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Restoring cosmological concordance with axion-like early dark energy and dark matter characterized by a constant equation of state?

Yan-Hong Yao    and Xin-He Meng
Abstract

The Hubble tension persists as a challenge in cosmology. Even early dark energy (EDE) models, initially considered the most promising for alleviating the Hubble tension, fall short of addressing the issue without exacerbating other tensions, such as the S8S_{8} tension. Considering that a negative dark matter (DM) equation of state (EoS) parameter is conducive to reduce the value of σ8\sigma_{8} parameter, we extend the axion-like EDE model in this paper by replacing the cold dark matter (CDM) with DM characterized by a constant EoS wdmw_{\rm dm} (referred as WDM hereafter). We then impose constraints on this axion-like EDE extension model, along with three other models: the axion-like EDE model, Λ\LambdaWDM, and Λ\LambdaCDM. These constraints are derived from a comprehensive analysis incorporating data from the Planck 2018 cosmic microwave background (CMB), baryon acoustic oscillations (BAO), the Pantheon compilation, as well as a prior on H0H_{0} (i.e., H0=73.04±1.04H_{0}=73.04\pm 1.04, based on the latest local measurement by Riess et al.) and a Gaussianized prior on S8S_{8} (i.e., S8=0.766±0.017S_{8}=0.766\pm 0.017, determined through the joint analysis of KID1000+BOSS+2dLenS). We find that although the new model maintains the ability to alleviate the Hubble tension to \sim 1.4σ\sigma, it still exacerbate the S8S_{8} tension to a level similar to that of the axion-like EDE model.

1 Introduction

Although scrutinized by a plethora of observational data across various scales in the past, the Lambda Cold Dark Matter (Λ\LambdaCDM) model is currently facing skepticism regarding its internal inconsistencies. The Hubble tension, i.e. disagreement between direct [1] and indirect measurements [2] of the Hubble constant H0H_{0}, is a major factor contributing to this outcome. Although, up to this point, we can’t exclude the possibility of systematics as the origin of the Hubble tension, many cosmologists are beginning to address the tension by introducing new physics. Generally speaking, solutions for resolving the Hubble tension in a theoretical manner can be categorized into two types: early-time solutions and late-time solutions, based on the introduction of new physics before and after recombination. Early-time solutions, such as early dark energy (EDE) models [3, 4, 5, 6, 7, 8, 9, 10, 11, 12], which introduce an exotic dark sector that acts as a cosmological constant before a critical redshift zcz_{c} around 3000 but whose density then dilutes faster than radiation, and dark radiation models [13, 14, 15, 16, 17, 18], which include extra relativistic degrees of freedom that doesn’t interact with photons and baryons, are considered to play a important role in resolving the Hubble tension. Nevertheless, as pointed out by the author of Ref. [19], early-time new physics alone will always fall short of fully solving the Hubble tension. On the other hand, late-time solutions, such as late dark energy (DE) models [20, 21, 22, 23, 24, 25, 26] and interacting DE models [27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39], are also considered to be incapable of fully resolving the Hubble tension, since consistency with Baryon Acoustic Oscillation (BAO) and uncalibrated Type Ia supernovae (SN Ia) data requires new physics to be introduced before recombination, in order to reduce the sound horizon by \sim 7% [40, 41, 42, 43, 44].

Among all early-time solutions, EDE models may be the most promising category. However, similar to other early-time solutions, EDE models is incapable of fully resolving the Hubble tension, one of the primary reasons for this is that considering a non-zero EDE fractions fEDE(zc)f_{\rm EDE}(z_{c}) near the matter-radiation equality would increase the dark matter (DM) density ωcdm\omega_{\rm cdm} compared to that of Λ\LambdaCDM. A higher value of ωcdm\omega_{\rm cdm} would lead to a higher value of the S8=σ8Ωm/0.3S_{8}=\sigma_{8}\sqrt{\Omega_{\rm m}/0.3} parameter (where Ωm\Omega_{\rm m} is the matter density parameter and σ8\sigma_{8} is the matter fluctuation amplitude on scales of 8h1Mpc8h^{-1}{\rm Mpc}) if the value of σ8\sigma_{8} undergoes little variation, leading to a more significant S8S_{8} tension between Cosmic Microwave Background (CMB) data and weak lensing (WL) as well as Large-Scale Structure (LSS) data [45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62]. However, it is still possible that an extension of an EDE model would mitigate the need for an increase in the ωcdm\omega_{\rm cdm}, or alternatively compensate the associated increase in the amplitude of fluctuations. In fact, various extensions of EDE models have been proposed by researchers guided by this idea in order to simultaneously alleviate the H0H_{0} tension and the S8S_{8} tension. See e.g. Refs. [63, 64, 65, 66, 67, 68, 69, 70]. These models employ various methods to supplement or modify the cold dark matter (CDM) paradigm, including the introduction of the total neutrino mass MνM_{\nu} as a free parameter [63, 65, 70], the inclusion of ultra-light axions that comprises five percent of DM [64], the proposal to replace CDM with decaying DM [69], the consideration of DM coupled with EDE [66, 67, 68]. Since the nature of DM remains mysterious, it is appropriate to explore phenomenological models and observe how they align with data. The simplest phenomenological modification to the CDM paradigm, i.e., considering a constant DM equation of state (EoS) as a free parameter, has not yet been explored in the existing literature related to the extension of EDE. Nevertheless, it is well known that a negative value of DM EoS has the capability to reduce the value of σ8\sigma_{8} parameter compared to a CDM setting. Therefore, in this paper, we will extend the axion-like EDE model by replacing CDM with DM characterized by a constant EoS (referred as WDM hereafter), and examine whether this extension can simultaneously alleviate the H0H_{0} tension and the S8S_{8} tension.

The rest of this paper is organized as follows. In section 2, we review the dynamics of axion-like EDE and WDM, and discuss their cosmological implications, specifically on the CMB and matter power spectra. In section 3, we describe the observational datasets and the statistical methodology. In section 4, we present the results of a Markov Chain Monte Carlo analysis applied on a combination of CMB, BAO, SN Ia data. In the last section, we make a brief conclusion for this paper.

2 Model overview

Our model consists of two modifications to Λ\LambdaCDM. The first one is the inclusion of the axion-like EDE, and the second one is the replacement of CDM with WDM. Therefore we refer to this model as EDE+WDM hereafter. In this section, we will give a brief summary of the dynamics of EDE+WDM.

