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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,
$ H_0 $ [4]. The enhanced precision of these observational data has led to the emergence of$ H_0 $ and$ S_8 $ 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
$ H_0=67.36 \pm 0.54 {\rm{km\; s}}^{-1} {\rm{Mpc}}^{-1} $ for the ΛCDM model. The late-universe observation of the Cepheid-type Ia supernova (SN) distance ladder by SH0ES [4] gives a result of$H_0=73.04 \pm 1.04 {\rm{km\; s}}^{-1} {\rm{Mpc}}^{-1}$ . Thus, the$ H_0 $ tension has currently reached$ 4.85\sigma $ [8–13]. In addition, the result of$ S_8=0.832 \pm 0.013 $ obtained from Planck 2018 is in a$ 3.08\sigma $ tension with the result of$ S_8= 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, the$ H_0 $ and$ S_8 $ 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
$ H_0 $ 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
$ H_0 $ tension [31–53], and some researchers have explored modifications in gravitational theories, referred to as MG models [54–58]. Although these models partially mitigate the$ H_0 $ tension, they often exacerbate the$ S_8 $ tension [38].Using the concepts of asymptotic safety [59] and particle production [60] in gravitational field theory, Ref. [61] introduced a
$ \tilde\Lambda $ CDM model characterized by a dynamical vacuum energy component$ \tilde\Lambda $ that interacts with matter and radiation. The density of vacuum energy,$ \rho_{\Lambda}(t)=\tilde\Lambda/(8\pi G) $ , undergoes conversion to matter (radiation) and vice versa. The$ \tilde\Lambda $ 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$ \tilde\Lambda $ CDM model, comparing it with ΛCDM and other interacting dark energy models. Reference [40] presents the investigation of a simplified$ \tilde\Lambda $ CDM model, showing the possibility of greatly relieving the$ H_0 $ tension. Here, we further study the$ H_0 $ and$ S_8 $ tensions and their correlations within the entire parameter space of the$ \tilde\Lambda $ CDM model.To verify whether the model alleviates both the
$ H_0 $ and$ S_8 $ tensions, we adopt the most commonly used data combination,$ {\rm{CMB+BAO+SN}} $ (CBS). We also consider the$ H_0 $ and$ S_8 $ measurements as complementary to CBS. Note that the redshifts of the galaxies used for measuring$ S_8 $ are generally less than$ 1.5 $ . We find that the model relieves the$ H_0 $ tension to less than$ 1\sigma $ and simultaneously relieves the$ S_8 $ tension, by simply using the CBS data. The lowest$ H_0 $ and$ S_8 $ tensions are achieved using the CBS$ +H_0 $ and CBS$ +H_0+S_8 $ data, respectively. Although the$ S_8 $ tension is still slightly greater than$ 2\sigma $ , we show that it is definitely reduced when the$ H_0 $ tension is reduced. This situation is difficult to observe in other cosmological models. -
In the framework of the
$ \tilde\Lambda $ 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 rate$ \Gamma_m= -(\chi/4\pi)(\dot H/H^2) $ and energy density$ \rho_{m}^H=2 \chi m^2H^2 $ of produced particles. Here, m represents the particle mass, and χ characterizes the width$ \chi/m $ of the particle-production layer on the horizon. The interplay between vacuum energy and matter (radiation) is delineated through the particle production rate$ \Gamma_m $ and density$ \rho_{m}^H $ , explicated in Refs. [63, 64] as$ H^2 = \frac{8\pi G}{3}(\rho_{m}+\rho_{r}+\rho_{\Lambda}), $
(1) $\dot H =-\frac{4\pi G}{3}(3\rho_{m}+4\rho_{r}), $
(2) $\dot\rho_{m}+ 3H\rho_{m} = \Gamma_m(\rho_{m}^H - \rho_{m}-\rho_{{r}}), $
(3) $\dot\rho_{{r}}+ 4 H\rho_{{r}} = \Gamma_m(\rho_{m}^H - \rho_{{m}}-\rho_{{r}}). $
