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Estimating the nuclear saturation parameter via low-mass neutron star asteroseismology

Hajime Sotani [email protected] Astrophysical Big Bang Laboratory, RIKEN, Saitama 351-0198, Japan Interdisciplinary Theoretical & Mathematical Science Program (iTHEMS), RIKEN, Saitama 351-0198, Japan
Abstract

We examine the fundamental (ff-) and the 1st pressure (p1p_{1}-) mode frequencies in gravitational waves from cold neutron stars constructed with various unified realistic equations of state. With the calculated frequencies, we derive the empirical formulae for the ff- and p1p_{1}-mode frequencies, fff_{f} and fp1f_{p_{1}}, as a function of the square root of the stellar average density and the parameter (η\eta), which is a combination of the nuclear saturation parameters. With our empirical formulae, we show that by simultaneously observing the ff- and p1p_{1}-mode gravitational waves, when 1.5< fp1/ff< 2.51.5\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }f_{p_{1}}/f_{f}\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }2.5 (which corresponds to neutron star models with the mass of 0.9M\lesssim 0.9M_{\odot}), one could estimate the value of η\eta within 10%\sim 10\% accuracy, which makes a strong constraint on the EOS for neutron star matter. In addition, we find that the maximum ff-mode frequency is strongly associated with the minimum radius of neutron star. That is, if one would observe a larger frequency of the ff-mode, one might constrain the upper limit of the minimum neutron star radius.

pacs:
04.40.Dg, 97.10.Sj, 04.30.-w

I Introduction

Neutron stars provided via supernova explosion, which is the last moment of massive star’s life, are a suitable environment for probing the physics in extreme conditions. The density inside the star easily exceeds the standard nuclear density, while the gravitational and magnetic fields become much stronger than that observed in our solar system. Through the observations of neutron star itself and/or the phenomena associated with the neutron stars, one would obtain the aspect under such extreme conditions. For example, the discovery of the 2M2M_{\odot} neutron stars D10 ; A13 ; C20 enables us to exclude some of soft equations of state (EOSs), with which the expected maximum mass does not approach the observed neutron star mass. This constraint consequently brings up an issue about the appearance of hyperon inside the neutron stars, the so-called hyperon puzzle. In addition, it is known that the light propagating in the strong gravitational field can bend due to the relativistic effects. By taking into account this effect, the light curve from a rotating neutron star with hot spot(s) mainly depends on the stellar compactness, which is the ratio of stellar mass to the radius (e.g., PFC83 ; LL95 ; PG03 ; PO14 ; SM18 ; Sotani20a ). In practice, via the X-ray observation by the Neutron star Interior Composition Explorer (NICER) mission, the properties of the millisecond pulsar PSR J0030+0451 has observationally been estimated Riley19 ; Miller19 . The further constraints on the neutron star mass and radius will enable us to constrain the EOS for neutron star matter.

Furthermore, the oscillation frequencies of the central objects are also important information. Since the frequency of the objects strongly depends on their interior properties, one would extract such an information via the observation of the corresponding frequency as an inverse problem. This technique is known as seismology on the Earth, helioseismology on the Sun, and asteroseisomogy on astronomical objects. In fact, by identifying the frequencies of the quasi-periodic oscillations observed in the giant flares with the neutron star crustal oscillations, the crust EOS (especially the nuclear saturation parameters) has been constrained (e.g., GNHL2011 ; SNIO2012 ; SIO2016 ). In a similar way, once the gravitational waves from compact objects would be observed in the future, one could extract the information about the mass (MM), radius (RR), and EOSs for the source objects (e.g., AK1996 ; AK1998 ; STM2001 ; SH2003 ; SYMT2011 ; PA2012 ; DGKK2013 ; Sotani20b ). Additionally, in order to identify the origin of gravitational wave signals found in the numerical simulations for core-collapse supernova, the gravitational wave asteroseismology on protoneutron stars newly born via supernova explosions recently attracts attention (e.g., FMP2003 ; FKAO2015 ; ST2016 ; SKTK2017 ; MRBV2018 ; TCPOF19 ; SS2019 ).

Among these attempts, the asteroseismology on cold neutron stars has extensively been studied up to now. For considering the asteroseismology, one first prepares the background models and then makes a linear analysis on the provided background models. Depending on the input physics, the corresponding oscillations would be excited as eigenmodes. That is, if one would identify a frequency from the neutron stars with a specific eigenmode, one could extract the physics behind the oscillation. In particular, the fundamental (ff-) and the 1st pressure (p1p_{1}-) modes are observationally important gravitational wave signals from neutron stars composed of perfect fluid, because those frequencies are relatively low among the various eigenmodes KS1999 . Since the pp-modes are overtone of the ff-mode, these modes could be excited in the astrophysical scenarios involving dynamical processes such as neutron star mergers or core-collapse supernovae. A starquake associated with a pulsar glitch may also be considered as another excitation scenario. In addition, if a kind of mini-collapse due to the phase transition inside the neutron star would happen, the ff- and pp-modes may be excited. Anyway, since the amplitude of each mode excited in these scenarios is still unknown, which cannot be determined with the linear analysis, one has to carefully estimate it by numerical simulations to discuss the detectability for each gravitational wave mode.