In EDE+WDM, EDE is represented by a canonical scalar field [7], while WDM is represented by an ideal fluid. Their energy density and pressure affect the dynamics of other species through Einstein’s equation. At the homogeneous and isotropic level, the expansion rate of the universe can be written as:

H=H0Ωdm(a)+Ωb(a)+Ωr(a)+ΩΛ+Ωϕ(a),H=H_{0}\sqrt{\Omega_{\rm dm}(a)+\Omega_{b}(a)+\Omega_{r}(a)+\Omega_{\Lambda}+\Omega_{\phi}(a)}, (2.1)

where aa is the scale factor, ΩXρX/ρcrit\Omega_{X}\equiv\rho_{X}/\rho_{\rm crit}, and ρcrit=3H02MP2\rho_{\rm crit}=3H_{0}^{2}M_{P}^{2}, with MP(8πG)12M_{P}\equiv(8\pi G)^{-\frac{1}{2}} being the reduced Planck mass. The energy density and pressure of the scalar field at the background level are given by:

ρϕ\displaystyle\rho_{\phi} =\displaystyle= 12ϕ˙2+V(ϕ),\displaystyle\frac{1}{2}\dot{\phi}^{2}+V(\phi), (2.2)
pϕ\displaystyle p_{\phi} =\displaystyle= 12ϕ˙2V(ϕ),\displaystyle\frac{1}{2}\dot{\phi}^{2}-V(\phi), (2.3)

where the dot indicates a derivative with respect to cosmic time. The potential of the axion-like EDE scalar field is chosen in the following form:

V(ϕ)=m2f2[1cos(ϕ/f)]3,V(\phi)=m^{2}f^{2}[1-\cos(\phi/f)]^{3}, (2.4)

where mm and ff are the EDE mass and decay constant. The evolution of the scalar field ϕ\phi is described by the Klein-Gorden (KG) equation:

ϕ¨+3Hϕ˙+V,ϕ=0.\ddot{\phi}+3H\dot{\phi}+V_{,\phi}=0. (2.5)

As described in the literature [7], initially, the scalar field is frozen due to Hubble friction at a position displaced from the minimum of its potential, and its energy density is sub-dominant. It is only after the Hubble rate drops below the effective mass of the scalar field that the field becomes dynamical, starts rolling down, and oscillates around the minimum of its potential. This leads to a faster dilution of its energy density compared to radiation. Given the evolutionary behavior of EDE, the fundamental particle physics parameters mm and ff can be related to the phenomenological parameters log10zc\log_{10}z_{c} and fEDE(zc)f_{\text{EDE}}(z_{c}). Here fEDE(zc)f_{\text{EDE}}(z_{c}) is the maximum fraction of the total energy density in the scalar field, and zcz_{c} is the redshift at which this fraction reaches its maximum. Therefore, the EDE component is governed by three parameters: log10zc\log_{10}z_{c}, fEDE(zc)f_{\text{EDE}}(z_{c}), and the initial misalignment angle θi=ϕi/f\theta_{i}=\phi_{i}/f, with ϕi\phi_{i} being the initial field value. As showed in [7], mm largely controls the value of zcz_{c}, while ff controls the value of fEDE(zc)f_{\text{EDE}}(z_{c}). And the approximate equations related mm to zcz_{c} and ff to fEDE(zc)f_{\text{EDE}}(z_{c}) are:

m2|(1cosθi)2(2+3cosθi)|3H(zc)2m^{2}|(1-\cos\theta_{i})^{2}(2+3\cos\theta_{i})|\simeq 3H(z_{c})^{2} (2.6)
fEDE(zc)m2f2ρtot(zc)(1cosθi)3f_{\text{EDE}}(z_{c})\simeq\frac{m^{2}f^{2}}{\rho_{tot}(z_{c})}(1-\cos\theta_{i})^{3} (2.7)

It can be inferred from the above equations that for a fixed θi\theta_{i} a value of mm determines zcz_{c} and a value of ff determines fEDE(zc)f_{\text{EDE}}(z_{c}). According to [71], θi\theta_{i}, once other EDE parameters is fixed, is a parameter whose value controls the oscillation frequency of the background field, it is tightly constrained by the small-scale polarization measurements, in fact, the full Planck 2015 dataset excluding the region θi<1.8\theta_{i}<1.8 at 95% confidence level.

The evolution of the energy density of WDM, however, is described by a simpler equation, namely the continuity equation of WDM:

ρ˙dm+3H(1+wdm)ρdm=0.\dot{\rho}_{\rm dm}+3H(1+w_{\rm dm})\rho_{\rm dm}=0. (2.8)

Here, wdmw_{\rm dm} is the EoS of WDM, and it is a constant. After solving this equation, we obtain ρdm=ρdm0a3(1+wdm)\rho_{\rm dm}=\rho_{\rm dm0}a^{-3(1+w_{\rm dm})} (without losing any generality we set the current value of the scale factor a0a_{0} to be unity). According to this formula, WDM dilutes either faster or slower than CDM, depending on the sign of wdmw_{\rm dm}.

The EDE+WDM model is determined by ten parameters: six basic parameters shared with Λ\LambdaCDM, plus four new parameters, namely log10zc\log_{10}z_{c}, fEDE(zc)f_{\text{EDE}}(z_{c}), θi\theta_{i}, and wdmw_{\rm dm}.

At the linear perturbation level, the perturbation of scalar field ϕ\phi (in the Fourier space) is governed by the linearized KG equation:

δϕk′′+2δϕk+(k2+a2V,ϕϕ)δϕk=hϕ/2\delta\phi_{k}^{\prime\prime}+2\mathcal{H}\delta\phi_{k}^{\prime}+(k^{2}+a^{2}V_{,\phi\phi})\delta\phi_{k}=-h^{\prime}\phi^{\prime}/2 (2.9)

where the prime denotes derivative with respect to conformal time, \mathcal{H} is the conformal Hubble parameter, hh is the metric potential in synchronous gauge, and kk is magnitude of the wavenumber k\vec{k}.

On the other hand, the linear perturbation equations of WDM is consist of the continuity and Euler equations of this component,i.e.:

δdm=(1+wdm)(θdm+12h)3δdm(cs,dm2wdm)9(1+wdm)(cs,dm2ca,dm2)2θdmk2,\delta^{\prime}_{\rm dm}=-(1+w_{\rm dm})\left(\theta_{\rm dm}+\frac{1}{2}h^{\prime}\right)-3\mathcal{H}\delta_{\rm dm}(c^{2}_{\rm s,dm}-w_{\rm dm})-9(1+w_{\rm dm})(c^{2}_{\rm s,dm}-c^{2}_{\rm a,dm})\mathcal{H}^{2}\frac{\theta_{\rm dm}}{k^{2}}, (2.10)
θdm=(13cs,dm2)θdm+cs,dm21+wdmk2δdm.\theta^{\prime}_{\rm dm}=-(1-3c^{2}_{\rm s,dm})\mathcal{H}\theta_{\rm dm}+\frac{c^{2}_{\rm s,dm}}{1+w_{\rm dm}}k^{2}\delta_{\rm dm}. (2.11)

where δdm\delta_{\rm dm} and θdm\theta_{\rm dm} are the relative density and velocity divergence perturbations of DM, cs,dmc_{\rm s,dm} and ca,dm=p˙dm/ρ˙dmc_{\rm a,dm}=\dot{p}_{\rm dm}/\dot{\rho}_{\rm dm} denote the sound speed and adiabatic sound speed of DM. The sound speed of DM describe its micro-scale properties and needs to be provided independently, in this article, we consider cs,dm2=0c^{2}_{\rm s,dm}=0 in order to understand the extent to which modifying the DM EoS alone can alleviate the S8S_{8} tension. Having presented the equations above, the background and perturbation dynamics of the EDE+WDM model is clearly understood.

