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Dynamical mechanisms for deuteron production at mid-rapidity in relativistic heavy-ion collisions from SIS to RHIC energies

G. Coci1,2, S. Gläßel3, V. Kireyeu4,1, J. Aichelin5,6, C. Blume3, E. Bratkovskaya7,2,1, V. Kolesnikov4, V. Voronyuk4,1 1 Helmholtz Research Academy Hessen for FAIR (HFHF),GSI Helmholtz Center for Heavy Ion Physics. Campus Frankfurt, 60438 Frankfurt, Germany 2 Institut für Theoretische Physik, Johann Wolfgang Goethe University, Max-von-Laue-Str. 1, 60438 Frankfurt, Germany 3 Institute für Kernphysik, Max-von-Laue-Str. 1, 60438 Frankfurt, Germany 4 Joint Institute for Nuclear Research, Joliot-Curie 6, 141980 Dubna, Moscow region, Russia 5 SUBATECH, Université de Nantes, IMT Atlantique, IN2P3/CNRS 4 rue Alfred Kastler, 44307 Nantes cedex 3, France 6 Frankfurt Institute for Advanced Studies, Ruth Moufang Str. 1, 60438 Frankfurt, Germany 7 GSI Helmholtzzentrum für Schwerionenforschung GmbH, Planckstr. 1, 64291 Darmstadt, Germany
Abstract

The understanding of the mechanisms for the production of weakly bound clusters, such as a deuteron dd, in heavy-ion reactions at mid-rapidity is presently one of the challenging problems which is also known as the “ice in a fire” puzzle. In this study we investigate the dynamical formation of deuterons within the Parton-Hadron-Quantum-Molecular Dynamics (PHQMD) microscopic transport approach and advance two microscopic production mechanisms to describe deuterons in heavy-ion collisions from SIS to RHIC energies: kinetic production by hadronic reactions and potential production by the attractive potential between nucleons. Differently to other studies, for the “kinetic” deuterons we employ the full isospin decomposition of the various πNNπd\pi NN\leftrightarrow\pi d, NNNNdNNN\leftrightarrow Nd channels and take into account the finite-size properties of the deuteron by means of an excluded volume condition in coordinate space and by the projection onto the deuteron wave function in momentum space. We find that considering the quantum nature of the deuteron in coordinate and momentum space reduces substantially the kinetic deuteron production in a dense medium as encountered in heavy-ion collisions. If we add the “potential” deuterons by applying an advanced Minimum Spanning Tree (aMST) procedure, we obtain good agreement with the available experimental data from SIS energies up to the top RHIC energy.

pacs:
12.38Mh

I Introduction

Quantum Chromodynamics (QCD), the theory describing the strong interaction between quarks and gluons, the elementary components of hadrons, owns important features, which have not yet been understood. To study this QCD matter under extreme conditions of temperature and density is the primary purpose of Heavy-Ion Collisions (HICs) at ultra-relativistic energies Busza et al. (2018); Jacak (2021), which are performed at the BNL Relativistic Heavy-ion Collider (RHIC) and at the CERN Large Hadron Collider (LHC). At very high energies the energy deposited during the initial stage of the collisions creates an almost net-baryon free hot medium consisting of deconfined quarks and gluons, which is called Quark-Gluon Plasma (QGP). On the theoretical side the knowledge of the QCD phase diagram, describing the pressure as a function of temperature TT and baryon chemical potential μB\mu_{B}, is limited to the region of high TT and almost zero μB\mu_{B}. There QCD calculations on lattices (lQCD) Borsanyi et al. (2014); Bazavov et al. (2014) predict a smooth crossover between the QGP phase and a gas of hadrons.

