1 Introduction

The neutrinoless double beta \((0\nu \beta \beta )\) decay is one of the captivating processes in the scenario of lepton number violation as its experimental observation will prove the Majorana nature of massive neutrinos. The occurrence of \(0\nu \beta \beta \) decay is possible within mechanisms of different gauge theoretical models involving left-right symmetry, \(R_{p}\)violating supersymmetry, sterile neutrinos, Majorons, leptoquarks, composite neutrinos, and extra-dimensional scenarios. The main objective of a large number of experimental projects is to observe the occurrence of \(0\nu \beta \beta \) decay and using the available limits on half-lives \(T_{1/2}^{(0\nu )}\) of \(0\nu \beta \beta \) decay [1, 2], stringent limits on gauge theoretical parameters have already been extracted in the theoretical studies [3, 4]. In the reliable extraction of bounds on gauge theoretical parameters, the accuracy of model dependent nuclear transition matrix elements (NTMEs) plays a crucial role.

Within standard mass mechanism, the NTMEs have already been calculated in a number of nuclear models [5]. With the success of QRPA [6, 7], its extension [8, 9], and QRPA with isospin restoration [10] in explaining the observed quenching of double Gamow-Teller matrix elements, interacting shell-model (ISM) [11,12,13,14,15,16,17,18,19,20,21,22,23] has also been employed in this endeavor. In the evaluation of NTMEs, employment of ISM is the best option, if feasible. However, large-scale shell model calculations, although quite successful in explaining a large number of observed properties of nuclei [24, 25], are constrained in the description of medium- and heavy-mass deformed nuclei due to limitations in the available computational capabilities.

Consideration of deformation degrees of freedom has been attempted in the deformed QRPA [26,27,28,29] with isospin restoration [30], projected-Hartree–Fock–Bogoliubov (PHFB) [31,32,33,34], the generator coordinate method (GCM) [35], beyond mean field covariant density functional theory (BMFCDFT) [36, 37], and interacting boson model (IBM) [38,39,40,41,42] with isospin restoration [43]. In the calculation of NTMEs, several alternative uses of model space, single particle energies, effective two-body residual interactions, model dependent form factors to include the finite size of nucleons (FNS) [32], short range correlations (SRC) with Miller-Spencer parametrization [44], unitary operator method (UCOM) [45, 46] parametrization based on coupled cluster method (CCM) [47], and the value of axial vector current coupling constant \(g_{A}\) [43, 48,49,50] are available. Interestingly, the calculated NTMEs \(M^{(0\nu )}\) differ by factor of 2–3 in spite of the above mentioned several available alternatives.

In Refs. [32, 33], NTMEs for \(0\nu \beta ^{-}\beta ^{-}\) decay of \(^{94,96}\)Zr, \(^{100}\)Mo, \(^{110}\)Pd, \(^{128,130}\)Te, and \(^{150}\)Nd isotopes have been calculated within standard mass mechanism using PHFB model. The HFB intrinsic wave functions were generated using a set of single particle energies (SPEs) that has been employed in a number of successful shell model [51] as well as variational-model calculations [52, 53] and four different parametrizations of pairing plus multipolar effective two-body interaction. The strengths of pairing and quadrupole-quadrupole interactions were adjusted to reproduce the excitation energies \(E_{2^{+}}\) of \(2^{+}\) states. Over the past years, the experimental sub-shell occupation numbers of \(^{100}\)Mo, \(^{100}\)Ru, \( ^{128,130}\)Te, and \(^{130}\)Xe nuclei have already been made available [54, 55]. The reproduction of occupation numbers in addition to other available spectroscopic properties can play a crucial role in improving the reliability of model wave functions used in the calculation of NTMEs.

In the present work, we calculate NTMEs for the \(0\nu \beta ^{-}\beta ^{-}\) decay of \(^{94,96}\)Zr, \(^{100}\)Mo, \(^{110}\)Pd, \(^{128,130}\)Te, and \(^{150}\) Nd isotopes employing a set of four HFB intrinsic wave functions generated by using SPEs derived from Woods-Saxon potential [56] and four different parametrizations of pairing plus multipolar effective two-body interaction adjusted to reproduce the available experimental sub-shell occupation numbers. The present paper is organized as follows. The theoretical formalism to calculate the half-lives of the \(0\nu \beta ^{-}\beta ^{-}\) decay is given in Sect. 2. In Sect. 3, we present the results and discuss them vis-a-vis the existing calculations done in other nuclear models. Finally, the conclusions are given in Sect. 4.

2 Theoretical formalism

The detailed theoretical formalism required for the study of \(0\nu \beta ^{-}\beta ^{-}\) decay within the Majorana neutrino mass mechanism has been given in Refs. [57, 58]. Within the PHFB approach, the calculation of NTMEs due to the exchange of light [32] and heavy Majorana [33] neutrinos has already been reported. In the following, we present a brief outline of the required formalism for clarity in notations used in the present paper.