At the end of this section, we present some implications regarding the impacts of EDE+WDM on the CMB TT and matter power spectra. For a simplified demonstration of these effects, we display in Fig.1 the CMB TT and matter power spectra of EDE+WDM, along with their residuals compared to a baseline Λ\LambdaCDM model. We define our benchmark Λ\LambdaCDM model with the following cosmological parameters: the peak scale parameter 100θs\theta_{s}=1.041783, the baryon density today ωb\omega_{b}=0.02238280, the DM density today ωdm\omega_{\rm dm}=0.1201705, the optical depth τreio\tau_{\rm reio}=0.0543082, the amplitude of the primordial scalar As=2.100549×109A_{s}=2.100549\times 10^{-9}, the spectral index of the primordial scalar nsn_{s}=0.9660499. These values are extracted from the Planck 2018 + lowE + lensing dataset [2]. The six basic parameters of EDE+WDM are fixed to the values of their counterparts in the baseline Λ\LambdaCDM model. Other parameters, namely log10zc\log_{10}z_{c}, fEDE(zc)f_{\text{EDE}}(z_{c}), θi\theta_{i}, and wdmw_{\text{dm}}, are set to the following values for different choices: 3.5, 0, 2.5, 0.001; 3.5, 0, 2.5, 0; 3.5, 0, 2.5, 0.001-0.001; 3.5, 0.05, 2.5, 0. Of course, we point out that the values of six basic parameters of EDE+WDM extracted from Planck 2018 + lowE + lensing dataset are different from the six corresponding values provided above, in fact, EDE+WDM have a larger value of ωcdm\omega_{\rm cdm} compared to Λ\LambdaCDM due to the wdmw_{\text{dm}}-ωdm\omega_{\rm dm} and EDE-ωdm\omega_{\rm dm} degeneracy, and this will lead to different CMB TT and matter power spectra. However, in order to consider the individual impact of changing the values of wdmw_{\text{dm}} and fEDE(zc)f_{\text{EDE}}(z_{c}) on the CMB TT and matter power spectra, we set the values of the six basic parameters for both EDE+WDM and Λ\LambdaCDM to be consistent.

Focusing on the CMB TT power spectrum and fixing the fEDE(zc)f_{\text{EDE}}(z_{c}) parameter, we observe that the amplitudes of the acoustic peaks in the CMB predicted by EDE+WDM with a negative wdmw_{\rm dm} are increased. This is attributed to the fact that negative values of the parameter wdmw_{\rm dm} will postpone the moment of matter-radiation equality when other model parameters are fixed. On larger scales where l<10l<10, the curves are depressed when the value of the parameter wdmw_{\rm dm} is negative, due to the integrated Sachs-Wolfe effect. In addition, when the values of the parameter wdmw_{\rm dm} turn positive, while keeping the values of other relevant cosmological parameters unchanged, the resulting effects are opposite to those observed with negative values of wdmw_{\rm dm}. On the other hand, when fixing the wdmw_{\rm dm} parameter, an increase in the amplitudes of the acoustic peaks in the CMB is observed in EDE+WDM when fEDE(zc)f_{\text{EDE}}(z_{c}) is non-zero. Additionally, the curves show an increase on larger scales under this circumstance. These effects differ from those arising from a positive or negative wdmw_{\rm dm}.

Concentrating on the matter power spectrum with a fixed fEDE(zc)f_{\text{EDE}}(z_{c}) parameter, it becomes evident that a negative value of wdmw_{\rm dm} results in a decrease, while positive values of wdmw_{\rm dm} lead to an increase in the matter power spectrum, this is because the former situation results in a delay of matter and radiation equality, while the latter situation leads to an advance of matter and radiation equality. On the other hand, when fixing the wdmw_{\rm dm} parameter, a non-zero value of fEDE(zc)f_{\text{EDE}}(z_{c}) leads to a different outcome, i.e. an increase in the large scale and a decrease in the small scale of the matter power spectrum. From these effects, one can infer that a non-zero fEDE(zc)f_{\text{EDE}}(z_{c}) itself is not the direct reason for worsening the S8S_{8} tension, considering it leads to a decrease in the small scale of the power spectrum, the problem arise from the EDE-ωdm\omega_{\rm dm} degeneracy, it counteracts the effect of a non-zero fEDE(zc)f_{\text{EDE}}(z_{c}), and we hope that a negative wdmw_{\rm dm}, in addition to a non-zero fEDE(zc)f_{\text{EDE}}(z_{c}), will solve this problem111It’s worth mentioning that, if both the values of wdmw_{\rm dm} and fEDE(zc)f_{\text{EDE}}(z_{c}) are non-zero, then it’s not difficult to infer that, as long as both values are small enough, the observed results in the power spectrum will be a combination of the outcomes corresponding to only one of the two values being zero..

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Figure 1: The CMB TT and matter power spectra are computed for different values of the parameters fEDE(zc)f_{\text{EDE}}(z_{c}) and wdmw_{dm}, while keeping six basic parameters fixed at the values of their counterparts in the baseline Λ\LambdaCDM model, as extracted from the Planck 2018 + lowE + lensing data. Additionally, log10zc\log_{10}z_{c} and θi\theta_{i} are set to 3.5 and 2.5.

3 Datasets and methodology

In order to extract the mean values and confidence intervals of the model parameters, we utilize the recent observational datasets described below.

Cosmic Microwave Background (CMB): we make use of the Planck 2018 [2, 72, 73] CMB temperature, polarization, and lensing measurements that includes plik TTTEEE, lowl, lowE, and lensing likelihood.

Baryon acoustic oscillations(BAO): we also utilize several BAO distance measurements including 6dFGS [74], SDSS-MGS [75], and BOSS DR12 [76].

Pantheon: the Pantheon catalogue of Supernovae Type Ia, comprising 1048 data points in the redshift region z[0.01,2.3]z\in[0.01,2.3] are also considered.

Hubble constant: the latest local measurement of Hubble constant obtained by Riess et al. [1], i.e. H0=73.04±1.04H_{0}=73.04\pm 1.04 are also included, we denoted it as R22 hereafter.

S8S_{8} parameter: in addition to the above datasets, we include a Gaussianized prior on S8S_{8}, i.e. S8=0.766±0.017S_{8}=0.766\pm 0.017, chosen according to the joint analysis of KID1000+BOSS+2dLenS. (The use of a prior as an approximation for the full WL likelihoods has been demonstrated to be justified in the context of EDE models [77]. Nevertheless, in the case of the EDE+WDM model, a comprehensive assessment of the likelihoods necessitates a dedicated treatment of nonlinearities. Due to the absence of such tools, we restrict our analysis to the linear power spectrum, and make the assumption that the incorporation of this S8S_{8} prior correctly captures the constraints from the KID1000+BOSS+2dLenS likelihoods on EDE+WDM.)