The ongoing Beam Energy Scan (BES) program at RHIC, as well as the future experiments at the Nuclotron based Ion Collider (NICA) and at the Facility for Antiproton and Ion Research (FAIR), under construction in Dubna and Darmstadt, respectively, will extend the study of strongly interacting matter to lower collision energies. The aim is to explore the QCD phase diagram at high net-baryon density and to search for the existence of a Critical End Point (CEP) at the end of a first-order phase boundary at non-zero μB\mu_{B}, predicted by effective theories Asakawa and Yazaki (1989); Stephanov (2004).

To explore this transition from QCD matter to hadrons the study of the production of light nuclei, such as dd, tt, H3e{}^{3}\!He, H4e{}^{4}\!He and hypernuclei, is an important issue because the production of composite clusters depends on the correlations and fluctuations of the nucleons. The interest in light nuclei comes from both, experiments and theory.
From the experimental side, the observation of light nuclei began with the first heavy-ion experiments at the Bevalac accelerator Westfall et al. (1976); Gutbrod et al. (1976); Nagamiya et al. (1981) (after some low statistics bubble chamber data Grunder et al. (1971)). It continued at AGS Ahle et al. (2000a, b); Bennett et al. (1998); Saito et al. (1994); Armstrong et al. (2000), the GSI SIS facility Reisdorf et al. (2010) and the SPS collider Anticic et al. (2004, 2016). Nowadays, the measurements of light nuclei and hypernuclei at mid-rapidity represent an important research program for the STAR collaboration Adam et al. (2019) at RHIC and for the ALICE collaboration Adam et al. (2016); Acharya et al. (2017) at LHC. At low (SIS) beam energies between 30% and 50% of protons are bound in deuterons, tritons and H3e{}^{3}\!He, while this fraction decreases with increasing beam energy to values around 1% at the LHC (see, for instance, Ref. Dönigus et al. (2022)). Collective variables, like the directed or the elliptic flow, are different for clusters and nucleons, indicating that clusters test different phase-space regions than nucleons. Therefore, bound nucleons represent an interesting probe to study the dynamics of heavy-ion collisions.

From the theoretical side, the reason is even more fundamental since the mechanism of cluster formation in nucleus-nucleus collisions is not well understood. The deuterons with a binding energy of |EB|2|E_{B}|\simeq 2 MeV appear to be fragile objects compared to the average kinetic energy of hadrons which surround them. At freeze-out, when the QGP is converted into hadrons, the kinetic freeze-out parameters indicate a temperature of T100150T\simeq 100-150 MeV. It is surprising that they can survive in such an environment without being destroyed by collisions with the surrounding hadrons. Hence, it is puzzling that light nuclei are observed in central HICs at mid-rapidity at all, and it is even more puzzling that their multiplicity is well described by statistical model calculations Andronic et al. (2011). This observation has been portrayed as “ice cubes in a fire” Bratkovskaya et al. (2022), or “snowballs in hell” Oliinychenko et al. (2019). The presence of light clusters one may consider as a hint that they do not come from the same phase-space regions as nucleons, which makes them interesting for the study of the reaction dynamics. The formation of light nuclei at mid-rapidity at beam energies above 2 AGeV has been modeled by three main approaches:

  • i)

    In the statistical model hadrons at mid-rapidity are assumed to be emitted from a common thermal source, which is characterized by the temperature TT, the chemical potential μB\mu_{B} and a fixed volume VV Cleymans and Satz (1993); Andronic et al. (2013). All three quantities are determined by fitting the multiplicity of a multitude of hadrons. Surprisingly, the observed cluster multiplicities are also described with the same fit variables TT, VV and μB\mu_{B} Andronic et al. (2011, 2018). The assumption of the statistical model approach is that the hadronic expansion of the system does not change the number of clusters.