Within Majorana neutrino mass mechanism, the half-life \(T_{1/2}^{\left( 0\nu \right) }\) for the \(0^{+}\rightarrow 0^{+}\) transition of \(0\nu \beta ^{-}\beta ^{-}\) decay is given by

$$\begin{aligned}&\left[ T_{1/2}^{\left( 0\nu \right) }(0^{+}\rightarrow 0^{+})\right] ^{-1}\nonumber \\&\quad =G_{01}\left| \frac{\left\langle m_{\nu }\right\rangle }{m_{e}} M^{\left( 0\nu \right) }+\frac{m_{p}}{\left\langle M_{N}\right\rangle } M^{\left( 0N\right) }\right| ^{2}, \end{aligned}$$
(1)

where

$$\begin{aligned} \left\langle m_{\nu }\right\rangle= & {} \sum \nolimits _{i}^{\prime }U_{ei}^{2}m_{i},\quad \quad m_{i}<10 \text { eV}, \end{aligned}$$
(2)
$$\begin{aligned} \left\langle M_{N}\right\rangle ^{-1}= & {} \sum \nolimits _{i}^{\prime \prime }U_{ei}^{2}m_{i}^{-1},\quad \quad m_{i}>10\text { GeV}, \end{aligned}$$
(3)
$$\begin{aligned} M^{\left( 0K\right) }= & {} -\frac{M_{F}^{\left( 0K\right) }}{g_{A}^{2}} +M_{GT}^{\left( 0K\right) }+M_{T}^{\left( 0K\right) }, \end{aligned}$$
(4)

and \(K=\) \(0\nu \) \(\left( 0N\right) \) denotes mass mechanism due to the exchange of light (heavy) Majorana neutrinos. It is noteworthy that within seesaw model, the \(0\nu \beta ^{-}\beta ^{-}\) decay has been studied by Blenow et al. [59] and Šimkovic et al. [60] and the conclusions need due attention. The phase space factors

$$\begin{aligned} G_{01}=\left[ \frac{2\left( G_{F} g_{A}\right) ^{4}m_{e}^{9}}{64\pi ^{5} \left( m_{e}R\right) ^{2}\ln \left( 2\right) }\right] \int _{1}^{T+1}f_{11}^{(0)}p_{1} p_{2} \varepsilon _{1}\varepsilon _{2} d\varepsilon _{1}\qquad \end{aligned}$$
(5)

have been recently calculated with good accuracy incorporating the screening correction [61,62,63] and within the PHFB model, the calculation of the NTMEs \(M^{\left( K\right) }\) of the \(0\nu \beta ^{-}\beta ^{-}\) decay in conjunction with their explicit structure has already been discussed in Refs. [31,32,33].

Employing HFB wave functions, one obtains the following expression for the NTME \(M_{\alpha }^{\left( K\right) }\) of \(0\nu \beta ^{-}\beta ^{-}\) decay corresponding to an operator \(O_{\alpha }^{(K)}\) [31]:

$$\begin{aligned} M_{\alpha }^{\left( K\right) }= & {} \left\langle 0_{f}^{+}\left\| O_{\alpha }^{(K)}\right\| 0_{i}^{+}\right\rangle =\left[ n^{Ji=0}n^{J_{f}=0}\right] ^{-1/2} \nonumber \\&\times \int \limits _{0}^{\pi }n_{(Z,N),(Z+2,N-2)}(\theta )\sum \limits _{\alpha \beta \gamma \delta }\left\langle \alpha \beta \left| O_{\alpha }^{(K)}\right| \gamma \delta \right\rangle \nonumber \\&\times \sum \limits _{\varepsilon \eta }\frac{\left( f_{Z+2,N-2}^{(\pi )*}\right) _{\varepsilon \beta }}{\left[ \left( 1+F_{Z,N}^{(\pi )}(\theta )f_{Z+2,N-2}^{(\pi )*}\right) \right] _{\varepsilon \alpha }} \nonumber \\&\times \frac{\left( F_{Z,N}^{(\nu )*}\right) _{\eta \delta }}{\left[ \left( 1+F_{Z,N}^{(\nu )}(\theta )f_{Z+2,N-2}^{(\nu )*}\right) \right] _{\gamma \eta }}sin\theta d\theta , \end{aligned}$$
(6)

where

$$\begin{aligned} n^{J}= & {} \int \limits _{0}^{\pi }\left[ det\left( 1+F^{(\pi )}f^{(\pi )^{\dagger }}\right) \right] ^{1/2} \nonumber \\&\times \left[ det\left( 1+F^{(\nu )}f^{(\nu )^{\dagger }}\right) \right] ^{1/2}d_{00}^{J}(\theta )sin(\theta )d\theta . \end{aligned}$$
(7)

The required amplitudes \((u_{im},v_{im})\) and expansion coefficients \( C_{ij,m}\) of axially symmetric HFB intrinsic state \({|\varPhi _{0}\rangle }\) with \(K=0\) for evaluating the expressions \(n^{J}\), \(n_{(Z,N),(Z+2,N-2)}( \theta )\), \(f_{Z,N}\), and \(F_{Z,N}(\theta )\ \) [31] are obtained by minimizing the expectation value of the effective Hamiltonian in a basis constructed by using a set of deformed states.

3 Results and discussions

In this work, the model space is same as used in Refs. [31,32,33]. Further, the Hamiltonian, which consists single particle part \(H_{sp}\) with pairing V(P) plus quadrupole-quadrupole V(QQ) (PQQ) plus hexadecapole-hexadecapole (PQQHH) parts of effective two-body interaction [32] is explicitly written as

$$\begin{aligned} H=H_{sp}+V(P)+V(QQ)+V(HH) \end{aligned}$$
(8)
Table 1 Adjusted occupation numbers (OC1) and experimental [54, 55] ones of protons and neutrons for \(^{100}\)Mo, \(^{100}\)Ru, \(^{128,130}\)Te, and \(^{128,130}\) Xe isotopes with PQQ1 parametrization. The unadjusted occupation numbers (OC2) obtained from HFB wave functions of Ref. [32] are given in parenthesis