Meanwhile, it has been also shown that the ff-mode frequency is strongly associated with the neutron star average density, M/R3M/R^{3}. This is because that the ff-mode is a kind of the acoustic oscillations, whose propagation speed, i.e., sound velocity, is related to the stellar average density. In fact, the ff-mode frequency is expressed as a linear function of the square root of the stellar average density (xx) almost independently of the EOS AK1996 ; AK1998 , even though there is still a little dependence on the EOS. Moreover, in our previous study for low-mass neutron stars, whose central density is less than two times the nuclear saturation density, we derived the empirical formula for the ff-mode frequency as a function of xx and the parameter η\eta, which is a combination of the nuclear saturation parameters, mainly adopting the phenomenological EOSs Sotani20b . That is, we could clearly separate the EOS dependence from the xx dependence in the ff-mode frequency. Then, we proposed that the value of η\eta could be estimated via the observation of the ff-mode gravitational wave from a low-mass neutron star, whose mass is known, by using the empirical formula for the ff-mode frequency together with the mass formula derived in Ref. SIOO14 . This attempt partially works well, while we also found that it does not work for lower value of η\eta.

In this study, by adopting the unified realistic EOSs, first we will update the empirical formula for the ff-mode frequency. With the updated formula, we can overcome the defect in the previous study for estimating lower value of η\eta. In practice, one could estimate the value of η\eta within 20%\sim 20\% accuracy, once the ff-mode frequency would be observed from the neutron star whose mass is known, if the mass is less than M=1.174MM=1.174M_{\odot}. In addition, we will newly derive the empirical formula for the p1p_{1}-mode frequency from low-mass cold neutron stars. Then, we will propose that the value of η\eta could be estimated via the simultaneous observation of the ff- and p1p_{1}-mode gravitational waves by using our empirical formulae. Since the empirical formula for the p1p_{1}-mode frequencies is only applicable for low-mass neutron stars with the mass less than 0.9M\sim 0.9M_{\odot}, which is significantly lower than the observed minimum mass of neutrons star, i.e., M=1.174MM=1.174M_{\odot} for PSR J0453+1559 Martinez15 , our method is workable only if the neutron stars whose masses are less than 0.9M\sim 0.9M_{\odot} would exist. Furthermore, we find the strong correlation between the maximum frequency of the ff-mode and the minimum radius of neutron star, which corresponds to the neutrons star model with the maximum mass.

This paper is organized as follows. In Sec. II, we mention the unified EOS considered in this study. In Sec. III, we calculate the eigenfrequencies from the neutron stars constructed with various EOSs. With the resultant eigenfrequencies, we update the empirical formula for the ff-mode frequency derived in the previous study, and newly derive the empirical formula for the p1p_{1}-mode frequency. Then, we will show how well the empirical formulae work for estimating the value of η\eta. Finally, we conclude this study in Sec. IV. The details for the update of the empirical formula for the ff-mode is shown in Appendix A. Unless otherwise mentioned, we adopt geometric units in the following, c=G=1c=G=1, where cc denotes the speed of light, and the metric signature is (,+,+,+)(-,+,+,+).

II Unified EOS considered in this study

In this study, we simply consider cold neutron stars without rotation as in Ref. Sotani20b . The neutron star models are constructed by integrating the Tolman-Oppenheimer-Volkoff equations together with appropriate EOSs. In particular, we adopt the unified realistic EOSs in this study. That is, we consider only the EOSs, which are consistently constructed with the same framework for both the core and crust region inside the neutron stars. Table 1 lists the EOSs considered in this study, where the EOS parameters, such as the incompressibility, K0K_{0}, the slope parameter for the nuclear symmetry energy, LL, and an auxiliary parameter, η\eta, defined as η(K0L2)1/3\eta\equiv(K_{0}L^{2})^{1/3} SIOO14 , and the maximum mass of the neutron star constructed with each EOS are shown. Here, DD2 DD2 ; note_DD2 , Miyatsu Miyatsu , and Shen Shen are the EOSs based on the relativistic framework, FPS FPS , SKa SKa , SLy4 SLy4 , and SLy9 SLy9 are the EOSs based on the Skyrme-type effective interaction, and Togashi Togashi17 is the EOS derived with variational method. Owing to the nature of nuclear saturation properties, K0K_{0} and LL have been more or less constrained via the terrestrial experiments, i.e., K0=230±40K_{0}=230\pm 40 MeV KM13 and L=58.9±16L=58.9\pm 16 MeV Li19 , which leads to the fiducial value of η\eta as 70.5< η< 114.870.5\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }\eta\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }114.8 MeV.

Table 1: EOS parameters adopted in this study, the maximum mass, Mmax/MM_{\rm max}/M_{\odot}, for the neutron star constructed with each EOS, and the square root of the normalized stellar average density at the avoided crossing between the ff- and p1p_{1}-modes, xACx_{\rm AC}.
EOS K0K_{0} (MeV) LL (MeV) η\eta (MeV) Mmax/MM_{\rm max}/M_{\odot} xACx_{\rm AC}
DD2 243 55.0 90.2 2.41 0.2085
Miyatsu 274 77.1 118 1.95 0.2097
Shen 281 111 151 2.17 0.1886
FPS 261 34.9 68.2 1.80 0.2675
SKa 263 74.6 114 2.22 0.2021
SLy4 230 45.9 78.5 2.05 0.2345
SLy9 230 54.9 88.4 2.16 0.2263
Togashi 245 38.7 71.6 2.21 0.2537
Refer to caption
Figure 1: Mass-radius relation for neutron star models constructed with various EOSs is shown in the left panel, where the dotted, solid, and dashed lines correspond to the EOSs based on the relativistic framework, the Skyrme-type effective interactions, and derived with variational method, respectively. In the right panel, the stellar mass is shown as a function of the square root of the normalized stellar average density, x(M/1.4M)1/2(R/10km)3/2x\equiv(M/1.4M_{\odot})^{1/2}(R/10\ {\rm km})^{-3/2}.