  • ii)

    In the coalescence approach it is assumed that a proton and a neutron form a deuteron if their distance in momentum and coordinate space is smaller than the coalescence parameters (rcoal,pcoal)(r_{coal},p_{coal}) Sombun et al. (2019); Butler and Pearson (1963). This distance is measured when the last nucleon of the pair undergoes its last elastic or inelastic collision. Several variations of the coalescence model are being used. Some of them project the phase-space distribution function of the nucleons to the Wigner density of the relative coordinates of the nucleons in the deuteron. This distribution is usually approximated by a Gaussian form Scheibl and Heinz (1999); Zhu et al. (2015). However, the coalescence approach neglects that a deuteron is a bound object, which cannot be formed by a simple “fusion” of two nucleons, since it would violate the energy-momentum conservation. The formation of a deuteron is only possible if it interacts with the environment by a potential or via scattering processes. Nevertheless, this approach reproduces well the pTp_{T}-spectrum of deuterons, as well as their multiplicity for a large range of beam energies. For most recent studies on deuteron production with the coalescence approach we refer to Refs. Sun et al. (2018); Zhao et al. (2020); Kittiratpattana et al. (2022).

  • iii)

    The Minimum Spanning Tree (MST) approach has been originally advanced in Ref. Aichelin (1991) to study fragments which come from the projectile and target region and later it has also been employed to study mid-rapidity clusters Aichelin et al. (2020). It assumes that at the end of the heavy-ion reaction two nucleons are part of a cluster if their distance is smaller than a radius rclusr_{clus} which is of the order of the range of the nucleon-nucleon interaction. As investigated in a successive study Gläßel et al. (2022), this model reproduces well the pTp_{T} and dN/dydN/dy spectra not only for deuterons, but also for all clusters, observed at mid-rapidity, in the energy range from AGS to top RHIC.

Recently, a fourth approach has been advanced. In Refs. Oliinychenko et al. (2019, 2021); Staudenmaier et al. (2021) it has been claimed that deuterons can also be created by elementary collisions: pnπdπpn\pi\leftrightarrow d\pi, pnNdNpnN\leftrightarrow dN, NNdπNN\leftrightarrow d\pi. Based on Danielewicz and Bertsch (1991); Kapusta (1980); Siemens and Kapusta (1979), where the production (disintegration) of deuterons by pnNdNpnN\leftrightarrow dN (nucleon catalysis) was studied at low energy HICs, it has been proposed in Ref. Oliinychenko et al. (2019) that at relativistic HICs the pion catalyis, i.e. pnπdπpn\pi\leftrightarrow d\pi, becomes more dominant at mid-rapidity due to the large abundance of pions. To demonstrate this, dπd\pi inelastic scatterings and the inverse processes have been implemented in the transport approach SMASH Weil et al. (2016), which describes the hadronic stage of HICs. In the study Oliinychenko et al. (2019) the catalysis reactions pnπ(N)dπ(N)pn\pi(N)\leftrightarrow d\pi(N) have been approximated as simple two-step processes of pndpn\leftrightarrow d^{\prime} and π(N)dπ(N)d\pi(N)d^{\prime}\leftrightarrow\pi(N)d^{\prime} where dd^{\prime} is a fictitious dibaryon resonance with mass and width determined by fitting the experimental total inclusive cross section for dπd\pi inelastic scattering. With this approach the deuteron multiplicity and pTp_{T}-spectra at mid-rapidity could be reproduced for LHC Pb+Pb collisions s=2.76\sqrt{s}=2.76 TeV and for Au+Au collisions in the energy range of the RHIC BES (s=7.7200\sqrt{s}=7.7-200 GeV) Oliinychenko et al. (2021). Later, in Ref. Staudenmaier et al. (2021), the numerical artifact of employing the intermediate dd^{\prime} state has been replaced by the treatment of multi-particle reactions within the covariant rate formalism, firstly developed in Ref. Cassing (2002). In both studies the deuteron was treated as a point-like particle.

