei, which have a lower ground state energy than homogeneous matter at the same density. In addition, neutrons may drip out of heavy nuclei as the total baryon number density increases or more nucleons are added to a fixed volume of box. In this case, the total energy density (
) consists of the internal energy of heavy nuclei (
), the internal energy of neutrons (
), the electron contribution (
), the Coulomb interaction (
) between protons and electrons, and the surface energy (
) to make the non-uniform nuclear density profile. Therefore, the ground state configuration is obtained by minimizing the total energy density for a given baryon number density;
where
u is the volume fraction of a heavy nucleus in the Wigner–Seitz cell for the numerical calculation,
n (
) is the total baryon (electron) number density in the Wigner–Seitz cell,
is the baryon number density of a heavy nucleus,
is the proton fraction in the Wigner-Seitz cell,
is the neutron number density, and
,
, and
are the Lagrange multipliers necessary for the energy minimization [
50]. In detail, the contributions to the free energy density are given as
In the electron energy density,
,
is the electron Fermi momentum and
is the mass of electron. The function
is given by
At equilibrium all quantities are obtained by solving
,
,
,
,
,
,
,
, and
. Note that the energy density involving the Coloumb and surface energy can be combined into one energy density
from nuclear virial theorem (
) [
72]. The transition from inhomogeneous matter to uniform nuclear matter is found by comparing the energy density differences in this formalism.
3. Bayesian Statistical Analysis
Neutron star properties such as radii, tidal deformabilities, and moments of inertia can be constrained by nuclear theory calculations, nuclear experiments, and astrophysical observations. Bayes’ theorem states
where
are the equation of state model parameters, i.e., the set of
and
in Equation (
6),
is the prior probability distribution for
and
,
D is the data which are independent of
and
, and
is the likelihood. Here the independence implies that we assume no correlation between
D and
before we obtain the final posterior distribution. In the present work, we implement the following data
PREX-II,
,
, NICER I, NICER II}, which correspond respectively to the neutron skin thickness measurement from Ref. [
23], the ab initio neutron skin thickness prediction from Ref. [
26], the neutron star tidal deformability constraints from GW170817 [
5], the simultaneous mass-radius measurement of PSR J0030+0451 [
6,
7], and the NICER-XMM radius measurement of PSR J0740+6620 [
8,
9].
For the
PREX-II measurement, we use the constraint on the slope parameter of the nuclear isospin-asymmetry energy from Reed et al. [
24]:
where
MeV and
MeV. Although the central value of
L from the analysis in Ref. [
24] appears inconsistent with previous analyses [
10,
20,
41,
67,
69,
73], the
measurement and model-dependent extraction of
L show large uncertainties, i.e.,
MeV. Thus the
confidence interval (
) covers almost all previous results. In comparison, the ab initio theory prediction
[
26] of the neutron skin thickness is linked with various nuclear force parameters so that nuclear matter properties such as the binding energy, saturation density, incompressibility, symmetry energy, and its slope parameters are correlated. In Ref. [
26], the symmetry energy is defined as the energy difference between pure neutron matter and symmetric nuclear matter at the nuclear saturation density, which in their calculations can vary between 0.14–0.18 fm
. Thus it is necessary to construct a three-dimensional kernel density estimate (KDE) for a given set of density, symmetry energy, and slope parameter with corresponding likelihood
where
is the 3D-KDE from the analysis of Hu et al. [
26].
On the astrophysical side, analysis of the gravitational waves from the neutron star merger event GW170817 [
74] provides a likelihood by integrating the allowed range of the neutron star mass for a given neutron star EOS,
where
is a four-dimensional probability. Since the EDF employed in this work determines the tidal deformability
, it is not necessary to perform the
and
integrals. The results from NICER I [
6,
7] and NICER II [
8,
9] provide posterior samples from the joint mass-radius distribution
that enters in the likelihood:
where
stands for the maximum mass of a neutron star for a given EOS. We set the starting mass
of a neutron star for the integration as
, since the mass distribution of observed neutron stars has no weight below this value. In principle, another likelihood could come from observed heavy neutron stars [
1,
2]. However, the NICER analysis of PSR J0740+6620 [
8,
9] already places a strong constraint on the maximum neutron star mass. The final posterior probability is then given by
From the above equation, we can obtain the probability or weight factor for each
associated with the neutron star equation of state.