In the left panel of Fig. 1, we show the relation between the mass (MM) and radius (RR) of the neutron stars constructed with the EOSs considered in this study, where the dotted, solid, and dashed lines correspond to the EOSs based on the relativistic framework, the Skyrme-type effective interaction, and derived with variational method, respectively. In the right pane of Fig. 1, the neutron star mass is shown as a function of the square root of the normalized stellar average density defined as

x(M1.4M)1/2(R10km)3/2.x\equiv\left(\frac{M}{1.4M_{\odot}}\right)^{1/2}\left(\frac{R}{10\ {\rm km}}\right)^{-3/2}. (1)

In the both panels, we plot the neutron star models up to that with the maximum mass. From this figure, it is clearly observed that the neutron star model with the maximum mass has the minimum radius and the maximum value of xx for each EOS.

The advantage for considering the unified EOSs is that the properties of low-mass neutron stars can be characterized well as a function of η\eta SIOO14 . In fact, the mass and gravitational redshift for low-mass neutron stars are written as a function of η\eta and the central density normalized by the saturation density, ρ0\rho_{0}. In addition, it has been shown that the properties for slowly rotating low-mass neutron stars are associated with η\eta SSB16 and that the possible maximum mass of neutron star is also discussed with η\eta Sotani17 ; SK17 . Furthermore, we have shown that xx for low-mass neutron stars is expressed as a function of η\eta Sotani20b , which is updated in Appendix A by using the EOSs considered in this study, i.e., Eqs. (16) - (19).

III Gravitational wave asteroseismology

On the neutron star models constructed with the various EOSs, the gravitational wave frequencies are determined via linear analysis. In this study we simply adopt the relativistic Cowling approximation, where the metric perturbations are neglected during the fluid oscillations. The perturbation equations are derived by linearizing the energy-momentum conservation law. Then, imposing the appropriate boundary conditions at the stellar center and surface, the problem to solve becomes an eigenvalue problem, where the eigenvalue, ω\omega, is associated with the gravitational wave frequency, ff, via ω=2πf\omega=2\pi f. The concrete perturbation equations and boundary conditions are the same as in Ref. SYMT2011 . In this study, we focus on only the =2\ell=2 modes, because the =2\ell=2 modes are considered to be more energetic in gravitational wave radiation. We remark that one can qualitatively discuss the behavior of the eigenfrequencies even with the relativistic Cowling approximation, while the ff- and pp-modes calculated with the approximation deviate from the frequencies calculated with metric perturbations (without relativistic Cowling approximation) within 20%\sim 20\% and 10%\sim 10\%, respectively YK1997 .

Refer to caption
Figure 2: The ff-, p1p_{1}-, and p2p_{2}-mode frequencies are shown as a function of the central density, ρc\rho_{c}, normalized by the saturation density, ρ0\rho_{0}, for the neutron star models constructed with Togashi EOS (solid lines) and Shen EOS (dashed lines).
Refer to caption
Figure 3: In the relation between xx and M/MM/M_{\odot}, which is just extended figure for the right panel of Fig. 1, the stellar models for the avoided crossing between the ff- and p1p_{1}-modes for various EOSs are shown with marks.

Since we consider the gravitational waves from cold neutron stars composed of the perfect fluid in this study, only the ff- and pip_{i}-modes can be excited. In Fig. 2, as an example we show the ff-, p1p_{1}-, and p2p_{2}-modes as a function of the central density ρc\rho_{c} normalized by the nuclear saturation density ρ0\rho_{0} for the neutron star models constructed with Togashi EOS (solid lines) and Shen EOS (dashed lines). From this figure, one can observe that the central density when the avoided crossing happens strongly depends on the EOS. Even so, we have shown in the previous study Sotani20b that the ff-mode frequency, ff,ACf_{f,{\rm AC}}, and the square root of the normalized stellar average density, xACx_{\rm AC}, for the neutron star model at the avoided crossing between the ff- and the p1p_{1}-modes are expressed well as a function of η\eta, which are updated as Eqs. (9) and (10) by using the EOSs considered in this study in Appendix A. That is, xACx_{\rm AC} depends on the EOS. The values of xACx_{\rm AC} for various EOSs are shown in Table 1, which are also shown in Fig. 3 with marks. Additionally, using the dependence of ff,ACf_{f,{\rm AC}} and xACx_{\rm AC} on η\eta, we have also derived the empirical formula for the ff-mode frequencies for low-mass neutrons stars as a function of xx and η\eta. This empirical formula is also updated with the EOSs considered in this study (see in Appendix A for the details), such as

ff(x,η)(kHz)=1.6970x+f0(η),f_{f}(x,\eta)\ {\rm(kHz)}=1.6970x+f_{0}(\eta), (2)

where f0(η)f_{0}(\eta) is given by Eq. (15).