In this work we revise and improve two of the above mentioned dynamical processes for deuteron production in HICs, the “kinetic” production by hadronic collisions and the “potential” mechanism, where bound nucleons form deuterons and heavier clusters by potential interactions, and combine them to obtain a comprehensive approach for the description of the experimental measurements at mid-rapidity. For this study we use the Parton-Hadron-Quantum-Molecular Dynamics (PHQMD) transport approach Aichelin et al. (2020).

Concerning the first approach, we include, in contradistinction to Oliinychenko et al. (2019, 2021); Staudenmaier et al. (2021), all possible isospin channels for NNπdπNN\pi\leftrightarrow d\pi reactions which enhances the production rate compared to the pnπdπpn\pi\leftrightarrow d\pi case. Following Ref. Sun et al. (2021), in this “kinetic” mechanism we also take into account the distribution of the relative momentum of the two nucleons inside a deuteron. Regarding the second approach, we overcome the problem discussed in Ref. Aichelin et al. (2020) that a choice had to be made at which time the cluster analysis with MST takes place. We will show that an asymptotic distribution of stable clusters, which are also “bound” in the sense that they have negative binding energies EB<0E_{B}<0, can be obtained, independent of the time when the clusters are identified. In order to do so, we present a novel cluster recognition procedure based on the MST algorithm used in point iii), which is further developed in order to trace the entire dynamical evolution of the baryons which are bound into a stable cluster. It is the purpose of this paper to show that the combination of such an advanced MST (aMST) approach and the production of deuterons by collisions gives a very good description of the total multiplicity, pTp_{T} and the dN/dydN/dy spectra of deuterons from SIS (s=2.5\sqrt{s}=2.5 GeV) up to the highest RHIC energy (s=200\sqrt{s}=200 GeV).

This paper is organized as follows: After the introduction given in Sec. I, in Sec. II.A we recall the basic ideas of the PHQMD transport approach. The identification of deuterons bound by potential interaction by means of the MST clusterization algorithm is the subject of Sec. II.B. In particular, after discussing in Sec. II.B.1 the basis of the original MST model employed in previous PHQMD studies (see Ref. Aichelin et al. (2020)), we present in Sec. II.B.2 our new “advanced” MST (aMST) approach. The theoretical formulation of the main hadronic reactions for the production of “kinetic” deuterons is the topic of Sec. III. In Sec. IV we test such deuteron reactions in a “box” and verify their correct numerical implementation by comparing with analytic rate results. In Sec. V we investigate the main physical effects of production and disintegration of deuterons by hadronic reactions in heavy-ion simulations within the PHQMD approach. The details on how the two “kinetic” and “potential” mechanisms are combined within the PHQMD framework are reported at the end of this section. In Sec. VI we confront our final results with combined kinetic and potential deuterons with the existing experimental data for rapidity and transverse momentum distributions in HICs from invariant center-of-mass collision energies of sNN=2.52\sqrt{s}_{NN}=2.52 GeV to sNN=200\sqrt{s}_{NN}=200 GeV. Finally, we outline our conclusions in Section VII.

II Model description

II.1 PHQMD

The Parton-Hadron-Quantum Molecular Dynamics (PHQMD) has been recently conceived as a new type of microscopic transport approach which combines the characteristics of baryon propagation from the Quantum Molecular Dynamics (QMD) model Aichelin (1991); Aichelin et al. (1987, 1988); Hartnack et al. (1998) and the dynamical properties and interactions in and out of equilibrium of hadronic and partonic degrees of freedom of the Parton-Hadron-String-Dynamics (PHSD) approach Cassing and Bratkovskaya (2008); Cassing (2009); Cassing and Bratkovskaya (2009); Bratkovskaya et al. (2011); Linnyk et al. (2016).

In this section we provide a short summary of these two building blocks. For more details of the PHQMD model we refer to Ref. Aichelin et al. (2020).

