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The discovery of the accelerating expansion of the universe in 1998 [1, 2] significantly invigorated interest in cosmology. Subsequent observations have continually supplied increasingly precise data, enhancing our understanding of this phenomenon. Key contributions include the cosmic microwave background (CMB) data from Planck 2018 [3] and the direct measurement of the Hubble constant,
H0 [4]. The enhanced precision of these observational data has led to the emergence ofH0 andS8 tensions as prominent new challenges in the field.The early-universe observation of Planck TT, TE, and EE + lowE + lensing [3] combined with baryon acoustic oscillation (BAO) measurements from galaxy redshift surveys [5–7] gives a fit result of
H0=67.36±0.54kms−1Mpc−1 for the ΛCDM model. The late-universe observation of the Cepheid-type Ia supernova (SN) distance ladder by SH0ES [4] gives a result ofH0=73.04±1.04kms−1Mpc−1 . Thus, theH0 tension has currently reached4.85σ [8–13]. In addition, the result ofS8=0.832±0.013 obtained from Planck 2018 is in a3.08σ tension with the result ofS8=0.766+0.020−0.014 obtained from the combination of KiDS/Viking and SDSS cosmic shear data [14]. As the precision of the data increases, theH0 andS8 tensions become more pronounced. Consequently, the issue is unlikely caused by the accuracy of the data but by issues with the measurements or ΛCDM model.Numerous studies have attempted to examine the systematic flaws in both methodologies to address these tensions (see, for example, Refs. [15–21]); however, no conclusive evidence has been found. As a result, new independent measurement techniques for late-universe observation have drawn attention, including, for example, the substitution of Mira variables [22] or red giants [23] for Cepheids in the Cepheid-SN distance ladder, observation of strong lensing time delays [24], water masers [25], surface brightness fluctuations [26], gravitational waves from neutron star mergers [27], use of the different ages of galaxies as cosmic clocks [28, 29], and the baryonic Tully-Fisher relation [30]. Despite numerous new observations, the issue of the
H0 tension has not yet been resolved.In this study, we assume that both early- and late-universe observations are credible and that the cosmological model must be modified. The ΛCDM model has undergone numerous adaptations, which can be divided into two main groups: the dark energy and modified gravity (MG) models. Numerous dark energy models have been used to reduce the
H0 tension [31–53], and some researchers have explored modifications in gravitational theories, referred to as MG models [54–58]. Although these models partially mitigate theH0 tension, they often exacerbate theS8 tension [38].Using the concepts of asymptotic safety [59] and particle production [60] in gravitational field theory, Ref. [61] introduced a
˜Λ CDM model characterized by a dynamical vacuum energy component˜Λ that interacts with matter and radiation. The density of vacuum energy,ρΛ(t)=˜Λ/(8πG) , undergoes conversion to matter (radiation) and vice versa. The˜Λ CDM model has been employed to investigate various cosmological phenomena, including inflation [62], reheating [63], and the evolution of standard cosmology from the end of reheating to the current era [64, 65]. Reference [66] presents a preliminary phenomenological study of the˜Λ CDM model, comparing it with ΛCDM and other interacting dark energy models. Reference [40] presents the investigation of a simplified˜Λ CDM model, showing the possibility of greatly relieving theH0 tension. Here, we further study theH0 andS8 tensions and their correlations within the entire parameter space of the˜Λ CDM model.To verify whether the model alleviates both the
H0 andS8 tensions, we adopt the most commonly used data combination,CMB+BAO+SN (CBS). We also consider theH0 andS8 measurements as complementary to CBS. Note that the redshifts of the galaxies used for measuringS8 are generally less than1.5 . We find that the model relieves theH0 tension to less than1σ and simultaneously relieves theS8 tension, by simply using the CBS data. The lowestH0 andS8 tensions are achieved using the CBS+H0 and CBS+H0+S8 data, respectively. Although theS8 tension is still slightly greater than2σ , we show that it is definitely reduced when theH0 tension is reduced. This situation is difficult to observe in other cosmological models. -
In the framework of the
˜Λ CDM model in standard cosmology, particles are created in the neighborhood of the Friedmann universe horizon. Such dynamics is effectively described by the particle production rateΓm=−(χ/4π)(˙H/H2) and energy densityρHm=2χm2H2 of produced particles. Here, m represents the particle mass, and χ characterizes the widthχ/m of the particle-production layer on the horizon. The interplay between vacuum energy and matter (radiation) is delineated through the particle production rateΓm and densityρHm , explicated in Refs. [63, 64] asH2=8πG3(ρm+ρr+ρΛ),
(1) ˙H=−4πG3(3ρm+4ρr),
(2) ˙ρm+3Hρm=Γm(ρHm−ρm−ρr),
(3) ˙ρr+4Hρr=Γm(ρHm−ρm−ρr).