The single particle energies (SPEs) for \(^{94,96}\)Zr, \(^{94,96,100}\)Mo, \( ^{100}\)Ru, \(^{110}\)Pd, \(^{110}\)Cd, \(^{128,130}\)Te, \(^{128,130}\)Xe, \(^{150}\) Nd, and \(^{150}\)Sm isotopes are derived from Woods-Saxon potential as proposed by Blomqvist and Wahlborn [56] given by

$$\begin{aligned} V(r)= & {} -V_{0}\frac{1}{1+\exp ((r-R_{0})/a)} \nonumber \\&-\lambda \left( \frac{\hslash }{2Mc}\right) ^{2}~\mathbf {l}.\mathbf {\sigma }~\frac{1}{r}\frac{d}{dr}\left( \frac{V_{0}}{1+\exp ((r-R_{0})/a)}\right) \nonumber \\&+V_{C}(r) \end{aligned}$$
(9)

where \(\lambda =32.0\) is a dimensionless parameter, \(\ a=0.67\) is diffusitivity, and \(V_{C}~\)is the Coulomb potential given as

$$\begin{aligned} V_{C}(r)=\left\{ \begin{array}{lll} Ze^{2}(3-r^{2}/R_{0}^{2})/2R_{0} &{} , &{} r\le R_{0} \\ Ze^{2}/r &{} , &{} r\ge R_{0} \end{array} \right. \end{aligned}$$
(10)

with \(R_{0}=r_{0}A^{1/3}\) and \(r_{0}=1.2\) fm. The potentials \(V_{0}\) for protons and neutrons are taken as 57.0 MeV and 47.0 MeV, respectively. Using an effective two-body interaction consisting of pairing plus multipolar parts [64] with four different parametrizations, namely PQQ 1, PQQHH1, PQQ2, and PQQHH2 [31], four different sets of HFB intrinsic wave functions are generated.

Table 2 Adjusted occupation numbers (OC1) of protons and neutrons for \(^{94,96}\)Zr, \(^{94,96}\)Mo, \(^{110}\)Pd, \(^{110}\)Cd, \(^{150}\)Nd, and \(^{150}\)Sm isotopes with PQQ1 parametrization. The unadjusted occupation numbers (OC2) obtained from HFB wave functions of Ref. [32] are given in parenthesis

The SPEs and strength of pairing and multipolar interactions are adjusted to reproduce the experimentally available sub-shell occupation numbers [54, 55] and excitation energies \(E_{2^{+}}\) of \(2^{+}\) states of \( ^{100}\)Mo, \(^{100}\)Ru, \(^{128,130}\)Te, and \(^{130}\)Xe isotopes.

Specifically, the SPEs and strength of proton-neutron part of quadrupolar effective interaction are adjusted simultaneously with fixed pairing parameters to the desired end. In the present version of PHFB, the proton-neutron (pn) pairing has not been included. On the other hand, the importance of proton-neutron pairing has already been studied [6, 65]. In Ref. [65], the PHFB calculation has been performed in a large model space in conjunction with pn-pairing and GCM. The deficiencies in present PHFB calculation needs to be removed and we intend to do so in future.

Table 3 Theoretically calculated \(\beta _{2}\) values of \(^{94,96}\)Zr, \( ^{94,96,100}\)Mo, \(^{100}\)Ru, \(^{110}\)Pd, \(^{110}\)Cd, \(^{128,130}\)Te, \( ^{128,130}\) Xe, \(^{150}\)Nd, and \(^{150}\)Sm nuclei along with their experimental values. In the calculation of \(\beta _{2},\) effective charge \( e_{eff}=0.40\) has been used for \(^{96}\)Mo, \(^{100}\)Ru, and \(^{150}\)Sm isotopes. Similarly, \(e_{eff}=0.50\) for \(^{94}\)Zr, \(^{96}\)Zr, \(^{110}\)Pd, \( ^{110}\)Cd, \(^{130}\)Te, \(^{128,130}\)Xe, \(^{150}\)Nd isotopes as well as \( e_{eff}=0.60\) for \(^{94,100}\)Mo and \(^{128}\)Te isotopes have been used

In Table 1, the adjusted occupation numbers due to PQQ1 parametrization (OC1) are given along with the unadjusted ones obtained from HFB wave functions (OC2) of Ref. [32] and experimentally observed data. The occupation numbers (\(\eta \)) calculated with other three parametrizations, namely PQQHH1, PQQ2, and PQQHH2 are found to be almost similar to those calculated with PQQ1 parametrization. Experimentally, both proton (only 0g\(_{9/2}\) orbit) and neutron occupation numbers of \(^{100}\)Mo and \(^{100}\)Ru isotopes have been reported. We denote the proton and neutron subshell occupation numbers by \( \eta _{p}\) and \(\eta _{n}\), respectively. In case of \(^{128,130}\)Te, and \( ^{130}\)Xe isotopes, experimental \(\eta _{n}\) are available. In comparison to our unadjusted \(\eta \), the presently adjusted \(\eta \) are quite close to experimentally observed data but for \(\eta _{p}\) of \(^{100}\)Mo and \(^{100}\) Ru isotopes. In the rest of the nuclei, SPEs are scaled accordingly to reproduce excitation energies \(E_{2^{+}}\) of \(2^{+}\) states. The accuracy of reproduced excitation energies \(E_{2^{+}}\) is about 2%. In Table 2 , \(\eta _{p}\) and \(\eta _{n}\) due to OC1 and OC2 of \(^{94,96}\)Zr, \(^{94,96}\) Mo, \(^{110}\)Pd, \(^{110}\)Cd, \(^{150}\)Nd, and \(^{150}\)Sm isotopes for the PQQ1 parametrization are displayed. It is noticed that NTMEs \( {\overline{M}}^{(K)}\) (Table 7) calculated with wave functions having adjusted experimental occupation numbers are in general reduced in comparison to those calculated without adjustment of the aforementioned experimental observable. The correlation between reduction in NTMEs \(M^{(K)}\) with changing subshell occupation numbers \(\eta \) is discussed later.