4. Results
In
Figure 1 we show the 99.5% confidence bands for the prior (blue) and posterior (red) neutron star equations of state for both the smooth (left) and maximally-stiff (right) high-density extrapolations. One observes that the main effect of neutron star observation and
Pb radius likelihood functions is to eliminate the softest equations of state from the smooth high-density prior. The maximally-stiff high-density prior shifts probabilistic weight from soft to stiff equations of state, resulting in 99.5% confidence bands on the equation of state that change very little with the inclusion of the various likelihood functions. One can conclude that our nuclear physics modeling based on chiral effective field theory and nuclear data built into the prior probability distributions already strongly constrains the neutron star equation of state and is consistent with current neutron star observations.
Table 1 shows the average values of the prior and posterior energy density and pressure, i.e.,
at a given baryon number density
,
,
. Since the lowest value of the critical density in the maximally-stiff EOS scenario is
, there is almost no difference in the average
values at
for the smooth and maximally-stiff extrapolations. One sees that the posterior EOS distributions peak at larger values of the pressure and energy in all cases. In addition, the maximally-stiff high-density extrapolation gives rise to larger average pressures and energy densities.
The posterior distribution of EDF parameters enables us to obtain various neutron star properties as well as nuclear matter properties.
Figure 2 shows the correlations among the nuclear matter properties and neutron star properties from the posterior distribution in Equation (
16), assuming the maximally-stiff high-density extrapolation for
. In the interest of brevity, we do not show the corner plot associated with the posterior distribution derived from the smooth high-density extrapolation, which is very similar to that shown in
Figure 2. At the top of each column in
Figure 2 is the marginal probability distribution function associated with each of the given quantities. For example, the probability distribution for
has a peak around 12.4 km and the probability decreases rapidly as
increases. The left tail, on the other hand, reaches 11.63 km which is the left bound for the 90% credibility. Other plots in the first column show the correlation between
and other neutron star properties and nuclear matter properties. In particular, one can see the very strong correlation between
and
which has already been analyzed in Refs. [
16,
18]. An even stronger correlation can be found between
and
. Since the central densities for a
and a
neutron star are very close [
20], the small difference in mass does not strongly affect the correlation. Both
L and
have strong correlations with
and to a lesser extent
and
. In contrast, the nuclear symmetry energy
J is only weakly correlated with the bulk parameters of ∼
neutron stars. We find that the radius of ∼
neutron stars is not strongly correlated with any nuclear matter empirical parameter but instead can be constrained from more precise observations of radii, tidal deformabilities, or moments of inertia of ∼
neutron stars.
In
Figure 3 we show the mass-radius probability distributions under the smooth high-density extrapolation (left subfigure) and the maximally-stiff high-density extrapolation (right subfigure). The subpanels within each subfigure show the constraints imposed on the mass-radius relation from each of the separate likelihood functions in Equation (
16) as well as the combined posterior distribution labeled “All”. We see that when all likelihood functions are implemented, the mass-radius confidence interval is highly reduced. In particular, the NICER II constraint (which simultaneously enforces a lower bound on the maximum neutron star mass) has a strong impact on the posterior mass-radius relation in the “smooth extrapolation” scenario. This is due to the fact that chiral effective field theory predicts relatively soft equations of state, many of which lead to maximum neutron star masses less than
. For the “maximally stiff" extrapolation, the NICER II constraint also eliminates the softest equations of state, but the stiff extrapolation naturally leads to heavier neutron stars more consistent with NICER II. The strongest reductions in the space of stiff equations of state come from GW170817 and the ab initio prediction
fm [
26]. This theoretical calculation is ultimately based on a wide range of chiral nuclear forces, which are associated with soft equations of state. Despite the large central value of
(and the associated large value of the nuclear symmetry energy slope parameter
L) from PREX-II, the sizeable uncertainty in the measurement only eliminates the softest equations of state from our modeling. The most likely probability region for the radius of a
neutron star in the case of the maximally stiff high-density extrapolation is somewhat larger than the case of the smooth extrapolation. This is due to the fact that many equations of state that are relatively soft for densities
can nevertheless survive the likelihood functions that favor stiff equations of state due to the large increase in pressure after the transition density
. One therefore finds that smaller radii for ∼
neutron stars are allowed in the maximally-stiff high-density extrapolation. The upper bound on the radii of ∼
neutron stars is almost identical
km under the two high-density EOS scenarios.