(4) The matter density
ρm is for non-relativistic particles, and the radiation densityρr for relativistic particles. Equations (1) and (2) are Friedmann equations for the time-varying cosmological termρΛ(t) , and we havepΛ=−ρΛ . Vacuum energy and matter (radiation) interact via the right-handed sides of the energy conservation equations (3) and (4). With initial values at either the reheating end or today, four dynamic equations form a closed set, providing the unique solutionsρm,r,Λ and H.The numerical solutions are too complex to proceed with data analysis. Nevertheless, the model accommodates scaling solutions, consistent with the principles of asymptotic safety in gravitational theories [59, 61]. That is, the
˜Λ CDM quantitiesρm,r,Λ receive scaling factor(1+z)δ (with|δ|≪1 ) corrections toΛCDM counterparts when the redshift z becomes small (late times). Thus, we produce ansatz solutionsρm,r∝(1+z)3(1+wm,r)−δM,RG deviating from normal matter withwm=0 and normal radiation withwr=1/3 , andρΛ∝(1+z)3(1+wΛ)+δΛ deviating from normal vacuum energy withwΛ=−1 .Therefore, in late times, the
˜Λ CDM model parameterizes the Friedmann equation asE2(z)=Ωm(1+z)(3−δMG)+Ωr(1+z)(4−δRG)+ΩΛ(1+z)δΛ,
(5) where
E(z)=H(z)/H0 , and the three scaling indexesδM,RG andδΛ are considerably smaller than unity. The generalized conservation law yields(1+z)ddzE2(z)=3Ωm(1+z)(3−δMG)+4Ωr(1+z)(4−δRG).
(6) At the leading order of
δM,RG andδΛ and for low redshifts, we find the relationδΛ≈(ΩmδMG+ΩrδRG)/ΩΛ.
(7) Two independent parameters
δM,RG can be constrained by observational data. Their negative (positive) values indicate the process of radiation and matter conversion into dark energy (the inverse process). For a comparative analysis, we also introduce the simplified˜Λ CDM model from our previous study [40], characterized byδG≡δMG=δRG andδΛ=δG(Ωm+Ωr)/ΩΛ . -
In this study, we employ CMB, BAO, SN,
H0 , andS8 data. For CMB data, we use the Planck 2018 full-mission TT, TE, and EE + lowE + lensing power spectrum [3]. For BAO data, we utilize five points from three observations (the 6dF Galaxy Survey, SDSS DR7 Main Galaxy Sample, and DR12 galaxy sample) [5–7]. For SN data, we use 1048 data points from the Pantheon compilation [67]. In addition, we also consider two Gaussian priors, that is,S8=0.766+0.020−0.014 (here,S8≡σ8(Ωm/0.3)0.5 ), which originated from the combination of the KiDS/Viking and SDSS data [14],H0=73.04±1.04kms−1Mpc−1 , which was determined from the distance ladder by the SH0ES team [4].To conduct the Markov-chain Monte Carlo (MCMC) analysis, we use the
MontePython code [68]. To assess how well the various models fit the data, we use the Akaike information criterion (AIC) [69–71],AIC≡χ2+2d , where d is the number of free parameters. We useΔAIC=Δχ2+2Δd to compare a model with ΛCDM. -
To evaluate the