Table 4 Theoretically estimated average NTMEs \({\overline{M}}_{2\nu }\) within closure approximation along with experimental values [76]
Table 5 Calculated NTMEs \(M^{(0\nu )}\) and \(M^{(0N)}\) with (a) PQQ1, (b) PQQHH1, (c) PQQ2 and (d) PQQHH 2 parametrizations for the \(0\nu \beta ^{-}\beta ^{-}\)decay of \(^{94,96}\) Zr, \(^{100}\)Mo, \(^{104}\)Ru, \(^{110}\)Pd, \(^{128,130}\)Te, \(^{150}\)Nd isotopes due to the exchange of light and heavy Majorana neutrinos, respectively

Employing four sets of HFB intrinsic wave functions, the deformation parameters \(\beta _{2}\) of the above mentioned nuclei are calculated for effective charges \(e_{eff}=\) 0.40, 0.50, and 0.60. In Table 3, the calculated averages and experimentally observed \(\beta _{2}\) are presented. In all four parametrizations, the observed \(\beta _{2}\) values of \(^{96}\)Mo, \(^{100}\)Ru, and \(^{150}\)Sm are in overall agreement with calculated values with \(e_{eff}=0.40\). In case of \(^{94}\)Zr but for the PQQ2 parametrization,\(^{96}\)Zr, \(^{110}\)Pd, \(^{110}\)Cd, \(^{130}\)Te, \(^{128,130}\) Xe, \(^{150}\)Nd isotopes the observed \(\beta _{2}\) values are in good agreement with calculated values for \(\ e_{eff}=0.50\). In case of \(^{94,100}\) Mo and \(^{128}\)Te isotopes, the calculated values agree with experimental data with \(e_{eff}=0.60\). An ab initio perturbative calculation of effective charges [66] is based on Brandow’s linked cluster expansion [67] in conjunction with folded diagram expansion due to Kuo [68]. In principle, the values of effective charges are dependent on the size of the model space and vary for different orbits and nucleon type. However, a very rough estimate of proton and neutron effective charges is given by \(e_{eff}=Ze/A\) [69], which turns out to be 0.4–0.45 for the nuclei considered in the present work. Hence, the effective charges required to reproduce the experimental \(\beta _{2}\) values are quite reasonable.

Table 6 Deformation ratios \(D^{(0K)}\) for \(0\nu \beta ^{-}\beta ^{-}\) decay of \(^{94,96}\)Zr, \(^{100}\)Mo, \(^{110}\)Pd, \(^{128,130}\)Te, and \(^{150}\) Nd isotopes with PQQ1 parametrization

As shown in a number of QRPA [6, 70, 71] and ISM calculations [72,73,74,75], the closure approximation is not valid to calculate NTMEs \(M_{2\nu }\) of \(2\nu \beta ^{-}\beta ^{-}\) decay. However, the quality of wave functions is ascertained presently by estimating the average NTMEs \({\overline{M}}_{2\nu }\) (average of NTMEs \( M_{2\nu }\) due to four sets of HFB intrinsic wave functions) presented in Table 4 for the 0\(^{+}\rightarrow 0^{+}\) transition of \(2\nu \beta ^{-}\beta ^{-}\) decay in closure approximation and comparing them with the available experimental data [76]. Neglecting Fermi matrix element \( M_{F}^{(2\nu )}\), the NTME \(M_{2\nu }\) in closure approximation is written as

$$\begin{aligned} M_{2\nu }= & {} \frac{\left\langle 0_{f}^{+}\left\| \sum _{n,m}\mathbf {\sigma }_{n}\cdot \mathbf {\sigma }_{m}\tau _{n}^{+}\tau _{m}^{+}\right\| 0_{i}^{+}\right\rangle }{\left\langle E_{N}\right\rangle -(M_{I}+M_{F})/2} \nonumber \\= & {} \frac{M_{GT}^{(2\nu )}}{E_{d}} \end{aligned}$$
(11)

where the energy denominator \(E_{d}=1.12A^{1/2}\) MeV [77]. The experimental \(M_{2\nu }\) are not available for \(^{94}\)Zr and \(^{110}\)Pd isotopes. The maximum uncertainty \(\Delta {\overline{M}}_{2\nu }\) turns out to be about 21%, which shows that the NTMEs \(M_{2\nu }\) are highly sensitive to the structure aspects of the intrinsic wave functions. The extracted \( g_{eff}\) are given along with those obtained in IBM [38,39,40,41] in the last two columns of the same Table 4.

Table 7 Average NTMEs \({\overline{M}}^{(K)}\) (\(K=0\nu ,0N\)) and uncertainties \(\Delta {\overline{M}}^{(K)}\) for the \(0\nu \beta ^{-}\beta ^{-}\) decay of \( ^{94,96}\)Zr, \(^{100}\)Mo, \(^{110}\)Pd, \(^{128,130}\)Te, and \(^{150}\)Nd isotopes along with those calculated in Refs. [32, 33]
Fig. 1
figure 1

NTMEs \(M^{\left( 0\nu \right) }\) and \(M^{\left( 0N\right) }\) calculated in SM [82,83,84], ISM [15], pnQRPA [85], QRPA(I) [10], DQRPA(I) [30], EDF [86], IBM-2(I) [43], and CDFT [37] models along with present work. The PHFB values of NTMEs for \(^{76}\)Ge have been taken from Ref. [87]. J, A, C, and U represent the SRCs due to Jastrow, AV18, CD Bonn and UCOM parametrizations

Employing four sets of PHFB wave functions generated with four different parametrizations of pairing plus multipolar effective two-body interaction and three different parametrizations of the Jastrow type of SRC, namely SRC1, SRC2, and SRC3 [31], sets of twelve NTMEs \(M^{\left( 0\nu \right) }\) and \(M^{\left( 0N\right) }\) due to light and heavy Majorana neutrino exchange, respectively, are calculated for \(^{94,96}\)Zr, \(^{100}\) Mo, \(^{110}\)Pd, \(^{128,130}\)Te, and \(^{150}\)Nd isotopes. In Table 5 , the calculated NTMEs \(M^{\left( K\right) }\)(\(K=0\nu \) and 0N) due to different approximations are presented. Further, the NTMEs \(M^{\left( 0\nu \right) }\) and \(M^{\left( 0N\right) }\) are calculated for point nucleons (P), nucleons with finite size (FNS), and with the consideration of FNS and SRC simultaneously (F+SRC) for all four parametrizations. The validity of closure approximation for \(M^{\left( 0\nu \right) }\) has been ascertained by calculating them in the case of F+SRC with \({\overline{A}}/2\) in the energy denominator.