In
Figure 4 and
Figure 5 we show the
and
probability densities when the smooth high-density extrapolation (left) and maximally-stiff high-density extrapolation (right) are employed. The blue shaded regions represents the prior distributions, while the gray shaded regions represents the final posterior distributions when all likelihood functions are combined. The other curves include only the effects of single likelihood functions (labeled in the figure) and thus can be used to evaluate the relative strengths of the individual experimental, theoretical, and observational constraints. From
Figure 4 and
Figure 5 it is evident that GW170817 strongly favors soft equations of state, significantly shifting the distributions towards smaller radii for both
and
neutron stars. In the left panels of
Figure 4 and
Figure 5, one also sees the importance of heavy neutron stars and the NICER II constraint when our nuclear theory models are extrapolated without modification into the high-density regime. The NICER II observation has less impact in the maximally-stiff high-density scenario since equations of state that are soft around
can be made sufficiently stiff at high densities to support heavy neutron stars. Instead, for the maximally-stiff high density assumption, the PREX-II neutron skin thickness constraint plays the largest role in eliminating soft equations of state. These observations highlight the general fact that the impact of heavy neutron star observations on theoretical modeling depends sensitively on the choice of the high-density equation of state.
In
Table 2 we show the most probable
values, the 68% credibility intervals, and the 90% credibility intervals for the prior and posterior probability distributions assuming either the smooth or maximally-stiff high-density prior. When we employ the smooth high-density extrapolation, we see that the 90% uncertainty spread is reduced from 2.01 km (prior) to 0.96 km (posterior), which represents a dramatic reduction in the allowed radii of
neutron stars. This is due to competing likelihood functions, some of which favor stiff and others that favor soft equations of state. However, the 90% credibility range of
km is sufficiently large that there is no strong tension between present nuclear physics and neutron star observational constraints. For the maximally-stiff high-density extrapolation, the 90% credibility range for the prior spans
km while the posterior is reduced to
km. The combined set of likelihood functions result in a nearly equal range of allowed radii in the two posteriors, with the maximally-stiff extrapolation allowing for a somewhat larger set of soft equations of state around twice saturation density.
Previous works have found results for
that are consistent with our analysis. For instance, the first estimations of
inferred from GW170817 found
km [
16],
km [
35] across all choices of their mass prior,
km [
18], and
km [
5] assuming a common equation of state for both neutron stars that can support the heaviest observed pulsars. Including also electromagnetic (EM) counterpart data from GW170817, Radice and Dai found
km [
75], while Capano et al. found
km [
21], where the EM data were particularly important in setting a more stringent lower bound on the radius. Following work that included constraints from NICER observations of PSR J0030+0451 found
km [
76], and including also NICER observations of PSR J0740+6620 resulted in
km [
77] for a piecewise polytrope expansion of the high-density equation of state,
km [
8] as the
credible interval consistent with three different equation of state modeling assumptions,
km [
25] based on the Riley et al. [
9] posteriors, and
km [
78] also based on the posteriors of Ref. [
9], all of which are strongly consistent with our analysis.
In
Table 3 we show the numerical values for the
probability distribution. As expected, small radii are disfavored mostly due to the PSR J0740+6620 radius analysis in our NICER II likelihood function. The width for the
credibility range decreases from 1.80 km (2.12 km) to 1.30 km (1.65 km) in case of the smooth (maximally stiff) high-density extrapolation. The uncertainty in the 90% width for
is larger compared to the
uncertainty width due to uncertainties in the dense matter composition and equation of state at the largest baryon number densities. The two posterior median values of
km and
km associated with the smooth and maximally-stiff high-density extrapolations are somewhat lower than other recent analyses. For instance, including observational constraints from GW170817 as well as the NICER mass-radius measurements of PSR J0030+0451 and PSR J0740+6620 with the Riley et al. posterior [
9], it was found
km at the 90% confidence level [
25] and
km [
8] as the range that spans the
credibility interval across all of their equation of state models. Including the same observational data together with non-parametric modeling of the nuclear equation of state, the authors of Ref. [
78] find
km.
Figure 6 shows the prior density (blue shaded band), individual posterior densities (lines), and combined posterior density (gray shaded band) for the tidal deformability of a
neutron star using both the smooth extrapolation prior (left) and the maximally stiff extrapolation prior (right). In general, the different likelihood functions have qualitatively similar effects on neutron star tidal deformabilities and radii (shown in
Figure 4). This is due to the positive correlation between
and
as seen in
Figure 2. In particular, the likelihood from GW170817 strongly favors low values for
in both prior scenarios since it is more difficult to deform neutron stars with smaller radii. The ab initio theory prediction for the neutron skin thickness
gives only a small shift in the peak of the
distribution, since it is strongly consistent with our chiral effective field theory constraints on the nuclear equation of state. The other constraints (NICER I, NICER II, PREX-II) all give larger shifts toward higher tidal deformabilities. Interestingly, the large uncertainty in the PREX-II likelihood function leads to greater statistical weight at both high and low values of
compared to most of the other likelihood functions. Overall, the maximally-stiff high-density extrapolation exhibits a wider range in
than the smooth extrapolation case, but the two posteriors peak at similar values of
. We also note that most likelihood functions have a smaller impact on the
distribution in the maximally-stiff high-density extrapolation compared to the smooth extrapolation prior because of the greater flexibility in the maximally-stiff model. Nevertheless, for both priors the combined effects of all likelihoods is to shift the
distribution to larger values as seen by comparing the blue-shaded and gray-shaded curves.