˜Λ CDM model, we use the ΛCDM model as a reference. First, we constrain the ΛCDM and˜Λ CDM models using the joint CBS data. The results are shown in Table 1 and Fig. 1. In the˜Λ CDM model, we obtain fit values ofH0=69.5±1.8kms−1Mpc−1 andS8=0.822±0.011 ; thus, theH0 andS8 tensions are relieved to be at the2.87σ and2.77σ levels, respectively. We find that, in this case, theH0 tension is greatly alleviated, and theS8 tension is also slightly alleviated, which is difficult to realize in other cosmological models.Model ΛCDM ˜Λ CDMδMG - −0.00052±0.00088 δRG - −0.0061±0.0059 δΛ - −0.00022±0.00038 Ωm 0.3097±0.0055 0.3060±0.0081 H0[kms−1Mpc−1] 67.66±0.41 69.5±1.8 σ8 0.8107±0.0059 0.814±0.010 S8 0.824±0.010 0.822±0.011 H0 tension 4.81σ 2.87σ S8 tension 2.94σ 2.77σ χ2min 1907.55 1907.34 ΔAIC 0 3.79 Table 1. Constraint results of parameters in the ΛCDM and
˜Λ CDM models with the CBS data. Here,H0 is in units ofkms−1Mpc−1 .Figure 1. (color online) Constraints (68.3% and 95.4% confidence levels) on
H0 ,Ωm ,σ8 , andS8 in the ΛCDM and˜Λ CDM models using the CBS data. Here,H0 is in units ofkms−1Mpc−1 .Although the
˜Λ CDM model demonstrates potential in concurrently mitigating theH0 andS8 discrepancies, it leads to a larger AIC value compared to the ΛCDM model. This indicates that compared to ΛCDM, the˜Λ CDM model's capability in fitting observational data is weaker for the CBS case.To ascertain the
˜Λ CDM model's potential in reducing both theH0 andS8 tensions, we present the correlation coefficients between the cosmological parameters of the ΛCDM and˜Λ CDM models in the CBS case in Fig. 2. Our findings reveal that within the˜Λ CDM model, the correlation coefficients ofδMG andδRG withH0 are negative, and the current constraints give negativeδMG andδRG values. Consequently, the˜Λ CDM model significantly alleviates theH0 tension. Additionally, the extra free parameters exhibit weak correlations withS8 , suggesting that mitigating theS8 tension presents considerable challenges.Figure 2. (color online) Correlation coefficients between cosmological parameters in the ΛCDM and
˜Λ CDM models using the CBS data.The evolution of
Ωm,r,Λ with redshift z in the˜Λ CDM model exhibits similarities to the ΛCDM counterparts. To delineate the distinct characteristics between the˜Λ CDM and ΛCDM models, we define the differences as follows:δΩm,r,Λ(z)=Ωm,r,Λ(z)−Ωm,r,Λ(z)|ΛCDM.
(8) Employing the constrained results from the CBS dataset, as delineated in Table 1 and Fig. 1, we graphically represent the differences in Fig. 3. As shown in Fig. 3, the proportion of dark energy was nearly zero in the early universe, which is consistent with the result of the ΛCDM model. However, in the late universe, when dark energy begins to dominate cosmic evolution, its proportion is somewhat larger than that predicted by the ΛCDM model. Correspondingly, the proportion of matter density in the late universe is slightly less than that in the standard model. This characteristic means that in this model, the accelerated expansion of the late universe begins earlier and is more intense. Consequently, the age of the universe is younger than that predicted by the standard model, resulting in a larger Hubble constant.