In the previous study Sotani20b , we have proposed that the value of η\eta could be estimated by the observation of the ff-mode frequency from the neutron star whose mass is known, using the empirical formula for the ff-mode frequency together with the mass formula derived in Ref. SIOO14 , where the estimation of lower value of η\eta does not work well with the original empirical formula for the ff-mode. Owing to the update in this study, we find that this defect can be removed (see Fig. 14 and in Appendix A for the details). In addition, we considered only the low-mass neutron stars whose central density is less than 2ρ02\rho_{0} in the previous study, but we find that the empirical formula given by Eq. (2) is applicable even for canonical neutron stars. To check the accuracy of this formula, we calculate the relative deviation of the ff-mode frequency estimated with Eq. (2) from the frequency calculated for each stellar model, fff_{f}, via

Δff=|ffff(x,η)|ff,\Delta f_{f}=\frac{|f_{f}-f_{f}(x,\eta)|}{f_{f}}, (3)

and the result is shown in Fig. 4. From this figure, we find that the ff-mode frequency even for the neutron stars with maximum mass can be estimated with Eq. (2) less than 20%20\% accuracy.

Refer to caption
Figure 4: Relative deviation, Δff\Delta f_{f}, of the ff-mode frequency estimated with Eq. (2) from the ff-mode frequency calculated for each neutron star model is shown as a function of xxACx-x_{\rm AC} for various EOSs. Δff\Delta f_{f} is calculated with Eq. (3).

On the other hand, in the left panel of Fig. 5 we show the p1p_{1}-mode frequency as a function of xx. One can observe three avoided crossing in the p1p_{1}-mode, i.e., the first with the p2p_{2}-mode, the second with the ff-mode, and the third with the p2p_{2}-mode again (see also Fig. 2), as the central density increases. Since the p1p_{1}-mode frequency and the value of xx for the neutron star model at the second avoided crossing (with the ff-mode) are strongly associated with ff,ACf_{f,{\rm AC}} and xACx_{\rm AC}, in the middle panel of Fig. 5 we show the p1p_{1}-mode frequency shifted by ff,ACf_{f,{\rm AC}} as a function of xxACx-x_{\rm AC}. From this figure, fp1ff,ACf_{p_{1}}-f_{f,\rm AC} in the region between the second and third avoided crossing is written as a function of xxACx-x_{\rm AC} almost independently of the EOS, where the EOS dependence in this region is confined to ff,ACf_{f,{\rm AC}} and xACx_{\rm AC}. In practice, we derive the fitting line in this region as

fp1ff,AC(kHz)=11.5877(xxAC)2+8.8014(xxAC)+0.087307,f_{p_{1}}-f_{f,{\rm AC}}\ {\rm(kHz)}=11.5877(x-x_{\rm AC})^{2}+8.8014(x-x_{\rm AC})+0.087307, (4)

which is also shown with the thick-solid line in the middle panel of Fig. 5. Since ff,ACf_{f,{\rm AC}} and xACx_{\rm AC} in this equation are expressed as a function of η\eta, i.e., Eqs. (9) and (10), we eventually obtain fp1f_{p_{1}} as a function of xx and η\eta (although the explicit function form is not shown here), such as

fp1=fp1(x,η),f_{p_{1}}=f_{p_{1}}(x,\eta), (5)

even though this fitting formula can be valid only for rather light neutron stars whose masses are less than 0.9M\sim 0.9M_{\odot}, as seen the right panel of Fig. 5.

In order to check the accuracy of the obtained empirical formula for the p1p_{1}-mode frequency, in a similar way to the case of the ff-mode, we calculate the relative deviation via

Δfp1=|fp1fp1(x,η)|fp1,\Delta f_{p_{1}}=\frac{|f_{p_{1}}-f_{p_{1}}(x,\eta)|}{f_{p_{1}}}, (6)

where fp1f_{p_{1}} denotes the p1p_{1}-mode frequency calculated for each stellar model, while fp1(x,η)f_{p_{1}}(x,\eta) denotes the frequency estimated with the empirical formula given by Eq. (5) by using the value of xx and η\eta for each stellar model. The resultant value of Δfp1\Delta f_{p_{1}} is shown in Fig. 6 as a function of xxACx-x_{\rm AC}. Since the p1p_{1}-mode frequencies for more massive neutron stars than that at the third avoided crossing with the p2p_{2}-mode significantly deviate from the empirical formula given by Eq. (5) as shown in the right panel of Fig. 5, the accuracy becomes worse for the massive neutron star models. Meanwhile, we find that the p1p_{1}-mode frequencies for the neutron star models between the second and third avoided crossing are well estimated with our empirical formula.

Refer to caption
Figure 5: The p1p_{1}-mode frequencies from the neutron star models constructed with various EOSs are shown as a function of xx in the left panel. In the middle panel, the shifted p1p_{1}-mode frequencies, fp1ff,ACf_{p_{1}}-f_{f,{\rm AC}}, are shown as a function of the shifted square root of the normalized stellar average density, xxACx-x_{\rm AC}, where the thick-solid line denotes the fitting line given by Eq. (4). In the right panel, the neutron star mass is shown as a function of xxACx-x_{\rm AC}.
Refer to caption
Figure 6: Relative deviation, Δfp1\Delta f_{p_{1}}, of the p1p_{1}-mode frequency estimated with Eq. (5) from the p1p_{1}-mode frequency calculated for each neutron star model is shown as a function of xxACx-x_{\rm AC} for various EOSs. Δfp1\Delta f_{p_{1}} is calculated with Eq. (6).