To constrain the EDE+WDM model, we run a Markov Chain Monte Carlo (MCMC) using the public code MontePython-v3 [78, 79], interfaced with a modified version of the CLASS_EDE code [77] which is an extension to the CLASS code [80, 81]. We perform the analysis with a Metropolis-Hasting algorithm and consider chains to be converged using the Gelman-Rubin [82] criterion R1<0.03R-1<0.03, assuming flat priors on the following parameter space:

𝒫={ωb,ωdm,θs,As,ns,τreio,log10zc,fEDE(zc),θi,wdm},\mathcal{P}=\{\omega_{b},\omega_{\rm dm},\theta_{s},A_{s},n_{s},\tau_{\rm reio},\log_{10}z_{c},f_{\rm EDE}(z_{c}),\theta_{i},w_{\rm dm}\}, (3.1)

we also adopt the Planck collaboration convention and model free-streaming neutrinos as two massless species and one massive with Mv=0.06M_{v}=0.06 eV.

4 Results and discussion

In this section we constrain EDE+WDM, EDE222’EDE’ here represents the axion-like early dark energy model instead of early dark energy, the specific meaning of ’EDE’ will no longer be explicitly stated in the following content. Readers are encouraged to infer its significance based on the context., Λ\LambdaWDM, Λ\LambdaCDM using CMB, BAO, Pantheon datasets, as well as R22 and the Gaussianized prior on S8S_{8} that we shown in the previous section in order to perform a statistical comparison between these models with the aim to focus on the tension on both H0H_{0} and S8S_{8}.

In Table 1, we present the observational constraints on EDE+WDM, EDE, Λ\LambdaWDM, and Λ\LambdaCDM based on CMB+BAO+Pantheon+H0H_{0}+S8S_{8} dataset. Fig. 2 shows the one dimensional posterior distributions and two dimensional joint contours at 68% and 95% confidence levels for the most relevant parameters of EDE+WDM, EDE, Λ\LambdaWDM, and Λ\LambdaCDM. From Table 1, one can see that the values of parameters wdmw_{\rm dm} of both EDE+WDM and Λ\LambdaWDM are very close to 0. This doesn’t come as a surprise, since otherwise the large-scale structure can not be correctly formed. In addition, we find that the fitting results for H0H_{0} parameter in EDE+WDM, i.e. 71.111.0+0.8871.11^{+0.88}_{-1.0} at 68%68\% confidence level, is similar to that of EDE, i.e. 71.10±0.9071.10\pm 0.90 at 68%68\% confidence level. It still maintains the ability to alleviate the Hubble tension to \sim 1.4 σ\sigma, which is a notable improvement compared to that of Λ\LambdaWDM, i.e. 69.95±0.6069.95\pm 0.60 at 68%68\% confidence level (with Hubble tension \sim 2.6 σ\sigma) and that of Λ\LambdaCDM, i.e. 68.79±0.3768.79\pm 0.37 at 68%68\% confidence level (with Hubble tension \sim 3.9 σ\sigma). However, unfortunately, we find that the fitting result for S8S_{8} parameter in EDE+WDM, i.e. 0.8140.012+0.0110.814^{+0.011}_{-0.012} at 68%68\% confidence level is also similar to that of EDE, i.e. 0.815±0.0110.815\pm 0.011 at 68%68\% confidence level, showing a \sim 2.3 σ\sigma tension on the S8S_{8} parameter, which is still worse than that of Λ\LambdaWDM, i.e. S8=0.80430.0084+0.0093S_{8}=0.8043^{+0.0093}_{-0.0084} 68%68\% confidence level (with S8S_{8} tension \sim 2 σ\sigma) and that of Λ\LambdaCDM, i.e. S8=0.7994±0.0086S_{8}=0.7994\pm 0.0086 68%68\% confidence level (with S8S_{8} tension \sim 1.8 σ\sigma). We attribute the failure of the EDE+WDM model to alleviate the S8S_{8} tension to the lack of a positive (negative) correlation between the S8S_{8} parameter and the wdmw_{\rm dm} parameter, as well as a sufficiently large negative (positive) value of wdmw_{\rm dm} in this model. Although, as expected, there is a positive correlation between the wdmw_{\rm dm} parameter and the σ8\sigma_{8} parameter in this model, the negative correlation between the wdmw_{\rm dm} parameter and Ωm\Omega_{m} leads to the lack of correlation between the S8S_{8} parameter and the wdmw_{\rm dm} parameter. This is somewhat different from the situation in Λ\LambdaWDM. Although in Λ\LambdaWDM, the wdmw_{\rm dm} parameter is also positively correlated with the σ8\sigma_{8} parameter while being negatively correlated with the Ωm\Omega_{m} parameter, it still results in a slight positive correlation between the wdmw_{\rm dm} parameter and the S8S_{8} parameter. We note that even though there is a slight positive correlation between the wdmw_{\rm dm} parameter and the S8S_{8} parameter in the Λ\LambdaWDM case, such a model still exacerbates the S8S_{8} tension compared to Λ\LambdaCDM due to the positive value of wdmw_{\rm dm}. To visually illustrate the tension among the fitting results of EDE+WDM, EDE, Λ\LambdaWDM, Λ\LambdaCDM, and two priors included in the datasets (R22 and the Gaussianized prior on S8S_{8}), Fig. 3 reproduces the S8S_{8}-H0H_{0} contours, incorporating the boundaries corresponding to one standard deviation for these two priors. It’s worth mentioning that, the above result is still obtained when using both H0H_{0} prior and S8S_{8} prior simultaneously. If we were to use only one of these priors, or none at all, the EDE+WDM model would face even greater Hubble and S8S_{8} tensions.

We also consider the Akaike information criterion (AIC) for model comparison among EDE+WDM, EDE, Λ\LambdaWDM, and Λ\LambdaCDM. The AIC is defined as χmin2+2k\chi_{\text{min}}^{2}+2k, where kk denotes the number of cosmological parameters. In practice, we are primarily interested in the relative values of AIC between two different models, denoted as Δ\DeltaAIC = Δχmin2+2Δk\Delta\chi_{\text{min}}^{2}+2\Delta k. A model with a smaller AIC value is considered to be more favored. In this work, the Λ\LambdaCDM model serves as the reference model. From Table 1, we find that the Δ\DeltaAIC values for EDE+WDM, EDE, and Λ\LambdaWDM are 5.2-5.2, 7.18-7.18, 4.14-4.14, respectively. Therefore, for the CMB+BAO+Pantheon+H0H_{0}+S8S_{8} dataset, EDE is the most favored model among the four models analyzed in this work.

Generally speaking, the observational data force wdmw_{\rm dm} of EDE+WDM to be very close to 0, resulting in EDE+WDM not differing much from EDE. Additionally, a negative wdmw_{\rm dm} lacks a common physical explanation. Also, as shown above, EDE+WDM is not favored by the observational data compared to EDE, as its AIC is worse than that of EDE. Furthermore, EDE+WDM cannot alleviate the Hubble tension and the S8S_{8} tension. In short, adding a new degree of freedom wdmw_{\rm dm} is not a good choice.