Figure 3. (color online) Differences
δΩm,r,Λ(z) between the˜Λ CDM and ΛCDM models in the CBS case. Shown here is the best-fit result.As shown in Table 1 and Fig. 1, the CBS data constrain the
˜Λ CDMH0 andσ8 (Ωm ), with the best-fit values larger (smaller) than their ΛCDM counterparts. Nonetheless, it is evident that the confidence ranges of these parameters are more broad in the˜Λ CDM model compared to those in the ΛCDM model. As a result, theH0 tension relieves to2.87σ in the˜Λ CDM model.S8=σ8(Ωm/0.3)0.5 depends on bothσ8 andΩm . The˜Λ CDMΩm (σ8 ) best-fit value decreases (increases) and its spreading increases, resulting in a decrease in the˜Λ CDMS8 tension to2.77σ , in contrast with the increasingS8 tension found in many other models. Consequently, the interaction dynamics between dark energy and matter, as illustrated in Fig. 3, are pivotal in substantially mitigating both theH0 andS8 tensions.Finally, we constrain the
˜Λ CDM model using the three data combinations, CBS+H0 , CBS+S8 , and CBS+H0 +S8 . The constraint results are shown in Table 2 and Fig. 4. We also compute the AIC values for the˜Λ CDM model using various data combinations to enable a systematic comparison between the˜Λ CDM and ΛCDM models across different datasets. In the previous case (the CBS case), although theH0 tension is greatly relieved and theS8 tension is also slightly alleviated, the˜Λ CDM model is not favored by the CBS data because its ΔAIC value is greater than 0 (ΔAIC=3.79 ). However, when theH0 andS8 data are added to the data combination, we find that the situation is significantly improved both in relieving the tensions and fitting the observations.Data CBS+ H0 CBS+ S8 CBS+ H0 +S8 δMG −0.00140±0.00075 0.00038+0.00072−0.00098 −0.00046±0.00069 δRG −0.0146±0.0040 −0.0053+0.0055−0.0068 −0.0147±0.0040 δΛ −0.00059±0.00030 0.00018+0.00031−0.00046 −0.00020±0.00029 Ωm 0.2974±0.0066 0.3108+0.0077−0.0091 0.3018±0.0066 H0 72.3±1.2 68.8+2.1−1.7 71.9±1.2 σ8 0.8203±0.0095 0.8000+0.0093−0.0079 0.8050±0.0081 S8 0.817±0.010 0.814±0.010 0.8074±0.0098 H0 tension 0.47σ 1.96σ 0.72σ S8 tension 2.59σ 2.43σ 2.11σ χ2min 1909.53 1912.46 1914.76 ΔAIC −2.07 5.02 −2.29 Table 2. Constraint results of parameters in the
˜Λ CDM model with CBS+H0 , CBS+S8 , and CBS+H0 +S8 data.Figure 4. (color online) Constraints (68.3% and 95.4% confidence levels) on the
˜Λ CDM model using CBS, CBS+H0 , CBS+S8 , and CBS+H0 +S8 data.H0 is in units ofkms−1Mpc−1 .In the CBS+
H0 case, we haveH0=72.3±1.2 kms−1Mpc−1 andS8=0.817±0.010 . Therefore, theH0 andS8 tensions are further relieved, and theH0 tension is greatly relieved to0.47σ . Furthermore, in this case,ΔAIC=−2.07 , indicating that the˜Λ CDM model is favored by the data over ΛCDM. However, the˜Λ CDM model is not favored by the CBS+S8 data, in which though theS8 tension is slightly improved (to2.43σ ), theH0 tension is slightly relieved (to1.96σ ), and the fit givesΔAIC=5.02 . Consequently, incorporatingH0 andS8 priors into the data combination effectively mitigates the tensions. Therefore, employing the CBS+H0 +S8 dataset fosters an optimally synthesized scenario, for which we obtainH0=71.9±1.2 kms−1Mpc−1 andS8=0.8074±0.00998 , consequently reducing theH0 andS8 tensions to0.72σ and2.11σ , respectively. Furthermore, under these conditions, the model exhibits the highest degree of concordance with the data, as indicated byΔAIC=−2.29 .We compare our findings with those derived from the simplified
˜Λ CDM model [40], wherein it is postulated thatδMG andδRG are identical in Eqs. (5) and (7), that is,δMG=δRG=δG andδΛ=δG(Ωm+Ωr)/ΩΛ . Employing the CBS dataset, theH0 tension can be relieved to3.59σ (with the best fitH0=67.71kms−1Mpc−1 ), and in this case, theS8 tension is exacerbated (with the best fitS8= 0.8252). Additionally, within the simplified˜Λ CDM model constrained by the CBS +H0 dataset, we obtain the best-fit valuesσ8=0.8720 andS8=0.8310 , and theσ8 andS8 tensions significantly increase while alleviating theH0 tension.We extend our comparison to the