Now, we have derived two empirical formulae for the ff- and p1p_{1}-mode frequencies as a function of xx and η\eta, i.e., Eqs. (2) and (5). With using the empirical formula for the ff-mode frequency, the p1p_{1}-mode can be estimated as a function of fff_{f} and η\eta, i.e., fp1=fp1(ff,η)f_{p_{1}}=f_{p_{1}}(f_{f},\eta), with which one can in principle rewrite as η=η(ff,fp1)\eta=\eta(f_{f},f_{p_{1}}). That is, one could constrain the value of η\eta via the simultaneous observation of the ff- and p1p_{1}-mode gravitational waves from neutron stars. In fact, for the neutron star models between the second and third avoided crossing in the p1p_{1}-mode, as shown in Fig. 7 the ratio of the p1p_{1}- to the ff-modes are almost linear function of the ff-mode frequency and that relation seems to be ordered by the value of η\eta, i.e., η\eta increases from right to left. In order to see how accurate the value of η\eta would be estimated by using the empirical formulae via the simultaneous observation of the ff- and p1p_{1}-modes, we show the value of η(ff,fp1)\eta(f_{f},f_{p_{1}}) estimated with the empirical formula as a function of the ff-mode frequency for the case with fp1/ff=1.5f_{p_{1}}/f_{f}=1.5 (solid line), 2.0 (dashed line), and 2.5 (dotted line) in the left panel of Fig. 8, while the ff-mode frequencies calculated for each stellar model (having own value of η\eta) are also plotted with marks. We find that the value of η\eta is well estimated with the empirical formulae for the ff- and p1p_{1}-modes except for the case with Shen EOS. Nevertheless, by considering the fact that the nuclear saturation parameters for Shen EOS have been excluded by the terrestrial experiments and that the neutron star models constructed with Shen EOS are also excluded by the gravitational wave observation in the GW170817 event Annala18 , maybe one should take care of the EOSs except for Shen EOS. So, with respect to the results shown in the left panel of Fig. 8 except for Shen EOS, the relative deviation of the value of η\eta estimated with the empirical formulae from the value of η\eta for each neutron star model is evaluated via

Δη=|ηη(ff,fp1)|η,\Delta\eta=\frac{|\eta-\eta(f_{f},f_{p_{1}})|}{\eta}, (7)

which is shown as a function of the ff-mode frequency in the right panel of Fig. 8, where the solid, dashed, and dotted lines correspond to the results for fp1/ff=1.5f_{p_{1}}/f_{f}=1.5, 2.0, and 2.5, respectively. As a result, we find that via the simultaneous observation of the ff- and p1p_{1}-mode gravitational waves for 1.5< fp1/ff< 2.51.5\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }f_{p_{1}}/f_{f}\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }2.5, one could extract the value of η\eta less than 10%\sim 10\% accuracy. We remark that, since in Fig. 7 the minimum and maximum of fp1/fff_{p_{1}}/f_{f} correspond to the neutron star models at the second and third avoided crossing in the p1p_{1}-mode, maybe one can estimate the value of η\eta even for 1.1< fp1/ff< 1.51.1\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }f_{p_{1}}/f_{f}\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }1.5 and 2.5< fp1/ff< 2.72.5\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }f_{p_{1}}/f_{f}\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }2.7 with using our empirical formulae. But, in such a case since the ff-mode frequency has two solutions with the fixed value of fp1/fff_{p_{1}}/f_{f}, we only focus on the case with 1.5< fp1/ff< 2.51.5\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }f_{p_{1}}/f_{f}\,\,\raisebox{-3.44444pt}{$\stackrel{{\scriptstyle\textstyle<}}{{\sim}}$ }2.5 in this study.

Refer to caption
Figure 7: For the neutron star models constructed with various EOSs, the ratio of the p1p_{1}-mode frequency to the ff-mode frequency, fp1/fff_{p_{1}}/f_{f}, is shown as a function of the ff-mode frequency. The minimum of fp1/fff_{p_{1}}/f_{f} corresponds to the neutron star model, where the avoided crossing arises between the ff- and the p1p_{1}-modes (the second avoided crossing), while the maximum of fp1/fff_{p_{1}}/f_{f} is to the neutron star model, where the avoided crossing arises between the p1p_{1}- and the p2p_{2}-modes (the third avoided crossing).
Refer to caption Refer to caption
Figure 8: In the left panel, by fixing the value of fp1/fff_{p_{1}}/f_{f}, where the ff- and p1p_{1}-mode frequencies, fff_{f} and fp1f_{p_{1}}, are estimated with the empirical formulae given by Eqs. (2) and (5), η(ff,fp1)\eta(f_{f},f_{p_{1}}) estimated with the empirical formula is shown as a function of fff_{f}, where the solid, dashed, and dotted lines correspond to the results for fp1/ff=1.5f_{p_{1}}/f_{f}=1.5, 2.0, and 2.5, respectively. On this figure, the frequencies calculated for each stellar model are also shown with marks. For reference, the fiducial value of η\eta constrained by terrestrial experiments is shown by shaded region. In the right panel, the relative deviation of η\eta estimated with the empirical formulae from the value of η\eta for each stellar model is shown as a function of the ff-mode frequency, where the meaning of marks is the same as in the left panel, while the solid, dashed, and dotted lines correspond to the case with fp1/ff=1.5f_{p_{1}}/f_{f}=1.5, 2.0, and 2.5. The relative deviation is calculated with Eq. (7).

Furthermore, as shown in Fig. 9 we also find that the maximum ff-mode frequency, which comes from the neutron star model with the maximum mass, is strongly correlated to the radius of the neutron star model with the maximum mass, which corresponds to the minimum radius of neutron star, such as

ff,max(kHz)=3.7739(Rmin10km)210.6289(Rmin10km)+9.7550.f_{f,{\rm max}}\ {\rm(kHz)}=3.7739\left(\frac{R_{\rm min}}{10\ {\rm km}}\right)^{2}-10.6289\left(\frac{R_{\rm min}}{10\ {\rm km}}\right)+9.7550. (8)

That is, if one would observe a large frequency of the ff-mode gravitational wave from a cold neutron star, one can constrain the upper limit of the minimum neutron star radius, which enables us to exclude some of stiff EOSs.