It is noticed that in general, the NTMEs evaluated for both PQQ1 and PQQ2 parametrizations but for \(^{110}\)Pd isotope are quite close. The inclusion of hexadecapolar term tends to reduce them by magnitudes, specifically depending on the structure of nuclei. The maximum variation in \(M^{\left( 0\nu \right) }\) due to the PQQHH1, PQQ2, and PQQHH2 parametrizations with respect to PQQ1 for all nuclei except \(^{110}\)Pd is about 12%. However, the maximum variation in case of \(^{110}\)Pd is about 37%. The relative change in NTMEs \( M^{\left( 0\nu \right) }\), by changing the energy denominator to \({\overline{A}}/2\) instead of \({\overline{A}}\) is in between 7.5–12.4%, which confirms that the dependence of NTMEs on average excitation energy \({\overline{A}}\) is small and thus, the validity of the closure approximation for \(0\nu \beta ^{-}\beta ^{-}\) decay is supported. In the case of NTMEs \(M^{\left( 0N\right) }\) due to heavy Majorana neutrino exchange, the effect due to different parametrizations is found to be similar as in case of NTMEs \( M^{\left( 0\nu \right) }\) due to light neutrino exchange.

The effects due to FNS and SRC are quantified as relative changes, the range of which corresponds to the minimum and maximum changes in sets of 28 (7 nuclei and 4 parametrizations) NTMEs \(M^{\left( K\right) }\)(\(K=0\nu ,0N\)). It is noticed that the consideration of FNS induces changes about 9.0–12.0% in the NTMEs \(M^{\left( 0\nu \right) }\) with respect to point nucleon case. Here, the range of relative changes corresponds to the minimum and maximum changes in sets of 28 (7 nuclei and 4 parametrizations) NTMEs. Relative to the FNS case, the NTMEs \(M^{\left( 0\nu \right) }\) are further reduced by approximately 13.0–17.0%, 1.0–2.0%, and 2–3.0% with the addition of SRC1, SRC2, and SRC3, respectively. In case of heavy Majorana neutrino exchange, the change in \(M^{\left( 0N\right) }\) is about 29–33% due to the FNS with respect to the point nucleon case. With the inclusion of both FNS and SRC, the NTMEs are reduced by about 65–68%, 39–42%, and 18–20% for F+SRC1, F+SRC2, and F+SRC3, respectively.

The role of deformation in the calculation of \(M^{\left( K\right) }\) has been ascertained by the quantity \(D^{\left( K\right) }\) defined as the ratio of \(M^{\left( K\right) }\) at zero deformation (\(\zeta _{qq}=0\)) and full deformation (\(\zeta _{qq}=1\)) [80].

$$\begin{aligned} D^{\left( K\right) }=\frac{M^{\left( K\right) }(\zeta _{qq}=0)}{M^{\left( K\right) }(\zeta _{qq}=1)}, \end{aligned}$$
(12)

It may be mentioned that \(M^{\left( K\right) }\) (\(\zeta _{qq}=0\)) are calculated with wave functions generated neglecting proton-neutron quadrupolar interaction. The wave functions so generated are not realistic and the nuclear properties given in Tables 1, 2 and 3, cannot be reproduced. Hence, the ratios \(D^{\left( K\right) }\) may be treated as estimates of upper limits on deformation effects. Owing to deformation effects (Table 6), the NTMEs \(M^{\left( K\right) }\) of \(0\nu \beta ^{-}\beta ^{-}\) decay are suppressed by a factor of about 2–9 in the mass range \(A=94-150\), the smallest and largest values of \(D^{\left( K\right) }\) correspond to \( ^{94}\)Zr and \(^{150}\)Nd nuclei, respectively. Thus, the deformation plays a crucial role in the nuclear structure aspects of \(\beta ^{-}\beta ^{-}\) decay.

Employing set of twelve NTMEs (3 SRCs and 4 parametrizations), the uncertainties \(\Delta {\overline{M}}^{(0\nu )}\) and \(\Delta {\overline{M}}^{(0N)}\) associated with average NTMEs \({\overline{M}}^{(0\nu )}\) and \({\overline{M}}^{(0N)}\), respectively, are estimated by preforming a statistical analysis and are presented in Table 7. It turns out that the uncertainties \(\Delta {\overline{M}}^{(0\nu )}\) are of the order of 10%, but for \(^{110}\)Pd for which \(\Delta {\overline{M}}^{(0\nu )}\) is approximately 14%. For the case of NTMEs associated with heavy Majorana neutrino exchange, the maximum uncertainty \(\Delta {\overline{M}}^{(0N)}\) is about 37%. In the same Table  7, NTMEs \({\overline{M}}^{(0\nu )}\) and \({\overline{M}}^{(0N)}\) calculated with HFB wave functions without adjusting to experimental occupation numbers [32, 33] and rescaled with \(g_{A}=1.2701\) [81] are also given in 1st and 3rd columns, respectively, for comparison. It is noticed that the calculated NTMEs \({\overline{M}}^{(0\nu )}\) and \({\overline{M}}^{(0N)}\) with wave functions due to adjustment of experimental occupation numbers are reduced by about 1–36% and 5–39%, respectively, in comparison to those calculated without adjustment of the aforementioned experimental observable. The smallest and largest reductions correspond to \(^{130}\)Te and \(^{110}\)Pd isotopes, respectively.