(4) The matter density
$ \rho_{{m}} $ is for non-relativistic particles, and the radiation density$ \rho_{{r}} $ for relativistic particles. Equations (1) and (2) are Friedmann equations for the time-varying cosmological term$ \rho_{\Lambda}(t) $ , and we have$ p_{\Lambda}=-\rho_{\Lambda} $ . 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 solutions$ \rho_{{m, r, \Lambda}} $ 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
$ \tilde\Lambda $ CDM quantities$ \rho_{{m, r, \Lambda}} $ receive scaling factor$ (1+z)^\delta $ (with$ |\delta|\ll 1 $ ) corrections to$ \Lambda {{\rm{CDM}}} $ counterparts when the redshift z becomes small (late times). Thus, we produce ansatz solutions$ \rho_{{m, r}}\propto (1+z)^{3(1+w_{m, r})-\delta^{M, R}_G} $ deviating from normal matter with$ w_m=0 $ and normal radiation with$ w_r= 1/3 $ , and$ \rho_{\Lambda}\propto (1+z)^{3(1+w_{\Lambda})+\delta_{\Lambda}} $ deviating from normal vacuum energy with$ w_{\Lambda}=-1 $ .Therefore, in late times, the
$ \tilde\Lambda $ CDM model parameterizes the Friedmann equation as$E^2(z)=\Omega_{m}(1+z)^{(3-\delta^M_{G})}+\Omega_{r}(1+z)^{(4-\delta^R_{G})}+\Omega_{_\Lambda}(1+z)^{\delta_\Lambda}, $
(5) where
$ E(z)=H(z)/H_0 $ , and the three scaling indexes$\delta^{M, R}_{G}$ and$ \delta_{\Lambda} $ are considerably smaller than unity. The generalized conservation law yields$(1+z)\frac{\rm d}{{\rm d}z}E^2(z)=3\Omega_{m}(1+z)^{(3-\delta^M_{G})}+4\Omega_{r}(1+z)^{(4-\delta^R_{G})}. $
(6) At the leading order of
$\delta^{M, R}_{G}$ and$ \delta_{\Lambda} $ and for low redshifts, we find the relation$ \delta_\Lambda \approx (\Omega_{m}\delta^M_{G}+\Omega_{r}\delta^R_{G})/\Omega_{_\Lambda}. $
(7) Two independent parameters
$\delta^{M, R}_{G}$ 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$ \tilde\Lambda $ CDM model from our previous study [40], characterized by$ \delta_G\equiv \delta_{_G}^M= \delta_{_G}^R $ and$\delta_\Lambda=\delta_G(\Omega_{m}+\Omega_{r})/\Omega_\Lambda$ . -
To evaluate the
$ \tilde\Lambda $ CDM model, we use the ΛCDM model as a reference. First, we constrain the ΛCDM and$ \tilde\Lambda $ CDM models using the joint CBS data. The results are shown in Table 1 and Fig. 1. In the$ \tilde\Lambda $ CDM model, we obtain fit values of$H_0=69.5\pm 1.8\; {\rm{km\; s}}^{-1} {\rm{Mpc}}^{-1}$ and$ S_8=0.822\pm 0.011 $ ; thus, the$ H_0 $ and$ S_8 $ tensions are relieved to be at the$ 2.87\sigma $ and$ 2.77\sigma $ levels, respectively. We find that, in this case, the$ H_0 $ tension is greatly alleviated, and the$ S_8 $ tension is also slightly alleviated, which is difficult to realize in other cosmological models.Model ΛCDM $ \tilde\Lambda $ CDM$\delta^M_{G}$ - $ -0.00052\pm 0.00088 $ $\delta^R_{G}$ - $ -0.0061\pm 0.0059 $ $ \delta_{\Lambda} $ - $ -0.00022\pm 0.00038 $ $\Omega_{m}$ $ 0.3097\pm 0.0055 $ $ 0.3060\pm 0.0081 $ $H_0 [{ {\rm{km} } \;{\rm s^{-1} \;Mpc^{-1} }}]$ $ 67.66\pm 0.41 $ $ 69.5\pm 1.8 $ $ \sigma_8 $ $ 0.8107\pm 0.0059 $ $ 0.814\pm 0.010 $ $ S_8 $ $ 0.824\pm 0.010 $ $ 0.822\pm 0.011 $ ${H_0} ~{ {\rm{tension} } }$ $ 4.81\sigma $ $ 2.87\sigma $ ${S_8} ~{ {\rm{tension} } }$ $ 2.94\sigma $ $ 2.77\sigma $ $ \chi_{{\rm{min}}}^{2} $ 1907.55 1907.34 $ \Delta {{\rm{AIC}}} $ 0 3.79 Table 1. Constraint results of parameters in the ΛCDM and
$ \tilde\Lambda $ CDM models with the CBS data. Here,$ H_0 $ is in units of$ {\rm{km\; s}}^{-1}\; {\rm{Mpc}}^{-1} $ .Figure 1. (color online) Constraints (68.3% and 95.4% confidence levels) on
$ H_0 $ ,$\Omega_{m}$ ,$ \sigma_8 $ , and$ S_8 $ in the ΛCDM and$ \tilde\Lambda $ CDM models using the CBS data. Here,$ H_0 $ is in units of$ {\rm{km\; s}}^{-1}\; {\rm{Mpc}}^{-1} $ .Although the