Refer to caption
Figure 9: The maximum ff-mode frequency for each EOS is shown as a function of the minimum radius of neutron star, which corresponds to the neutron star model with the maximum mass. The thick-solid line is fitting line given by Eq. (8).

IV Conclusion

We examined the ff- and p1p_{1}-mode frequencies from cold neutron stars constructed various unified EOSs. First, by using the realistic EOSs considered in this study, we updated the empirical formula for the ff-mode frequency as a function of the square root of the normalized stellar average density, xx, and a parameter, η\eta, which is a combination of the nuclear saturation parameters. The similar empirical formula has already been derived in the previous study for low-mass neutron stars by mainly using the phenomenological EOS, where we proposed that the value of η\eta would observationally be estimated with the empirical formula for the ff-mode together with the mass formula, but it does not work well in the estimation of lower value of η\eta. Owing to the update in this study, not only this defect can be removed, but also we confirmed that the updated empirical formula is applicable within 20%\sim 20\% accuracy even for the neutron star model with the maximum mass. In addition, we newly derived the empirical formula for the p1p_{1}-mode frequency as a function of xx and η\eta. As a result, we proposed that the value of η\eta could be estimated with the simultaneous observation of the ff- and p1p_{1}-modes by using our empirical formulae. In fact, according to our proposal, we showed that η\eta could be estimated within 10%\sim 10\% accuracy, when the ratio of the p1p_{1}-mode to the ff-mode is in the region between 1.5 and 2.5. Finally, we also found that the maximum ff-mode frequency is strongly associated with the minimum radius of the neutron star (which corresponds to the stellar model with the maximum mass), and consequently derived the fitting formula for the maximum ff-mode frequency as a function of the minimum stellar radius. That is, if one would observe a large frequency of the ff-mode, one might constrain the upper limit of the minimum stellar radius, which helps us to understand the EOS for high density region. In this study we only consider the non-rotating neutron star models. That is, we do not know whether or not our approach can be applied even for rotating neutron stars. This is a very interesting topics and we will study somewhere in the future.

Acknowledgements.
We would like to thank H. Togashi for providing some of EOS data and also K. Iida for valuable comments. This work is supported in part by Japan Society for the Promotion of Science (JSPS) KAKENHI Grant Numbers JP18H05236, JP19KK0354, and JP20H04753 and by Pioneering Program of RIKEN for Evolution of Matter in the Universe (r-EMU).

Appendix A Empirical formula for the ff-mode frequency from low-mass neutron stars

With respect to low-mass neutron stars, we have already derived the empirical formula expressing the ff-mode frequencies in Ref. Sotani20b , where we mainly discussed with the phenomenological EOSs (the so-called OI-EOSs) proposed in Refs. OI03 ; OI07 . In this appendix we try to update it, taking into account the results with the unified realistic EOSs considered in this study. In this procedure, we will omit the case with OI-EOS with K0=180K_{0}=180 and L=31.0L=31.0 MeV, which corresponds to η=55.8\eta=55.8 MeV, although we included this parameter set in the previous study Sotani20b , because this parameter set has been excluded by the terrestrial experiments as mentioned in text. As discussed in Refs. AK1996 ; AK1998 , the ff-mode frequencies are characterized by the neutron star average density almost independently of the EOSs, but the frequencies still depend on the EOS a little (see the left panel of Fig. 11). This is because of the phenomena of the avoided crossing between the ff- and the p1p_{1}-mode frequencies, where the corresponding stellar model and the frequencies depend on the EOSs. Even so, we have found that the ff-mode frequencies, ff,ACf_{f,{\rm AC}}, and the square root of the normalized stellar average density, xACx_{\rm AC}, at the avoided crossing can be expressed well as a function of η\eta, which is a nuclear parameter characterizing the EOSs. In fact, as in Fig. 10, the fitting formula for ff,ACf_{f,{\rm AC}} and xACx_{\rm AC} are updated as

ff,AC(kHz)=0.7705η1001+0.2912+0.2642η100,\displaystyle f_{f,{\rm AC}}\ ({\rm kHz})=0.7705\eta_{100}^{-1}+0.2912+0.2642\eta_{100}, (9)
xAC=0.1376η1001+0.01600+0.05860η100,\displaystyle x_{\rm AC}=0.1376\eta_{100}^{-1}+0.01600+0.05860\eta_{100}, (10)

where η100η/100MeV\eta_{100}\equiv\eta/100\ {\rm MeV}. We remark that, in order to find the central density, ρc,AC\rho_{c,{\rm AC}}, for the stellar model at the avoided crossing, the ff-mode frequencies in the both region with lower and higher density than ρc,AC\rho_{c,{\rm AC}} are fitted with the function form given by

ff(kHz)=a1+a2(loguc)+a3(loguc)2+a4(loguc)3f_{f}\ {\rm(kHz)}=a_{1}+a_{2}(\log u_{c})+a_{3}(\log u_{c})^{2}+a_{4}(\log u_{c})^{3} (11)

in this study, instead of the function form adopted in Ref. Sotani20b as

ff(kHz)=a1+a2uc+a3uc2+a4uc3,f_{f}\ {\rm(kHz)}=a_{1}+a_{2}u_{c}+a_{3}u_{c}^{2}+a_{4}u_{c}^{3}, (12)

where ucu_{c} is the central density, ρc\rho_{c}, normalized by the saturation density, ρ0\rho_{0}, i.e., ucρc/ρ0u_{c}\equiv\rho_{c}/\rho_{0}. Then, ρc,AC\rho_{c,{\rm AC}} is identified as an intersection of the fitting in the both region. Anyway, the central density for the stellar model at the avoided crossing almost independent of the function form given by either Eq. (11) or (12).