Before correlating the change in occupation numbers \(\eta \) between OC1 and OC2 with reduction in NTMEs \({\overline{M}}^{(K)}\), it may be mentioned that the former, given in Tables 1 and 2, are due to PQQ1 parametrization and the latter are averages of NTMEs due to PQQ1, PQQHH1, PQQ2, and PQQHH2 parametrizations. However, \(\eta \) calculated with PQQ1 parametrizations are almost similar to those calculated with other three parametrizations. Further, \(\eta \) is the weighted sum of of \(v_{im}^{2}\) and in the calculation of \(M^{(0\nu )}\), the occupation and non-occupation probability amplitudes \( v_{im}^{(i)}(n)u_{im}^{(i)}(p)\) and \(v_{im}^{(f)}(p)u_{im}^{(f)}(n)\) are relevant. Hence, the reduction in \({\overline{M}}^{(K)}\) and change in \(\eta \) are not proportional, albeit they are correlated.

Comparing sub-shell occupation numbers OC1 and OC2, it is seen that there is sizable change (> 0.5) in \(\eta _{p}\) and \(\eta _{n}\) of different orbits in different nuclei. In the \(0\nu \beta ^{-}\beta ^{-}\) decay of \(^{94,96}\) Zr, the reduction in \({\overline{M}}^{(K)}\) is mostly related to the decrease (increase) in occupancy of 0h\(_{11/2}^{\pi }\) and 0g\( _{7/2}^{\nu }\) (1d\(^{\nu }\)) orbits. Here, \(\pi \) and \(\nu \) refer to proton and neutron, respectively. The increase (decrease) in occupation numbers of 0g\(_{9/2}^{\pi }\) (1p\(_{1/2}^{\pi }\) and 0 h\(_{11/2}^{\pi }\)) and 0g\(_{7/2}^{\nu }\), 0h\( _{11/2}^{\nu }\) (1d\(^{\nu }\)) orbits seems to be relevant for reducing \({\overline{M}}^{(K)}\) of \(^{100}\)Mo. The change in \(\eta \) of 1 d\(^{\pi }\) (1d\(^{\nu }\), 0g\(_{7/2}^{\nu }\), and 0 h\(_{11/2}^{\nu }\)) orbit and reduction in \({\overline{M}}^{(K)}\) of \( ^{110}\)Pd are correlated. In the \(\beta ^{-}\beta ^{-}\) decay of \(^{!28,130}\) Te, the reduced magnitude of \({\overline{M}}^{(K)}\) is mostly due to the change in occupancy of 2s\(_{1/2}^{\nu }\), 1d\(^{\nu }\), 0 g\(_{7/2}^{\nu }\), and 0h\(_{11/2}^{\nu }\) orbits. The increase (decrease) in occupation numbers of 0g\(_{7/2}^{\pi }\) and 0 h\(_{11/2}^{\pi }\) (1d\(^{\pi }\)) as well as 0h\( _{9/2}^{\nu }\), (1f\(_{7/2}^{\nu }\)) orbits are related to reduction in \({\overline{M}}^{(K)}\) of \(^{150}\)Nd. In general, the magnitude of \(M^{(K)}\) is extremely sensitive to sub-shell occupancies of spin-orbit partner orbits in general and specifically to 1d, 0g\(_{7/2}\) and 0 h\(_{11/2}\) orbits in the present work. Hence, the reproduction of experimental occupation numbers can be one of the criteria to test the reliability of NTMEs.

Table 8 Error correlation symmetric matrix \({\rho }_{XY}^{(K)}\) (\( K=0\nu \) and 0N) for \(^{130}\)Te, \(^{94,96}\)Zr, \(^{100}\)Mo, \(^{110}\)Pd, \( ^{128}\)Te, and \(^{150}\)Nd isotopes due to light and heavy neutrino exchange

Further, the nuclear sensitivities \(\xi ^{\left( K\right) }\) (\(K=0\nu ,0N\)) defined by Šimkovic et al. [57] as

$$\begin{aligned} \xi ^{\left( K\right) }=10^{8}\sqrt{G_{01}~yr}\left| M^{(K)}\right| \end{aligned}$$
(13)

with an arbitrary normalization factor 10\(^{8}\) so that the nuclear sensitivities turn out to be order of unity are also calculated. The calculated nuclear sensitivities \(\xi ^{\left( 0\nu \right) }\) (\(\xi ^{\left( 0N\right) }\)) for light (heavy) neutrino exchange are 13.72 (4.48\( \times \)10\(^{2}\)), 55.07 (1.84\(\times \)10\(^{3}\)), 108.7 (3.33\(\times \)10\( ^{3} \)), 50.97 (1.56\(\times \)10\(^{3}\)), 10.06 (3.58\(\times \)10\(^{2}\)), 76.24 (2.47\(\times \)10\(^{3}\)), and 96.0 (2.99\(\times \)10\(^{3}\)) for \(^{94,96}\)Zr, \( ^{100}\)Mo, \(^{110}\)Pd, \(^{128,130}\)Te, and \(^{150}\)Nd isotopes, respectively. In Fig. 1, NTMEs \(M^{\left( 0\nu \right) }\) and \( M^{\left( 0N\right) }\) calculated in different theoretical models are presented to highlight the spread in computed NTMEs. In comparison to SM and QRPA (including its extensions) values, presently calculated NTMEs \(M^{(0\nu )}\) differ by a factor of about 0.5–0.9 and 0.5–2.5, respectively. However, the difference between the calculated values of \(M^{(0N)}\) turns out to be a factor of about 1.3–1.6 and 1.5–7.5 in comparison to SM and QRPA (including its extensions) results.