I. In QMD the baryons are described by single-particle wave functions of Gaussian form with a time independent width. The Wigner density of each particle is obtained by a Fourier transformation of the density matrix. Then, the n-body Wigner density is constructed by the direct product of the single-particle Wigner densities and its propagation is determined by a generalized Ritz variational principle Feldmeier (1990). Contrary to mean-field approaches, where the n-body phase-space correlations are integrated out and the dynamics is reduced to a single-particle propagation in a mean-field potential, in QMD these correlations are preserved and the fluctuations not suppressed. This allows to investigate the dynamical formation of clusters, which are correlations between nucleons.

In PHQMD a baryon ii is represented by the single-particle Wigner density, which is given by

f(𝐫i,𝐩i,𝐫i0,𝐩i0,t)=1π33e2L[𝐫i𝐫i0(t)]2eL22[𝐩i𝐩i0(t)]2,f(\mathbf{r}_{i},\mathbf{p}_{i},\mathbf{r}_{i0},\mathbf{p}_{i0},t)=\frac{1}{\pi^{3}\hbar^{3}}{\rm e}^{-\frac{2}{L}[\mathbf{r}_{i}-\mathbf{r}_{i0}(t)]^{2}}{\rm e}^{-\frac{L}{2\hbar^{2}}[\mathbf{p}_{i}-\mathbf{p}_{i0}(t)]^{2}}, (1)

the Gaussian width LL is taken as L=8.66L=8.66 fm2.

The QMD equations of motion (EoMs) for the centroids (𝐫i0,𝐩i0)(\mathbf{r}_{i0},\,\mathbf{p}_{i0}) are similar to those of the Hamilton equations for a classical particle Aichelin (1991)

𝐫˙i0=H𝐩𝐢𝟎,𝐩˙i0=H𝐫𝐢𝟎,\dot{\mathbf{r}}_{i0}=\frac{\partial\langle H\rangle}{\partial\mathbf{p_{i0}}}\quad,\quad\dot{\mathbf{p}}_{i0}=-\frac{\partial\langle H\rangle}{\partial\mathbf{r_{i0}}}\,, (2)

where the difference lies in the fact that on the right hand side of both equations the expectation value of the quantum Hamiltonian of the many-body system appears. We note in passing that for a non-Gaussian form of the wave function the time evolution equations are different. The Hamiltonian is the sum of the kinetic energies of the particles and of their (density dependent) two-body interaction. The expectation value can be written as

H=iHi=i(Ti+jiVi,j).\langle H\rangle=\sum_{i}\langle H_{i}\rangle=\sum_{i}(\langle T_{i}\rangle+\sum_{j\neq i}\langle V_{i,j}\rangle). (3)

The potential interaction consists of two parts: the Coulomb interaction and a local density dependent Skyrme potential Vi,j=VCoul+VSkyrmeV_{i,j}=V_{Coul}+V_{Skyrme}. The expectation value of the Coulomb interaction can be calculated analytically. The expectation value of the Skyrme part contains terms ρ2\propto\rho^{2} and ργ\propto\rho^{\gamma}, where ρ\rho is the local density. Their weights, as well as the exponent γ\gamma, are tuned to the Equation of State (EoS) of infinite nuclear matter E(T=0,ρ/ρ0=1)=16E(T=0,\rho/\rho_{0}=1)=-16 MeV, where ρ0=0.16\rho_{0}=0.16 fm-3 is the saturation density at zero temperature. This fixes two of the three parameters. In PHQMD two parameter sets have been introduced, which yield a “soft” and a “hard” EoS, respectively. For details on the realization of the QMD dynamics and the impact of different EoS on bulk and cluster observables we refer to Ref. Aichelin et al. (2020). For bulk and strangeness particle production in PHQMD with a “hard” and a “soft” EoS at low energy HICs and the comparison with other transport models see also Ref. Reichert et al. (2022). In our present study of the deuteron production mechanisms, we employ the PHQMD in its “hard” EoS setup like in Ref. Gläßel et al. (2022).