Refer to caption
Figure 10: The ff-mode frequency (top panel) and the square root of the normalized stellar average density (bottom panel) for the neutron star model at the avoided crossing between the ff- and p1p_{1}-modes are shown as a function of η\eta. For reference, we also show the results with OI-EOSs obtained in Ref. Sotani20b . The dashed lines correspond to the fitting formula derived in Ref. Sotani20b , which are Eqs. (10) and (14) in Ref. Sotani20b , while the thick-solid lines are the fitting formula updated in this study, i.e., Eqs. (9) and (10).

With using the realistic EOSs considered in this study, the ff-mode frequencies are shown as a function of the square root of the normalized stellar average density in the left panel of Fig. 11. As mentioned before, the ff-mode frequencies depend on the EOSs a little, where the difference becomes 0.5\sim 0.5 kHz. In a similar way to Ref. Sotani20b , the ff-mode frequencies and the square root of the normalized stellar average density are shifted in such a way that the corresponding values at the avoided crossing are aligned at the origin as in the right panel of Fig. 11. The thick-solid line in this figure is the fitting line for ffff,ACf_{f}-f_{f,{\rm AC}} as a linear function of xxACx-x_{\rm AC}, using the data in the region from xxAC=0x-x_{\rm AC}=0 up to 0.4\sim 0.4, which is given by

ffff,AC(kHz)=1.6970(xxAC)+0.034816.f_{f}-f_{f,{\rm AC}}\ {\rm(kHz)}=1.6970(x-x_{\rm AC})+0.034816. (13)

Then, substituting the fitting formulae for ff,ACf_{f,{\rm AC}} and xACx_{\rm AC}, i.e., Eqs. (9) and (10), in Eq. (13), the empirical formula for the ff-mode frequency (Eq. (20) in Ref. Sotani20b ) is updated as a function of xx and η\eta as

ff(x,η)(kHz)=1.6970x+f0(η),\displaystyle f_{f}(x,\eta)\ {\rm(kHz)}=1.6970x+f_{0}(\eta), (14)
f0(η)(kHz)=0.53699η1001+0.29886+0.16476η100.\displaystyle f_{0}(\eta)\ {\rm(kHz)}=0.53699\eta_{100}^{-1}+0.29886+0.16476\eta_{100}. (15)
Refer to caption Refer to caption
Figure 11: The ff-mode frequencies for various EOSs are shown as a function of the square root of the normalized stellar average density in the left panel. The shifted ff-mode frequencies, ffff,ACf_{f}-f_{f,{\rm AC}}, are shown as a function of the shifted square root of the normalized stellar average density, xxACx-x_{\rm AC}, in the right panel. In the right panel, the thick-solid line denotes the fitting formula given by Eq. (13).

Furthermore, for low-mass neutron stars, the mass and the gravitational redshift are written as a function of ucu_{c} and η\eta, i.e., Eqs. (2) and (3) in Ref. SIOO14 . In a similar way, we have shown that xx is also expressed as a function of η\eta and ucu_{c} Sotani20b . Here, we update the formula for xx with the EOSs considered in this study. In Fig. 12, we show the values of xx for the neutron star models with ρc/ρ0=2.0\rho_{c}/\rho_{0}=2.0 and 1.5 for various EOSs as a function of η\eta. With these data together with the data obtained with the OI-EOSs in Ref. Sotani20b except for the case with η=55.8\eta=55.8 MeV, we can find that xx is fitted well with the same function form as in Ref. Sotani20b , such as

x=c0η1001+c1c2η100,x=-c_{0}\eta_{100}^{-1}+c_{1}-c_{2}\eta_{100}, (16)

where c0c_{0}, c1c_{1}, and c2c_{2} are positive coefficients depending on uc=ρc/ρ0u_{c}=\rho_{c}/\rho_{0}. In addition, as in Fig. 13, these coefficients are fitted as a function of ucu_{c}, i.e.,

c0(uc)=0.9874uc3+1.2209uc2+0.2354uc10.067204,\displaystyle c_{0}(u_{c})=-0.9874u_{c}^{-3}+1.2209u_{c}^{-2}+0.2354u_{c}^{-1}-0.067204, (17)
c1(uc)=1.4814uc3+2.0594uc20.8753uc1+0.9928,\displaystyle c_{1}(u_{c})=-1.4814u_{c}^{-3}+2.0594u_{c}^{-2}-0.8753u_{c}^{-1}+0.9928, (18)
c2(uc)=0.3760uc3+0.2481uc2+0.1859uc1+0.0050934.\displaystyle c_{2}(u_{c})=-0.3760u_{c}^{-3}+0.2481u_{c}^{-2}+0.1859u_{c}^{-1}+0.0050934. (19)

We remark that we newly add the term of uc3u_{c}^{-3} in this study for fitting of the coefficients cic_{i}. Now, we can get the square root of the normalized stellar average density as a function of η\eta and ucu_{c}, i.e., x=x(η,uc)x=x(\eta,u_{c}) with Eqs. (16) - (19). So, the empirical formula for the ff-mode frequency, i.e., Eq. (14), is written as a function of η\eta and ucu_{c} instead of a function of η\eta and xx, for low-mass neutron stars, i.e., ff=ff(uc,η)f_{f}=f_{f}(u_{c},\eta). This is the updated version with using the realistic EOSs considered in this study. Together with the mass formula, i.e., M=M(uc,η)M=M(u_{c},\eta), given by Eq. (2) in Ref. SIOO14 , one would estimate the values of η\eta and ucu_{c} via the observation of the ff-mode frequency from the neutron star whose mass is known.