Model  Λ\LambdaCDM  Λ\LambdaWDM   EDE  EDE+WDM
Dataset  CMB + BAO + Pantheon + S8S_{8} + H0H_{0}
100ωb100~{}\omega_{b} 2.265±0.0130.025+0.0252.265\pm 0.013^{+0.025}_{-0.025} 2.248±0.0140.027+0.0272.248\pm 0.014^{+0.027}_{-0.027} 2.286±0.0210.040+0.0412.286\pm 0.021^{+0.041}_{-0.040} 2.274±0.0240.045+0.0482.274\pm 0.024^{+0.048}_{-0.045}
ωcdm\omega_{\rm cdm} 0.11707±0.000810.0016+0.00160.11707\pm 0.00081^{+0.0016}_{-0.0016} 0.11586±0.000890.0017+0.00180.11586\pm 0.00089^{+0.0018}_{-0.0017} 0.1255±0.00330.0062+0.00630.1255\pm 0.0033^{+0.0063}_{-0.0062} 0.12330.0060+0.00270.0088+0.020{0.1233^{+0.0027}_{-0.0060}}^{+0.020}_{-0.0088}
100θs100~{}\theta_{s} 1.04218±0.000290.00058+0.000551.04218\pm 0.00029^{+0.00055}_{-0.00058} 1.04202±0.000280.00056+0.000551.04202\pm 0.00028^{+0.00055}_{-0.00056} 1.04163±0.000380.00073+0.000711.04163\pm 0.00038^{+0.00071}_{-0.00073} 1.041630.00031+0.000420.0012+0.00082{1.04163^{+0.00042}_{-0.00031}}^{+0.00082}_{-0.0012}
ln(1010As)\ln(10^{10}A_{s}) 3.050±0.0150.028+0.0303.050\pm 0.015^{+0.030}_{-0.028} 3.045±0.0140.028+0.0283.045\pm 0.014^{+0.028}_{-0.028} 3.057±0.0150.029+0.0293.057\pm 0.015^{+0.029}_{-0.029} 3.053±0.0150.030+0.0323.053\pm 0.015^{+0.032}_{-0.030}
nsn_{s} 0.9725±0.00370.0072+0.00710.9725\pm 0.0037^{+0.0071}_{-0.0072} 0.9701±0.00360.0072+0.00710.9701\pm 0.0036^{+0.0071}_{-0.0072} 0.9859±0.00650.013+0.0130.9859\pm 0.0065^{+0.013}_{-0.013} 0.98180.010+0.00680.018+0.022{0.9818^{+0.0068}_{-0.010}}^{+0.022}_{-0.018}
τreio\tau_{\mathrm{reio}} 0.0598±0.00750.014+0.0160.0598\pm 0.0075^{+0.016}_{-0.014} 0.05510.0075+0.00660.014+0.015{0.0551^{+0.0066}_{-0.0075}}^{+0.015}_{-0.014} 0.0571±0.00750.015+0.0150.0571\pm 0.0075^{+0.015}_{-0.015} 0.0556±0.00730.014+0.0150.0556\pm 0.0073^{+0.015}_{-0.014}
log10zc\log_{10}z_{c} - - 3.65±0.140.22+0.293.65\pm 0.14^{+0.29}_{-0.22} 3.67±0.220.37+0.543.67\pm 0.22^{+0.54}_{-0.37}
fEDE(zc)f_{\rm EDE}(z_{c}) - - 0.0820.025+0.0280.054+0.049{0.082^{+0.028}_{-0.025}}^{+0.049}_{-0.054} 0.0660.047+0.0250.071+0.13{0.066^{+0.025}_{-0.047}}^{+0.13}_{-0.071}
θi\theta_{i} - - 2.710.069+0.230.47+0.34{2.71^{+0.23}_{-0.069}}^{+0.34}_{-0.47} 2.48+0.027+0.531.6+0.62{2.48^{+0.53}_{+0.027}}^{+0.62}_{-1.6}
wdmw_{\rm dm} - 0.00098±0.000410.00079+0.000790.00098\pm 0.00041^{+0.00079}_{-0.00079} - 0.000420.00043+0.000690.0014+0.0013{0.00042^{+0.00069}_{-0.00043}}^{+0.0013}_{-0.0014}
H0H_{0} 68.79±0.370.70+0.7368.79\pm 0.37^{+0.73}_{-0.70} 69.95±0.601.2+1.269.95\pm 0.60^{+1.2}_{-1.2} 71.10±0.901.8+1.871.10\pm 0.90^{+1.8}_{-1.8} 71.111.0+0.881.9+1.9{71.11^{+0.88}_{-1.0}}^{+1.9}_{-1.9}
Ωm\Omega_{m} 0.2966±0.00460.0091+0.00900.2966\pm 0.0046^{+0.0090}_{-0.0091} 0.2841±0.00650.013+0.0130.2841\pm 0.0065^{+0.013}_{-0.013} 0.29480.0048+0.00420.0087+0.0096{0.2948^{+0.0042}_{-0.0048}}^{+0.0096}_{-0.0087} 0.29010.0097+0.00640.016+0.019{0.2901^{+0.0064}_{-0.0097}}^{+0.019}_{-0.016}
σ8\sigma_{8} 0.8039±0.00570.011+0.0110.8039\pm 0.0057^{+0.011}_{-0.011} 0.827±0.0110.023+0.0220.827\pm 0.011^{+0.022}_{-0.023} 0.8224±0.00940.018+0.0180.8224\pm 0.0094^{+0.018}_{-0.018} 0.828±0.0140.026+0.0250.828\pm 0.014^{+0.025}_{-0.026}
S8S_{8} 0.7994±0.00860.017+0.0170.7994\pm 0.0086^{+0.017}_{-0.017} 0.80430.0084+0.00930.017+0.017{0.8043^{+0.0093}_{-0.0084}}^{+0.017}_{-0.017} 0.815±0.0110.021+0.0210.815\pm 0.011^{+0.021}_{-0.021} 0.8140.012+0.0110.022+0.025{0.814^{+0.011}_{-0.012}}^{+0.025}_{-0.022}
χmin2\chi_{min}^{2} 3840.76 3834.62 3827.58 3827.56
Δχmin2\Delta\chi_{min}^{2} 0 6.14-6.14 13.18-13.18 13.20-13.20
kk 28 29 31 32
AIC 3896.76 3892.62 3889.58 3891.56
Δ\DeltaAIC 0 4.14-4.14 7.18-7.18 5.2-5.2
Table 1: The mean values and 1, 2 σ\sigma errors of the parameters for EDE+WDM, EDE, Λ\LambdaWDM, and Λ\LambdaCDM are provided for the CMB+BAO+Pantheon+S8S_{8}+H0H_{0} dataset, along with the AIC values for these four models.
Refer to caption
Figure 2: one dimensional posterior distributions and two dimensional joint contours at 68% and 95% confidence levels for the most relevant parameters of EDE+WDM, EDE, Λ\LambdaWDM, and Λ\LambdaCDM are presented using CMB+BAO+Pantheon+H0H_{0}+S8S_{8} dataset.
Refer to caption
Figure 3: the S8S_{8}-H0H_{0} contours at 68% and 95% confidence levels for EDE+WDM, EDE, Λ\LambdaWDM, and Λ\LambdaCDM regarding CMB+BAO+Pantheon+H0H_{0}+S8S_{8} dataset, as well as the boundaries corresponding to one standard deviation for R22 and the Gaussianized prior.