Finally, we want to stress two aspects: i) in this study, as in the previous PHQMD publications, we employ a “static”, i.e. momentum independent, Skyrme potential. A form of the Skyrme interaction which contains also a momentum dependent part will be reserved for future work. ii) The PHQMD approach aims to provide a dynamical description of cluster formation in HICs at low-energy, as well as at relativistic energies. The discussed QMD model uses non-relativistic quantum wave functions. The relativistic formulation of QMD dynamics as a n-body theory has been developed in Refs. Sorge et al. (1989); Marty and Aichelin (2013) by introducing extra constraints in order to reduce the 8N-dimensional phase-space to the (6N + 1)-dimensional phase-space in which particle trajectories can be defined. However, this method is computationally extremely expensive, requiring the inversion of a matrix of size N×NN\times N in each time step and thus, it is presently not applicable for high statistics simulations.
Therefore, in PHQMD the original framework of QMD is extended to relativistic energies by introducing a modified single-particle Wigner density for each nucleon ii:

f~(𝐫i,𝐩i,𝐫i0,𝐩i0,t)=\displaystyle\tilde{f}(\mathbf{r}_{i},\mathbf{p}_{i},\mathbf{r}_{i0},\mathbf{p}_{i0},t)= (4)
=1π3e2L[𝐫iT(t)𝐫i0T(t)]2e2γcm2L[𝐫iL(t)𝐫i0L(t)]2\displaystyle=\frac{1}{\pi^{3}}{\rm e}^{-\frac{2}{L}[\mathbf{r}_{i}^{T}(t)-\mathbf{r}_{i0}^{T}(t)]^{2}}{\rm e}^{-\frac{2\gamma_{cm}^{2}}{L}[\mathbf{r}_{i}^{L}(t)-\mathbf{r}_{i0}^{L}(t)]^{2}}
×eL2[𝐩iT(t)𝐩i0T(t)]2eL2γcm2[𝐩iL(t)𝐩i0L(t)]2,\displaystyle\times{\rm e}^{-\frac{L}{2}[\mathbf{p}_{i}^{T}(t)-\mathbf{p}_{i0}^{T}(t)]^{2}}{\rm e}^{-\frac{L}{2\gamma_{cm}^{2}}[\mathbf{p}_{i}^{L}(t)-\mathbf{p}_{i0}^{L}(t)]^{2}},

which accounts for the Lorentz contraction of the nucleus in the beam zz-direction in coordinate and momentum space by including γcm=1/1vcm2\gamma_{cm}=1/\sqrt{1-v_{cm}^{2}}, where vcmv_{cm} is the velocity of projectile and target in the computational frame, which is the center-of-mass system of the heavy-ion collision. Accordingly, the interaction density modifies as

ρ~int(𝐫i0,t)\displaystyle\tilde{\rho}_{int}(\mathbf{r}_{i0},t) \displaystyle\to Cj(1πL)3/2γcme1L[𝐫i0T(t)𝐫j0T(t)]2\displaystyle C\sum_{j}\Big{(}\frac{1}{\pi L}\Big{)}^{3/2}\gamma_{cm}{\rm e}^{-\frac{1}{L}[\mathbf{r}_{i0}^{T}(t)-\mathbf{r}_{j0}^{T}(t)]^{2}} (5)
×eγcm2L[𝐫i0L(t)𝐫j0L(t)]2.\displaystyle\times{\rm e}^{-\frac{\gamma_{cm}^{2}}{L}[\mathbf{r}_{i0}^{L}(t)-\mathbf{r}_{j0}^{L}(t)]^{2}}.

We refer again to Ref. Aichelin et al. (2020) and Ref. Aichelin (1991) for a more detailed discussion and the explicit formulas. We note that in PHQMD the nuclei are initialized in their rest frame with the Gaussian distributions Eq. (1). The Lorentz squeezing of nuclei by the gamma factor γcm\gamma_{cm} is done after the initialization of the nuclei in their rest frame, so it does not affect the initialization.