$ \tilde\Lambda $ CDM model demonstrates potential in concurrently mitigating the$ H_0 $ and$ S_8 $ discrepancies, it leads to a larger AIC value compared to the ΛCDM model. This indicates that compared to ΛCDM, the$ \tilde\Lambda $ CDM model's capability in fitting observational data is weaker for the CBS case.To ascertain the
$ \tilde\Lambda $ CDM model's potential in reducing both the$ H_0 $ and$ S_8 $ tensions, we present the correlation coefficients between the cosmological parameters of the ΛCDM and$ \tilde\Lambda $ CDM models in the CBS case in Fig. 2. Our findings reveal that within the$ \tilde\Lambda $ CDM model, the correlation coefficients of$ \delta_G^M $ and$ \delta_G^R $ with$ H_0 $ are negative, and the current constraints give negative$ \delta_G^M $ and$ \delta_G^R $ values. Consequently, the$ \tilde\Lambda $ CDM model significantly alleviates the$ H_0 $ tension. Additionally, the extra free parameters exhibit weak correlations with$ S_8 $ , suggesting that mitigating the$ S_8 $ tension presents considerable challenges.Figure 2. (color online) Correlation coefficients between cosmological parameters in the ΛCDM and
$ \tilde\Lambda $ CDM models using the CBS data.The evolution of
$\Omega_{m, r, \Lambda}$ with redshift z in the$ \tilde\Lambda $ CDM model exhibits similarities to the ΛCDM counterparts. To delineate the distinct characteristics between the$ \tilde\Lambda $ CDM and ΛCDM models, we define the differences as follows:$ \delta\Omega_{m, r, \Lambda}(z)=\Omega_{{{\rm{m}}, r}, \Lambda}(z)-\Omega_{m, r, \Lambda}(z)|_{\Lambda{{\rm{CDM}}}}. $
(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
$\delta\Omega_{m, r, \Lambda}(z) $ between the$ \tilde\Lambda $ 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
$ \tilde\Lambda $ CDM$ H_0 $ and$ \sigma_8 $ ($ \Omega_m $ ), 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$ \tilde\Lambda $ CDM model compared to those in the ΛCDM model. As a result, the$ H_0 $ tension relieves to$ 2.87\sigma $ in the$ \tilde\Lambda $ CDM model.$S_8= \sigma_8(\Omega_{m}/0.3)^{0.5}$ depends on both$ \sigma_8 $ and$\Omega_{m}$ . The$ \tilde\Lambda $ CDM$ \Omega_m $ ($ \sigma_8 $ ) best-fit value decreases (increases) and its spreading increases, resulting in a decrease in the$ \tilde\Lambda $ CDM$ S_8 $ tension to$ 2.77\sigma $ , in contrast with the increasing$ S_8 $ 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 the$ H_0 $ and$ S_8 $ tensions.Finally, we constrain the
$ \tilde\Lambda $ CDM model using the three data combinations, CBS+$ H_0 $ , CBS+$ S_8 $ , and CBS+$ H_0 $ +$ S_8 $ . The constraint results are shown in Table 2 and Fig. 4. We also compute the AIC values for the$ \tilde\Lambda $ CDM model using various data combinations to enable a systematic comparison between the$ \tilde\Lambda $ CDM and ΛCDM models across different datasets. In the previous case (the CBS case), although the$ H_0 $ tension is greatly relieved and the$ S_8 $ tension is also slightly alleviated, the$ \tilde\Lambda $ CDM model is not favored by the CBS data because its ΔAIC value is greater than 0 ($ \Delta{{\rm{AIC}}}=3.79 $ ). However, when the$ H_0 $ and$ S_8 $ 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+ $ H_0 $ CBS+ $ S_8 $ CBS+ $ H_0 $ +$ S_8 $ $\delta^M_{G}$ $ -0.00140\pm 0.00075 $ $ 0.00038^{+0.00072}_{-0.00098} $ $ -0.00046\pm 0.00069 $ $\delta^R_{ G }$ $ -0.0146\pm 0.0040 $ $ -0.0053^{+0.0055}_{-0.0068} $ $ -0.0147\pm 0.0040 $ $ \delta_{\Lambda} $ $ -0.00059\pm 0.00030 $ $ 0.00018^{+0.00031}_{-0.00046} $ $ -0.00020\pm 0.00029 $ $\Omega_{m}$ $ 0.2974\pm 0.0066 $ $ 0.3108^{+0.0077}_{-0.0091} $ $ 0.3018\pm 0.0066 $ $ H_0 $ $ 72.3\pm 1.2 $ $ 68.8^{+2.1}_{-1.7} $ $ 71.9\pm 1.2 $ $ \sigma_8 $ $ 0.8203\pm 0.0095 $ $ 0.8000^{+0.0093}_{-0.0079} $ $ 0.8050\pm 0.0081 $ $ S_8 $ $ 0.817\pm 0.010 $ $ 0.814\pm 0.010 $ $ 0.8074\pm 0.0098 $ ${H_0}~ { {\rm{tension} } }$ $ 0.47\sigma $ $ 1.96\sigma $ $ 0.72\sigma $ ${S_8} ~{ {\rm{tension} } }$ $ 2.59\sigma $ $ 2.43\sigma $ $ 2.11\sigma $ $ \chi_{{\rm{min}}}^{2} $ $ 1909.53 $ $ 1912.46 $ $ 1914.76 $ $ \Delta {{\rm{AIC}}} $ $ -2.07 $ $ 5.02 $ $ -2.29 $ Table 2. Constraint results of parameters in the
$ \tilde\Lambda $ CDM model with CBS+$ H_0 $ , CBS+$ S_8 $ , and CBS+$ H_0 $ +$ S_8 $ data.Figure 4. (color online) Constraints (68.3% and 95.4% confidence levels) on the
$ \tilde\Lambda $ CDM model using CBS, CBS+$ H_0 $ , CBS+$ S_8 $ , and CBS+$ H_0 $ +$ S_8 $ data.$ H_0 $ is in units of$ {\rm{km\; s}}^{-1}\; {\rm{Mpc}}^{-1} $ .In the CBS+
$ H_0 $ case, we have$ H_0=72.3\pm 1.2 $ $ {\rm{km\; s}}^{-1}\; {\rm{Mpc}}^{-1} $ and$ S_8=0.817\pm 0.010 $ . Therefore, the$ H_0 $ and$ S_8 $ tensions are further relieved, and the$ H_0 $ tension is greatly relieved to$ 0.47\sigma $ . Furthermore, in this case,$ \Delta{{\rm{AIC}}}=-2.07 $ , indicating that the$ \tilde\Lambda $ CDM model is favored by the data over ΛCDM. However, the$ \tilde\Lambda $ CDM model is not favored by the CBS+$ S_8 $ data, in which though the$ S_8 $ tension is slightly improved (to$ 2.43\sigma $ ), the$ H_0 $ tension is slightly relieved (to$ 1.96\sigma $ ), and the fit gives$ \Delta{{\rm{AIC}}}=5.02 $ . Consequently, incorporating$ H_0 $ and$ S_8 $ priors into the data combination effectively mitigates the tensions. Therefore, employing the CBS+$ H_0 $ +$ S_8 $ dataset fosters an optimally synthesized scenario, for which we obtain$ H_0=71.9\pm 1.2 $ $ {\rm{km\; s}}^{-1}\; {\rm{Mpc}}^{-1} $ and$S_8=0.8074\pm 0.00998$ , consequently reducing the$ H_0 $ and$ S_8 $ tensions to$ 0.72\sigma $ and$ 2.11\sigma $ , respectively. Furthermore, under these conditions, the model exhibits the highest degree of concordance with the data, as indicated by$ \Delta{{\rm{AIC}}}=-2.29 $ .We compare our findings with those derived from the simplified
$ \tilde\Lambda $ CDM model [40], wherein it is postulated that$ \delta_{G}^M $ and$ \delta_{G}^R $ are identical in Eqs. (5) and (7), that is,$ \delta_{G}^M=\delta_{G}^R=\delta_G $ and$\delta_\Lambda=\delta_G(\Omega_{m}+\Omega_{{\rm{r}}})/\Omega_\Lambda$ . Employing the CBS dataset, the$ H_0 $ tension can be relieved to$ 3.59\sigma $ (with the best fit$H_0= 67.71 \;{\rm{km\; s}}^{-1}\; {\rm{Mpc}}^{-1}$ ), and in this case, the$ S_8 $ tension is exacerbated (with the best fit$ S_8= $ 0.8252). Additionally, within the simplified$ \tilde\Lambda $ CDM model constrained by the CBS +$ H_0 $ dataset, we obtain the best-fit values$ \sigma_8=0.8720 $ and$ S_8=0.8310 $ , and the$ \sigma_8 $ and$ S_8 $ tensions significantly increase while alleviating the$ H_0 $ tension.We extend our comparison to the
$ \Lambda(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$ \dot{\rho}_{\Lambda} = \beta H \rho_c $ and$ \dot{\rho}_c+3H\rho_c = - \beta H \rho_c $ (here, the dimensionless parameter β describes the interaction strength). In Ref. [38], the same CBS+$ H_0 $ dataset is used to constrain the$ \Lambda(t) $ CDM model to obtain$ H_0 = 69.36\; {\rm{km\; s}}^{-1}\; {\rm{Mpc}}^{-1} $ and$ \sigma_8=0.844 $ . In contrast, as illustrated in Table 2, the current findings explicitly show that the$ \tilde\Lambda $ CDM model exhibits distinct advantages over the$ \Lambda(t) $ CDM model.