5 concluding remarks

The Hubble tension remains a complex issue in cosmology, the current consensus within the scientific community suggests that, if systematics are not the origin of the Hubble tension, modifications are necessary both in the early and late stages compared to Λ\LambdaCDM [19]. Early-time modification are deemed necessary to simultaneously increase the Hubble constant and reduce the sound horizon. However, such modifications fail to address the Hubble tension without exacerbating other tensions, such as the S8S_{8} tension. One of the most prominent early-time solutions is the axion-like EDE model, which considers a non-zero EDE fraction fEDE(zc)f_{\rm EDE}(z_{c}) near the matter-radiation equality. This increases the DM density and exacerbates the S8S_{8} tension. Given that the axion-like EDE model is a typical early-time solution and a negative DM EoS is conducive to reduce the value of σ8\sigma_{8} parameter, we extend the axion-like EDE model by replacing the CDM in this model with DM characterized by a constant EoS wdmw_{\rm dm}. We then impose constraints on this axion-like EDE extension model, i.e. EDE+WDM, along with three other models: the axion-like EDE model, i.e. EDE, Λ\LambdaWDM, and Λ\LambdaCDM. These constraints are extracted from a comprehensive analysis incorporating data from the Planck 2018 CMB, BAO, the Pantheon compilation, as well as R22 and the Gaussianized prior on S8S_{8} determined through the joint analysis of KID1000+BOSS+2dLenS. Our findings indicate that, while EDE+WDM maintains EDE’s ability to alleviate the Hubble tension to \sim 1.4σ\sigma, it still moderately exacerbate the S8S_{8} tension. In fact, a non-zero DM EoS not only affects the value of σ8\sigma_{8} but also shifts the value of Ωm\Omega_{m}; the combination of these two effects leads to the value of S8S_{8} remaining close to that of the CDM case. Finally, we employ AIC to make a model comparison between EDE+WDM, EDE, Λ\LambdaWDM, and Λ\LambdaCDM regarding the CMB+BAO+Pantheon+H0H_{0}+S8S_{8} dataset. Our analysis reveals that the EDE model is the most supported model among these four models regarding this dataset. Since EDE+WDM is not favored by the observational data compared to EDE, and EDE+WDM cannot alleviate both the Hubble tension and the S8S_{8} tension, we conclude that adding a new degree of freedom wdmw_{\rm dm} is not a good choice.

Acknowledgments

This work is supported by the National key R&D Program of China (Grant No. 2020YFC2201600), National Natural Science Foundation of China (NSFC) under Grant No. 12073088, and National SKA Program of China No. 2020SKA0110402.