Table 4 shows the most likely value of
as well as the 68% and 90% credibility ranges under the smooth and maximally-stiff high-density extrapolations. The two prior probability distributions are already strongly consistent with the constraint
from GW170817 [
5] obtained when a common equation of state is used to model the two progenitor neutron stars. We note that the result from Ref. [
5] also does not include the existence of heavy ∼
neutron stars as a constraint. The largest difference between our prior models and the analysis [
5] of GW170817 is that the latter cannot strongly constrain the lower bound of the tidal deformability, whereas chiral effective field theory calculations exclude the extremely soft equations of state that would be needed to reach values of the tidal deformability
. The 90% credibility ranges for the smooth and maximally-stiff high-density priors have uncertainties of 370 and 330, respectively, whereas the posteriors have uncertainties of 210 and 250. Again, we find that the smooth high-density extrapolation has a larger spread in the prior but a smaller spread in the posterior, primarily due to the strong constraints from NICER II and the existence of massive ∼
neutron stars. Interestingly, the two posteriors have the same peak value of
and quite similar uncertainties, indicating that the posterior is not dominated by the choice of prior. Our results are consistent with previous analyses that included a range of observational constraints. With a completely agnostic prior, it was found [
76] that including only data from GW170817 the tidal deformability of a 1.4
neutron star lies in the range
and including also NICER measurements of PSR J0030+0451
. With priors tightly constrained on realistic neutron star equations of state from the literature, a somewhat smaller range of
was found [
79]. With the inclusion of chiral effective field theory constraints on the equation of state up to
as well as constraints from NICER observations of PSR J0030+0451, the authors of Ref. [
76] find a much reduced range
. Finally, several works have also included constraints from NICER-XMM observations of PSR J0740+6620 to obtain e.g.,
[
25] using the Miller et al. [
8] posteriors and
[
78] using the Riley et al. [
9] posteriors. These distributions peak at larger central values of
and have larger uncertainties compared to our analysis primarily due to their use of nuclear-physics-agnostic parameterizations of the neutron star equation of state.
In
Figure 7 we show the prior density (blue shaded band), individual posterior densities (lines), and combined posterior density (gray shaded band) for the moment of inertia
of PSR J0737-3039A using both the smooth high-density extrapolation (left) and the maximally stiff high-density extrapolation (right). The neutron star moment of inertia is strongly correlated with both the radius and tidal deformability, and therefore the trends observed in the two latter cases (see
Figure 4 and
Figure 6) are also exhibited by the moment of inertia. Like the radius
and tidal deformability
, the probability distribution of
is not symmetric about its peak value but instead has a longer tail toward small values. The ab initio theory prediction for the
Pb neutron skin thickness eliminates a small fraction of the softest equations of state and stiffest equations of state such that the peak of the distribution is nearly the same as that of the prior. Comparatively, the PREX-II neutron skin thickness measurement gives rise to longer tails at both low and high values of the moment of inertia. Both posteriors, however, have very similar peak values and uncertainty widths.
In
Table 5 we show the most likely value of
as well as the 68% and 90% credibility ranges under the smooth and maximally-stiff high-density extrapolations. Recently, Kramer et al. [
80] have obtained the value
at the 90% credibility level for the moment of inertia of PSR J0737-3039A. We see that all of our models satisfy this upper bound on the moment of inertia and in fact lie much below the empirical upper bound. Landry and Kumar [
81] obtained
from neutron star universal relations [
82] linking the neutron star tidal deformability and moment of inertia. Recently, Greif et al. [
39] obtained
from the speed of sound model and piecewise polytropic model constrained by chiral effective field theory and neutron star observables. Compared with all of these works, our posterior analysis gives a considerably smaller 90% credibility width of
and
from the smooth extrapolation and maximally-stiff extrapolation posteriors, respectively. The probability density for
peaks around
under both high-density models. The net effect of all likelihood functions is to reduce the uncertainty while only slightly increasing the peak of the
distribution.