The error correlation matrix \(\rho _{XY}\) (X and Y are two different nuclei) defined by

$$\begin{aligned} \sigma _{X}^{(K)}\rho _{XY}^{(K)}\sigma _{Y}^{(K)}= & {} \frac{1}{N-1} \sum _{i=1}^{N}\left[ \left( M_{i}^{(K)}(X)-{\overline{M}}^{(K)}(X)\right) \right. \nonumber \\&\left. \times \left( M_{i}^{(K)}(Y)-{\overline{M}}^{(K)}(Y)\right) \right] \end{aligned}$$
(14)

is calculated to obtain additional information on the role of different ingredients, which contribute to uncertainties associated with the NTMEs.

Fig. 2
figure 2

Correlation between \(M^{(0\nu )}\) and \(M_{GT-AA}^{(0\nu )}\)

Fig. 3
figure 3

Radial distributions of \(C_{GT}^{(2\nu )}(r)\), and \(C_{GT-AA}^{(0\nu )}(r)\) for \(^{96}\)Zr, \(^{100}\)Mo, \(^{130}\)Te, and \(^{150}\)Nd nuclei. Here M denotes \(2\nu ,0\nu \) and N denotes GT, GT-AA

Fig. 4
figure 4

Radial distribution of \(H_{GT-AA}^{(0\nu )}(r)\) for \(^{96}\)Zr, \(^{100}\)Mo, \(^{130}\)Te, and \(^{150}\)Nd nuclei

Fig. 5
figure 5

Correlation between \(M_{GT}^{(2\nu )}\) and \(M_{GT-AA}^{(0\nu )}\)

Table 9 Effective neutrino mass \(\left\langle m_{\nu }\right\rangle \), \( \left\langle M_{N}\right\rangle \), and predicted half-lives \(T_{1/2}^{(0\nu )}\) (for light neutrino exchange at \(\left\langle m_{\nu }\right\rangle \)= 50meV) for the \(0\nu \beta ^{-}\beta ^{-}\) decay of \(^{94,96}\)Zr, \( ^{100} \)Mo, \(^{110}\)Pd, \(^{128,130}\)Te, and \(^{150}\)Nd isotopes

In Table 8, the symmetric error correlation matrix \(\rho _{XY}^{(0\nu )}\) and \(\rho _{XY}^{(0N)}\) of \(M^{\left( 0\nu \right) }\) and \( M^{\left( 0N\right) }\) due to light and heavy neutrino exchange, respectively, for the set of nuclei \(^{130}\)Te, \(^{94,96}\)Zr, \(^{100}\)Mo, \( ^{110}\)Pd, \(^{128}\)Te, and \(^{150}\)Nd are presented. In the case of light neutrino exchange, it is observed that but for \(^{110}\)Pd and partly \(^{150}\) Nd nuclei the set of NTMEs \(M^{\left( 0\nu \right) }\) are highly correlated. The error correlation matrices \(\rho _{XY}^{(0N)}\) of \(M^{\left( 0N\right) }\) are close to one. By constraining the input parameters of theoretical calculations employing several observed data, the correlations between different nuclei can be reduced [88]. Hence, further constraints on input parameters of PHFB model on the basis of experimental data is required to reduce the calculated correlations between the NTMEs due to light and heavy neutrino exchange.

Employing QRPA [70] and ISM [89, 90], the relation between double Gamow-Teller (DGT) matrix element \(M_{GT}^{(2\nu )}\) of \(2\nu \beta ^{-}\beta ^{-}\) decay and \(M_{GT-AA}^{(0\nu )}\) of \(0\nu \beta ^{-}\beta ^{-}\) decay has been studied. In Ref. [70], it has been observed that NTMEs \(M_{GT}^{(2\nu )}\) and \(M_{GT-AA}^{(0\nu )}\) are not proportional. On the other hand, in ISM, a linear correlation between \( M_{GT}^{(2\nu )}\) and \(M_{GT-AA}^{(0\nu )}\) has been found. By construction, the relation

$$\begin{aligned} M_{GT-K}^{(0\nu )}= & {} \int C_{GT-K}^{(0\nu )}(r)dr \nonumber \\= & {} \int C_{GT}^{(2\nu )}(r)H_{GT-K}^{(0\nu )}\left( r,{\overline{A}}\right) dr \end{aligned}$$
(15)

where \(K=AA,\) APPP, and MM is exact. In general, NTMEs \( M_{GT-AA}^{(0\nu )}\) and \(M^{(0\nu )}\) calculated within PHFB approach are nearly equal and the maximum difference between them is less than 8%. As an example, \(M_{GT-AA}^{(0\nu )}\) and \(M^{(0\nu )}\) for PQQ1 parametrization and SRC2 are displayed in Fig. 2. The relation between \(M_{GT}^{(2\nu )}\) and \(M_{GT-AA}^{(0\nu )}\) is made explicit by plotting the radial distributions of \(C_{GT}^{(2\nu )}(r)\), \( H_{GT-AA}^{(0\nu )}(r)\), and \(C_{GT-AA}^{(0\nu )}(r)\) in Figs. 3 and 4, respectively.

As the radial distribution of \(H_{GT-AA}^{(0\nu )}\) is not a constant, NTMEs \(M_{GT}^{(2\nu )}\) and \(M_{GT-AA}^{(0\nu )}\) are in general not proportional as observed in Ref. [70].