References

  • [1] A.G. Riess, W. Yuan, L.M. Macri, D. Scolnic, D. Brout, S. Casertano et al., A comprehensive measurement of the local value of the Hubble constant with 1kms1Mpc1km\cdot s^{-1}\cdot Mpc^{-1} uncertainty from the Hubble space telescope and the SH0ES team, The Astrophysical Journal Letters 934 (2022) L7.
  • [2] N. Aghanim, Y. Akrami, M. Ashdown, J. Aumont, C. Baccigalupi, M. Ballardini et al., Planck 2018 results-VI. Cosmological parameters, Astronomy & Astrophysics 641 (2020) A6.
  • [3] V. Poulin, T.L. Smith, T. Karwal and M. Kamionkowski, Early dark energy can resolve the Hubble tension, Physical Review Letters 122 (2019) 221301.
  • [4] P. Agrawal, F.-Y. Cyr-Racine, D. Pinner and L. Randall, Rock’n’roll solutions to the Hubble tension, arXiv preprint arXiv:1904.01016 (2019) .
  • [5] M.-X. Lin, G. Benevento, W. Hu and M. Raveri, Acoustic dark energy: Potential conversion of the Hubble tension, Physical Review D 100 (2019) 063542.
  • [6] G. Ye and Y.-S. Piao, Is the Hubble tension a hint of ADS phase around recombination?, Physical Review D 101 (2020) 083507.
  • [7] T.L. Smith, V. Poulin and M.A. Amin, Oscillating scalar fields and the Hubble tension: a resolution with novel signatures, Physical Review D 101 (2020) 063523.
  • [8] Ö. Akarsu, J.D. Barrow, L.A. Escamilla and J.A. Vazquez, Graduated dark energy: Observational hints of a spontaneous sign switch in the cosmological constant, Physical Review D 101 (2020) 063528.
  • [9] M. Braglia, W.T. Emond, F. Finelli, A.E. Gümrükçüoğlu and K. Koyama, Unified framework for early dark energy from α\alpha-attractors, Physical Review D 102 (2020) 083513.
  • [10] S. Vagnozzi, Consistency tests of Λ\LambdaCDM from the early integrated sachs-wolfe effect: Implications for early-time new physics and the Hubble tension, Physical Review D 104 (2021) 063524.
  • [11] F. Niedermann and M.S. Sloth, New early dark energy, Physical Review D 103 (2021) L041303.
  • [12] K. Freese and M.W. Winkler, Chain early dark energy: a proposal for solving the Hubble tension and explaining today s dark energy, Physical Review D 104 (2021) 083533.
  • [13] R.A. Battye and A. Moss, Evidence for massive neutrinos from cosmic microwave background and lensing observations, Physical Review Letters 112 (2014) 051303.
  • [14] J.-F. Zhang, J.-J. Geng and X. Zhang, Neutrinos and dark energy after Planck and BICEP2: data consistency tests and cosmological parameter constraints, Journal of Cosmology and Astroparticle Physics 2014 (2014) 044.
  • [15] J. Zhang, Y. Li and X. Zhang, Sterile neutrinos help reconcile the observational results of primordial gravitational waves from Planck and BICEP2, Physics Letters B 740 (2015) 359.
  • [16] L. Feng, J. Zhang and X. Zhang, Searching for sterile neutrinos in dynamical dark energy cosmologies, Science China-physics Mechanics and Astronomy 61 (2018) 050411.
  • [17] M. Zhao, J. Zhang and X. Zhang, Measuring growth index in a universe with massive neutrinos: A revisit of the general relativity test with the latest observations, Physics Letters B 779 (2018) 473.
  • [18] S.R. Choudhury and S. Choubey, Constraining light sterile neutrino mass with the BICEP2/Keck Array 2014 B-mode polarization data, European Physical Journal C 79 (2019) 557.
  • [19] S. Vagnozzi, Seven hints that early-time new physics alone is not sufficient to solve the Hubble tension, Universe 9 (2023) 393.
  • [20] Q.-G. Huang and K. Wang, How the dark energy can reconcile Planck with local determination of the Hubble constant, The European Physical Journal C 76 (2016) 1.
  • [21] S. Vagnozzi, S. Dhawan, M. Gerbino, K. Freese, A. Goobar and O. Mena, Constraints on the sum of the neutrino masses in dynamical dark energy models with w(z)1w(z)\geq-1 are tighter than those obtained in Λ\LambdaCDM, Physical Review D 98 (2018) 083501.
  • [22] M. Martinelli and I. Tutusaus, CMB tensions with low-redshift H0H_{0} and S8S_{8} measurements: impact of a redshift-dependent type-Ia supernovae intrinsic luminosity, Symmetry 11 (2019) 986.
  • [23] L. Visinelli, S. Vagnozzi and U. Danielsson, Revisiting a negative cosmological constant from low-redshift data, Symmetry 11 (2019) 1035.
  • [24] S. Vagnozzi, New physics in light of the H0H_{0} tension: an alternative view, Physical Review D 102 (2020) 023518.
  • [25] G. Alestas, L. Kazantzidis and L. Perivolaropoulos, H0H_{0} tension, phantom dark energy, and cosmological parameter degeneracies, Physical Review D 101 (2020) 123516.
  • [26] G. Alestas and L. Perivolaropoulos, Late-time approaches to the Hubble tension deforming H(z), worsen the growth tension, Monthly Notices of the Royal Astronomical Society 504 (2021) 3956.
  • [27] S. Kumar and R.C. Nunes, Probing the interaction between dark matter and dark energy in the presence of massive neutrinos, Physical Review D 94 (2016) 123511.
  • [28] S. Kumar and R.C. Nunes, Echo of interactions in the dark sector, Physical Review D 96 (2017) 103511.
  • [29] E. Di Valentino, A. Melchiorri and O. Mena, Can interacting dark energy solve the H0H_{0} tension?, Physical Review D 96 (2017) 043503.
  • [30] W. Yang, S. Pan, E. Di Valentino, R.C. Nunes, S. Vagnozzi and D.F. Mota, Tale of stable interacting dark energy, observational signatures, and the H0H_{0} tension, Journal of Cosmology and Astroparticle Physics 2018 (2018) 019.
  • [31] W. Yang, A. Mukherjee, E. Di Valentino and S. Pan, Interacting dark energy with time varying equation of state and the H0H_{0} tension, Physical Review D 98 (2018) 123527.
  • [32] S. Kumar, R.C. Nunes and S.K. Yadav, Dark sector interaction: a remedy of the tensions between CMB and LSS data, The European Physical Journal C 79 (2019) 1.
  • [33] W. Yang, O. Mena, S. Pan and E. Di Valentino, Dark sectors with dynamical coupling, Physical Review D 100 (2019) 083509.
  • [34] Y.-H. Yao and X.-H. Meng, A new coupled three-form dark energy model and implications for the H0H_{0} tension, Physics of the Dark Universe 30 (2020) 100729.
  • [35] E. Di Valentino, A. Melchiorri, O. Mena and S. Vagnozzi, Nonminimal dark sector physics and cosmological tensions, Physical Review D 101 (2020) 063502.
  • [36] E. Di Valentino, A. Melchiorri, O. Mena and S. Vagnozzi, Interacting dark energy in the early 2020s: A promising solution to the H0H_{0} and cosmic shear tensions, Physics of the Dark Universe 30 (2020) 100666.
  • [37] M. Lucca and D.C. Hooper, Tensions in the dark: shedding light on dark matter-dark energy interactions, arXiv preprint arXiv:2002.06127 (2020) .
  • [38] W. Yang, E. Di Valentino, O. Mena and S. Pan, Dynamical dark sectors and neutrino masses and abundances, Physical Review D 102 (2020) 023535.
  • [39] R.C. Nunes, S. Vagnozzi, S. Kumar, E. Di Valentino and O. Mena, New tests of dark sector interactions from the full-shape galaxy power spectrum, Physical Review D 105 (2022) 123506.
  • [40] J.L. Bernal, L. Verde and A.G. Riess, The trouble with H0H_{0}, Journal of Cosmology and Astroparticle Physics 2016 (2016) 019.
  • [41] G. Addison, D. Watts, C. Bennett, M. Halpern, G. Hinshaw and J. Weiland, Elucidating Λ\LambdaCDM: impact of baryon acoustic oscillation measurements on the Hubble constant discrepancy, The Astrophysical Journal 853 (2018) 119.
  • [42] P. Lemos, E. Lee, G. Efstathiou and S. Gratton, Model independent H(z) reconstruction using the cosmic inverse distance ladder, Monthly Notices of the Royal Astronomical Society 483 (2019) 4803.
  • [43] K. Aylor, M. Joy, L. Knox, M. Millea, S. Raghunathan and W.K. Wu, Sounds discordant: Classical distance ladder and Λ\LambdaCDM-based determinations of the cosmological sound horizon, The Astrophysical Journal 874 (2019) 4.