II. As in the PHSD (Parton-Hadron-String Dynamics) approach Cassing and Bratkovskaya (2008); Cassing (2009); Cassing and Bratkovskaya (2009); Bratkovskaya et al. (2011); Linnyk et al. (2016), in PHQMD the strongly interacting medium is described by off-shell hadrons and off-shell massive quasi-particles representing the deconfined quarks and gluons of the QGP phase, which is created if the local energy density is larger than a critical value of ϵc0.5\epsilon_{c}\approx 0.5\! GeV/fm3. The propagation of these off-shell degrees of freedom, including their spectral functions, is based on the Kadanoff-Baym transport theory Kadanoff and Baym (1962) in first-order gradient expansion from which the Cassing-Juchem generalized off-shell transport equations Cassing and Juchem (2000a, b); Cassing (2009) in test-particle representation are derived (see Ref. Cassing (2021)). The hadronic part is taken from the early development of the Hadron-String-Dynamics (HSD) approach (see Ref. Cassing and Bratkovskaya (1999) for a detailed description of the baryon, meson and resonance species implemented).

The elementary baryon-baryon (BBBB), meson-baryon (mbmb) and meson-meson (mmmm) reactions for multi-particle production are realized according to the Lund string model Nilsson-Almqvist and Stenlund (1987) via the event generators FRITIOF 7.02 Nilsson-Almqvist and Stenlund (1987); Andersson et al. (1993) and PYTHIA 7.4 Sjostrand et al. (2006). Both generators are “tuned” for a better description of the experimental data for elementary pppp collisions at intermediate energies Kireyeu et al. (2020).

The partonic part, which describes the QGP phase, follows the description of the so-called Dynamical Quasi-Particle Model (DQPM) Cassing (2007a, b); Peshier and Cassing (2005). In the DQPM quarks and gluons are represented by massive, strongly interacting quasi-particles. They have spectral functions whose pole positions and widths are defined by the real and imaginary terms of parton self-energies. The parton masses and widths are functions of the temperature TT (and in the most recent extension Soloveva et al. (2020) also of the baryon-chemical potential μB\mu_{B}) through an effective coupling constant, which is fixed by fitting lQCD results from Refs. Aoki et al. (2009); Borsanyi et al. (2014); Bazavov et al. (2014); Cheng et al. (2008); Borsanyi et al. (2015). These DQPM partons are evolved with their self-energies according to the same off-shell transport equations and scatter by microscopically computed cross sections.

We recall that in PHQMD only the propagation of mesons and partons relies on the PHSD approach, while the baryons evolve according to the QMD dynamics. However, it is always possible to run PHQMD in the “(P)HSD-mode” by switching the baryon propagation back to the mean-field dynamics of HSD. Again we refer to Ref. Aichelin et al. (2020) for a description and detailed studies.

As already stated, in PHQMD the collision integral, which encodes the main scattering/dissipative processes of hadrons and partons, is adopted from the PHSD model. The main hadronic reactions have been implemented for many observables, like strangeness, dileptons, photons, heavy quarks, etc. (cf. examples in the reviews Linnyk et al. (2016); Bleicher and Bratkovskaya (2022)). It contains also in-medium effects, such as a dynamical modification of vector meson spectral functions by collisional broadening Bratkovskaya and Cassing (2008), and the modification of strange degrees of freedom in line with many-body G-matrix calculations Cassing et al. (2003); Song et al. (2021), as well as chiral symmetry restoration via the Schwinger mechanism for the string decay Cassing et al. (2016); Palmese et al. (2016) in a dense medium. The important and pioneering development in the PHSD is related to the formulation and development of the theoretical formalism in order to realize the detailed balance for mnm\leftrightarrow n reactions based on covariant rates Cassing (2002). This formalism has been implemented in PHSD in Ref. Cassing (2002) for the description of baryon-antibaryon BB¯B\bar{B} annihilation of B=p,ΛB=p,\Lambda and the inverse reaction of multi-meson fusion to B+B¯B+\bar{B} pairs; an extension of this first study accounting for all baryon-antibaryon combinations in PHSD has been presented in Ref. Seifert and Cassing (2018). We also mention that the implementation of detailed balance on the level of 232\leftrightarrow 3 reactions is realized for the main channels of strangeness production/absorption by baryons (B=N,Δ,YB=N,\Delta,Y) and pions Song et al. (2021).