Λ(t) CDM model, an interacting vacuum energy model that posits an energy exchange between vacuum energy and cold dark matter, as detailed by the specific equations˙ρΛ=βHρc and˙ρc+3Hρc=−βHρc (here, the dimensionless parameter β describes the interaction strength). In Ref. [38], the same CBS+H0 dataset is used to constrain theΛ(t) CDM model to obtainH0=69.36kms−1Mpc−1 andσ8=0.844 . In contrast, as illustrated in Table 2, the current findings explicitly show that the˜Λ CDM model exhibits distinct advantages over theΛ(t) CDM model. -
In this study, we propose a new cosmological model, in which the vacuum energy interacts with matter and radiation, which is considered to originate from the asymptotic safety and particle production of gravitational quantum field theory. We test this model using the current cosmological observations and discuss its capability for relieving the
H0 andS8 tensions.To elucidate the mechanisms by which the
˜Λ CDM model relieves tensions, we analyze the differencesδΩm,r,Λ(z) between the˜Λ CDM andΛ CDM models. The alleviation of theH0 tension is attributed to the˜Λ CDM model's enhanced dark energy proportion and reduced matter fraction at low redshifts relative to theΛ CDM model, which stem from the conversion of matter into dark energy. The findings ofδM,RG<0 andδΛ<0 corroborate the˜Λ CDM hypothesis in which in the late universe radiation and matter decay into dark energy [64, 65].We find that this cosmological model can significantly relieve the
H0 tension and simultaneously slightly reduce theS8 tension, which cannot be easily observed in other cosmological models. When using the CBS data to constrain the model, we find that theH0 tension is relieved to2.87σ , and meanwhile, theS8 tension is also improved to2.77σ . However, in this case, theS8 tension is only slightly reduced, and the model is not favored by the CBS data (becauseΔAIC=3.79 ).When the
H0 andS8 data are added to the data combination, the situation is significantly improved. In the CBS+H0 case, we obtain the resultH0=72.3±1.2 kms−1Mpc−1 , indicating that theH0 tension is relieved to0.47σ , and in this case, the model is favored over ΛCDM (ΔAIC=−2.07 ). In the CBS+H0 +S8 case, we obtain a synthetically best situation, in whichH0=71.9±1.2 kms−1Mpc−1 andS8=0.8074±0.0098 ; thus, theH0 andS8 tensions are relieved to0.72σ and2.11σ , respectively. In this case, the model is most favored by the data (ΔAIC=−2.29 ).Therefore, we find that such a cosmological model can greatly relieve the
H0 tension and simultaneously alleviate theS8 tension.Undoubtedly, this model requires further in-depth research in many aspects. Such an interaction between vacuum energy and matter is likely to introduce many additional observational effects. For example, we are not certain whether this model will lead to a significant integrated Sachs-Wolfe effect. Research on this issue requires further related theoretical study and analysis using full CMB angular power spectrum data. Moreover, this additional interaction may also lead to modifications in the middle-scale clustering patterns of large-scale structures, which will potentially affect the clustering strength at various scales. Therefore, such modifications may also affect the mass function and profile of dark matter halos, the statistical properties of galaxy clusters, the alignments of galaxies, the structure of the cosmic web, and so on. The study of these effects is a complicated issue, requires the use of N-body simulations, and also relies on assumptions about the nature of dark matter (such as cold or fuzzy dark matter). All these aspects deserve further in-depth discussion.