  • [44] L. Knox and M. Millea, Hubble constant hunter s guide, Physical Review D 101 (2020) 043533.
  • [45] E. Macaulay, I.K. Wehus and H.K. Eriksen, Lower growth rate from recent redshift space distortion measurements than expected from Planck, Physical review letters 111 (2013) 161301.
  • [46] S. Joudaki, C. Blake, C. Heymans, A. Choi, J. Harnois-Deraps, H. Hildebrandt et al., Cfhtlens revisited: assessing concordance with Planck including astrophysical systematics, Monthly Notices of the Royal Astronomical Society (2016) 2033-.
  • [47] P. Bull, Y. Akrami, J. Adamek, T. Baker, E. Bellini, J.B. Jimenez et al., Beyond Λ\LambdaCDM: Problems, solutions, and the road ahead, Physics of the Dark Universe 12 (2016) 56.
  • [48] S. Joudaki, A. Mead, C. Blake, A. Choi, J. de Jong, T. Erben et al., KIDS-450: Testing extensions to the standard cosmological model, Monthly Notices of the Royal Astronomical Society 471 (2017) 1259.
  • [49] S. Nesseris, G. Pantazis and L. Perivolaropoulos, Tension and constraints on modified gravity parametrizations of Geff(z)G_{\rm eff}(z) from growth rate and Planck data, Physical Review D 96 (2017) 023542.
  • [50] L. Kazantzidis and L. Perivolaropoulos, Evolution of the fσ8\sigma_{8} tension with the Planck 15/Λ\LambdaCDM determination and implications for modified gravity theories, Physical Review D 97 (2018) 103503.
  • [51] M. Asgari, T. Tröster, C. Heymans, H. Hildebrandt, J.L. Van den Busch, A.H. Wright et al., KiDS+ VIKING-450 and DES-Y1 combined: Mitigating baryon feedback uncertainty with COSEBIs, Astronomy & Astrophysics 634 (2020) A127.
  • [52] H. Hildebrandt, F. Köhlinger, J. Van den Busch, B. Joachimi, C. Heymans, A. Kannawadi et al., KiDS+ VIKING-450: Cosmic shear tomography with optical and infrared data, Astronomy & Astrophysics 633 (2020) A69.
  • [53] F. Skara and L. Perivolaropoulos, Tension of the EG statistic and redshift space distortion data with the Planck-Λ\LambdaCDM model and implications for weakening gravity, Physical Review D 101 (2020) 063521.
  • [54] T. Abbott, M. Aguena, A. Alarcon, S. Allam, S. Allen, J. Annis et al., Dark energy survey year 1 results: Cosmological constraints from cluster abundances and weak lensing, Physical Review D 102 (2020) 023509.
  • [55] S. Joudaki, H. Hildebrandt, D. Traykova, N. Chisari, C. Heymans, A. Kannawadi et al., KiDS+ VIKING-450 and DES-Y1 combined: Cosmology with cosmic shear, Astronomy & Astrophysics 638 (2020) L1.
  • [56] C. Heymans, T. Tröster, M. Asgari, C. Blake, H. Hildebrandt, B. Joachimi et al., KIDS-1000 cosmology: Multi-probe weak gravitational lensing and spectroscopic galaxy clustering constraints, Astronomy & Astrophysics 646 (2021) A140.
  • [57] M. Asgari, C.-A. Lin, B. Joachimi, B. Giblin, C. Heymans, H. Hildebrandt et al., KIDS-1000 cosmology: Cosmic shear constraints and comparison between two point statistics, Astronomy & Astrophysics 645 (2021) A104.
  • [58] A. Loureiro, L. Whittaker, A.S. Mancini, B. Joachimi, A. Cuceu, M. Asgari et al., KIDS & Euclid: Cosmological implications of a pseudo angular power spectrum analysis of KIDS-1000 cosmic shear tomography, arXiv preprint arXiv:2110.06947 (2021) .
  • [59] T. Abbott, M. Aguena, A. Alarcon, S. Allam, O. Alves, A. Amon et al., Dark energy survey year 3 results: Cosmological constraints from galaxy clustering and weak lensing, Physical Review D 105 (2022) 023520.
  • [60] A. Amon, D. Gruen, M. Troxel, N. MacCrann, S. Dodelson, A. Choi et al., Dark energy survey year 3 results: Cosmology from cosmic shear and robustness to data calibration, Physical Review D 105 (2022) 023514.
  • [61] L. Secco, S. Samuroff, E. Krause, B. Jain, J. Blazek, M. Raveri et al., Dark energy survey year 3 results: Cosmology from cosmic shear and robustness to modeling uncertainty, Physical Review D 105 (2022) 023515.
  • [62] O.H. Philcox and M.M. Ivanov, BOSS DR12 full-shape cosmology: Λ\LambdaCDM constraints from the large-scale galaxy power spectrum and bispectrum monopole, Physical Review D 105 (2022) 043517.
  • [63] R. Murgia, G.F. Abellán and V. Poulin, Early dark energy resolution to the Hubble tension in light of weak lensing surveys and lensing anomalies, Physical Review D 103 (2021) 063502.
  • [64] I.J. Allali, M.P. Hertzberg and F. Rompineve, Dark sector to restore cosmological concordance, Physical Review D 104 (2021) L081303.
  • [65] E. Fondi, A. Melchiorri and L. Pagano, No evidence for EDE from Planck data in extended scenarios, arXiv preprint arXiv:2203.12930 (2022) .
  • [66] T. Karwal, M. Raveri, B. Jain, J. Khoury and M. Trodden, Chameleon early dark energy and the Hubble tension, Physical Review D 105 (2022) 063535.
  • [67] E. McDonough, M.-X. Lin, J.C. Hill, W. Hu and S. Zhou, Early dark sector, the Hubble tension, and the swampland, Physical Review D 106 (2022) 043525.
  • [68] H. Wang and Y.-S. Piao, A fraction of dark matter faded with early dark energy?, arXiv preprint arXiv:2209.09685 (2022) .
  • [69] S.J. Clark, K. Vattis, J. Fan and S.M. Koushiappas, H0H_{0} and S8S_{8} tensions necessitate early and late time changes to Λ\LambdaCDM, Physical Review D 107 (2023) 083527.
  • [70] A. Reeves, L. Herold, S. Vagnozzi, B.D. Sherwin and E.G. Ferreira, Restoring cosmological concordance with early dark energy and massive neutrinos?, Monthly Notices of the Royal Astronomical Society 520 (2023) 3688.
  • [71] T. Karwal, M. Kamionkowski, Early dark energy, the Hubble-parameter tension, and the string axiverse, arXiv preprint arXiv:1608.01309 (2016) .
  • [72] N. Aghanim, Y. Akrami, M. Ashdown, J. Aumont, C. Baccigalupi, M. Ballardini et al., Planck 2018 results-V. CMB power spectra and likelihoods, Astronomy & Astrophysics 641 (2020) A5.
  • [73] N. Aghanim, Y. Akrami, M. Ashdown, J. Aumont, C. Baccigalupi, M. Ballardini et al., Planck 2018 results-VIII. gravitational lensing, Astronomy & Astrophysics 641 (2020) A8.
  • [74] F. Beutler, C. Blake, M. Colless, D.H. Jones, L. Staveley-Smith, L. Campbell et al., The 6DF galaxy survey: Baryon acoustic oscillations and the local Hubble constant, Monthly Notices of the Royal Astronomical Society 416 (2011) 3017.
  • [75] A.J. Ross, L. Samushia, C. Howlett, W.J. Percival, A. Burden and M. Manera, The clustering of the SDSS DR7 main galaxy sample–I. a 4 percent distance measure at z=0.15z=0.15, Monthly Notices of the Royal Astronomical Society 449 (2015) 835.
  • [76] S. Alam, M. Ata, S. Bailey, F. Beutler, D. Bizyaev, J.A. Blazek et al., The clustering of galaxies in the completed SDSS-III Baryon Oscillation Spectroscopic survey: cosmological analysis of the DR12 galaxy sample, Monthly Notices of the Royal Astronomical Society 470 (2017) 2617.
  • [77] J.C. Hill, E. McDonough, M.W. Toomey and S. Alexander, Early dark energy does not restore cosmological concordance, Physical Review D 102 (2020) 043507.
  • [78] B. Audren, J. Lesgourgues, K. Benabed and S. Prunet, Conservative constraints on early cosmology with MONTEPYTHON, Journal of Cosmology and Astroparticle Physics 2013 (2013) 001.
  • [79] T. Brinckmann and J. Lesgourgues, MontePython 3: boosted MCMC sampler and other features, Physics of the Dark Universe 24 (2019) 100260.
  • [80] J. Lesgourgues, The cosmic linear anisotropy solving system (CLASS) I: overview, arXiv preprint arXiv:1104.2932 (2011) .
  • [81] D. Blas, J. Lesgourgues and T. Tram, The cosmic linear anisotropy solving system (CLASS). part II: approximation schemes, Journal of Cosmology and Astroparticle Physics 2011 (2011) 034.
  • [82] A. Gelman and D.B. Rubin, Inference from iterative simulation using multiple sequences, Statistical science (1992) 457.