In Fig. 5, a linear best fit of \(M_{GT}^{(2\nu )}\) vs. \( M_{GT-AA}^{(0\nu )}\) is displayed for presently considered nuclei. The correlation coefficient given by

$$\begin{aligned} r=\frac{\sum _{i=1}^{N}\left( M_{i}^{(2\nu )}-{\overline{M}}^{(2\nu )}\right) \left( M_{i}^{(0\nu )}-{\overline{M}}^{(0\nu )}\right) }{\sqrt{ \sum _{i=1}^{N}\left( M_{i}^{(2\nu )}-{\overline{M}}^{(2\nu )}\right) ^{2}\sum _{i=1}^{N}\left( M_{i}^{(0\nu )}-{\overline{M}}^{(0\nu )}\right) ^{2}}} \end{aligned}$$
(16)

turns out to be 0.974 for \(M_{GT}^{(2\nu )}\) vs. \(M_{GT-AA}^{(0\nu )}\) . The correlation coefficient r for \(M_{GT}^{(2\nu )}\) vs. \( M_{GT-AA}^{(0\nu )}A^{-1/6}\) remains almost unchanged and equals to 0.970. Hence, the NTMEs \(M_{GT}^{(2\nu )}\) and \(M_{GT-AA}^{(0\nu )}\) are linearly correlated as observed in Ref. [89]. The effect of large configuration mixing as implemented in ISM and EDF on linear correlation between \(M_{GT}^{(2\nu )}\) and \(M_{GT-AA}^{(0\nu )}\) needs to be investigated, which is beyond the scope of the present work.

The limits on the effective mass of light Majorana neutrino \(\left\langle m_{\nu }\right\rangle \) as well as heavy Majorana neutrino \(\left\langle M_{N}\right\rangle \) are extracted from the most recent observed limits on half-lives \(T_{1/2}^{0\nu }\) of \(0\nu \beta ^{-}\beta ^{-}\) decay using the average NTMEs \({\overline{M}}^{\left( K\right) }\) (\(K=0\nu ,0N\)) and are presented in Table 9 along with the predicted half-lives for \( \left\langle m_{\nu }\right\rangle =50\) meV. We use the phase space factors \( G_{01}\) calculated by Stoica and Mirea [62] and rescale them with \( g_{A}=1.2701\). However, the \(G_{01}\) of \(^{94}\)Zr isotope is not available. We calculate \(G_{01}\) for \(^{94}\)Zr isotope without screening correction and the calculated value is 1.566\(\times 10^{-15}\) at \(g_{A}=1.2701\). The extracted upper (lower) limits on \(\left\langle m_{\nu }\right\rangle \) \( \left( \left\langle M_{N}\right\rangle \right) \) for \(^{100}\)Mo and \(^{130}\) Te nuclei are 0.45 eV (\(3.27\times 10^{7}\) GeV) and 0.17 eV (\(8.99\times 10^{7}\) GeV), respectively.

4 Conclusions

To summarize, we have calculated the sub-shell occupation numbers, yrast spectra, and deformation parameters \(\beta _{2}\) of \(^{94,96}\)Zr, \( ^{94,96,100}\)Mo, \(^{100}\)Ru, \(^{110}\)Pd, \(^{110}\)Cd, \(^{128,130}\)Te, \( ^{128,130}\)Xe, \(^{150}\)Nd, and \(^{150}\)Sm isotopes. It has been observed that the reproduction of experimental occupation numbers plays a crucial role in improving the reliability of wave functions and hence, in the calculation of NTMEs. The overall agreement between the calculated and observed spectroscopic properties suggests that the PHFB wave functions for all four parametrizations, namely PQQ1, PQQHH1, PQQ 2, and PQQHH2 are quite reliable. In closure approximation, we have also estimated NTMEs \(M_{2\nu }\) of \(^{94,96}\)Zr, \(^{100}\)Mo, \(^{110}\) Pd, \(^{128,130}\)Te, and \(^{150}\)Nd isotopes for the \(2\nu \beta ^{-}\beta ^{-}\) decay for 0\(^{+}\rightarrow 0^{+}\) transition.

In case of \(0\nu \beta ^{-}\beta ^{-}\) decay, it is observed that the closure approximation is quite valid as expected. The effect due to FNS is about 12 and 33% for light and heavy neutrino exchange, respectively. With the consideration of the SRCs, the NTMEs \(M^{\left( 0\nu \right) }\left( M^{\left( 0N\right) }\right) \) are in addition reduced by approximately 17% (68%), 2.0% (42%), and 3% (20%) for SRC1, SRC2, and SRC3, respectively. The effect due to deformation quantified by \(D^{\left( K\right) }\) \((K=0\nu ,0N)\) is about 2–9. It has been observed that NTMEs \( {\overline{M}}^{(K)}\) calculated with wave functions having adjusted occupation numbers are in general of reduced magnitudes in comparison to those calculated with wave functions having unadjusted occupation numbers. Further, the relation between DGT matrix element \(M_{GT}^{(2\nu )}\) and \( M_{GT-AA}^{(0\nu )}\) has been explored. A linear correlation with correlation coefficient \(r=0.974\) between NTMEs \(M_{GT}^{(2\nu )}\) and \( M_{GT-AA}^{(0\nu )}\) is observed. Limits on the effective neutrino mass \( \left\langle m_{\nu }\right\rangle \) and \(\left\langle M_{N}\right\rangle \) have been extracted from the available limits on experimental half-lives \( T_{1/2}^{0\nu }\) using average NTMEs \({\overline{M}}^{(K)}(K=0\nu ,0N)\) calculated within the PHFB approach. The extracted limits on \(\left\langle m_{\nu }\right\rangle \) and \(\left\langle M_{N}\right\rangle \) for \(^{130}\) Te nuclei are equal to 0.17 eV and \(8.99\times 10^{7}\) GeV, respectively.