Refer to caption
Figure 12: The square root of the normalized stellar average density, xx, for neutron star models constructed with various EOSs and with ρc/ρ0=1.5\rho_{c}/\rho_{0}=1.5 and 2, is shown as a function of η\eta. The dashed lines correspond to the fitting lines derived in Ref. Ref. Sotani20b , while the thick-solid lines are the fitting lines updated in this study with Eq. (16).
Refer to caption
Figure 13: The coefficients in Eq. (16), c0c_{0}, c1c_{1}, and c2c_{2}, are shown as a function of uc=ρc/ρ0u_{c}=\rho_{c}/\rho_{0}, where the thick-solid lines denote the fitting formulae given by Eqs. (17) - (19).

Finally, we check how well the ff-mode frequency from the low-mass neutron star whose mass is known, is estimated with the empirical formulae of the ff-mode frequency and mass. For this purpose, we consider the neutron star models with M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174. We remark that the minimum mass of neutron star observed so far is M=1.174MM=1.174M_{\odot} Martinez15 . Once the mass would be fixed (or observed), one can derive the relation between η\eta and ucu_{c} via the mass formula. With this relation, one can estimate the ff-mode frequency as a function of η\eta (or ucu_{c}), using the empirical formula for the ff-mode frequency. In the left panel of Fig. 14, we show the ff-mode frequency estimated in such a way with the solid lines, where the lines from bottom up correspond to the neutron star models with M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174. Meanwhile, the marks in this figure denote the ff-mode frequencies calculated for each neutron star model. In addition, the dashed lines denote the estimation of the ff-mode frequency with the empirical formula derived in Ref. Sotani20b . It is obviously found that the empirical formula updated in this study works well even in the region with lower value of η\eta, unlike the original empirical formula. Moreover, in order to estimate the deviation of the frequency estimated with the empirical formulae from that calculated for each neutron star model, we calculate the relative deviation defined by

Δ=|ffff(uc,η)|ff,\Delta=\frac{|f_{f}-f_{f}(u_{c},\eta)|}{f_{f}}, (20)

where fff_{f} is the ff-mode frequencies calculated for each stellar model, while ff(uc,η)f_{f}(u_{c},\eta) denotes the frequency estimated with the empirical formula given by Eqs. (14) - (19) together with the mass formula, i.e., M=M(uc,η)M=M(u_{c},\eta), given by Eq. (2) in Ref. SIOO14 . We remark that the relative deviation discussed here is different from the relative deviation given by Eq. (3), where ff(x,η)f_{f}(x,\eta) in Eq. (3) is calculated via Eq. (2) by using the value of xx and η\eta for each neutron star model. The resultant values of the relative deviation with Eq. (20) are shown in the middle panel of Fig. 14, where the circle, square, and diamond correspond to the results for the neutron star models with M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174. From this figure, we find that the ff-mode frequency from not only the neutron star model whose mass is less than 0.7M\sim 0.7M_{\odot} but also that with MMM\sim M_{\odot} can be estimated well via the empirical formulae. Furthermore, in a similar way to the right panel of Fig. 8, we show the relative deviation of η\eta estimated with the empirical formulae for the mass and the ff-mode frequency from the value of η\eta for each stellar model in the right panel of Fig. 14, where the solid, dashed, and dotted lined correspond to the neutron star models with M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174, respectively. Here, the relative deviation, Δη\Delta\eta, is similarly calculated by Eq. (7), but η(ff,fp1)\eta(f_{f},f_{p_{1}}) in the equation is replaced by η(M,ff)\eta(M,f_{f}), which is the value of η\eta estimated with the empirical formulae for the mass and the ff-mode frequency. From this figure, we find that the value of η\eta can be estimated within 20%\sim 20\% accuracy, once the ff-mode frequency will be observed from the neutron star whose mass is known, if the stellar mass is less than 1.174M1.174M_{\odot}.

Refer to caption
Figure 14: In the left panel, the ff-mode frequencies estimated with the empirical formula from the neutron star model with M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174 are shown with the solid line as a function of η\eta, where the lines from bottom up correspond to the results for M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174. The marks denote the frequency calculated for each neutron star model. For reference, the ff-mode frequencies estimated with the empirical formula derived in Ref. Sotani20b are also shown with dashed lines. In the middle panel, the relative deviation of the ff-mode frequencies estimated with empirical formula from that calculated for each neutron star model is shown as a function of η\eta, where the circle, square, and diamond correspond to the results for M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174. In the both panels, the shaded region denotes the fiducial value of η\eta constrained by terrestrial experiments. In the right panel, the relative deviation of η\eta estimated with the empirical formulae for the mass and the ff-mode frequency from the value of η\eta for each stellar model is shown as a function of the ff-mode frequency, where the solid, dashed, and dotted lines correspond to the neutron star models with M/M=0.5M/M_{\odot}=0.5, 0.7, and 1.174, respectively.

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