One of the main goals of this work is to extend this formalism to the 222\leftrightarrow 2 and 323\leftrightarrow 2 processes, which are relevant for the production and disintegration of deuterons. Therefore, we dedicate a separate section to the detailed description of this formalism and its application to deuteron reactions.

II.2 The “advanced” MST approach (aMST)

II.2.1 The original MST approach

The Minimum Spanning Tree (MST) method has been employed in the PHQMD transport approach in Ref. Aichelin et al. (2020) to identify clusters at different stages of the dynamical evolution of the system. We stress that MST is a cluster recognition procedure, not a “cluster building” mechanism, since PHQMD propagates baryons, not clusters. The possibility to trace back in time the baryons, which combine to clusters due to their potential interaction, allows to investigate more quantitatively the nature of cluster formation, and to answer some fundamental questions, for example how clusters can survive the dense medium Gläßel et al. (2022).

The principle of MST in its original version described in Ref. Aichelin (1991) is to collect nucleons which are close in coordinate space. At a given time tt a snapshot of the positions and momenta of all nucleons is recorded and the MST clusterization algorithm is applied: two nucleons ii and jj are considered as “bound” to a deuteron or to any larger cluster A>2A>2 if they fulfill the condition

|𝐫i𝐫j|<rclus,|\mathbf{r}_{i}^{*}-\mathbf{r}_{j}^{*}|<r_{clus}\,, (6)

where on the left hand side the positions are boosted in the center-of-mass of the ijij pair. The maximum distance between cluster nucleons rclus=4r_{clus}=4 fm corresponds roughly to the range of the (attractive) NNNN potential. Additional momentum cuts do not change the result because the trajectories of baryons, which are not bound, diverge. Therefore the formation of baryons in MST is a consequence of the attractive potential interaction. A nucleon ii belongs to a cluster A2A\geq 2 if it is “bound” with at least one nucleon of that cluster, i.e. if there exists a nucleon jj for which the condition Eq. (6) is fulfilled. Recently, MST has been developed to an independent tool, which can be coupled to any theoretical transport approach or to any theoretical framework for detector calibration Kireyeu (2021).

We want to stress the fact that MST does not lead to the formation of real deuterons. It rather marks only whether a given nucleon is a part of a deuteron at times ti=t0+iΔtt_{i}=t_{0}+i\cdot\Delta t. During the time step Δt\Delta t each nucleon continues to propagate according to the QMD EoMs Eq. (2). One can also identify whether in the subsequent time steps the same nucleons form a deuteron and at each time step the binding energy of the deuteron can be calculated. In particular, the binding energy of the produced cluster of size AA is calculated in its center-of-mass (rest) frame as EB=iAEiiAMNi+ijVijE_{B}=\sum_{i}^{A}E_{i}-\sum_{i}^{A}{M_{N}}_{i}+\sum_{i\neq j}V_{ij}; where EiE_{i} (MNiM_{Ni}) is the energy (mass) of the iith nucleon of the cluster in the rest frame of the cluster. For its calculation the energy and momentum of nucleons are boosted into this frame from the calculational NNNN frame. Even if there are no elastic collisions between one of the cluster nucleons and a third hadron the cluster binding energy can change its sign. This is due to the fact that for the propagation the forces between the nucleons are calculated at the same time in the computational frame. On the other hand, to calculate the binding energy in MST one has to take the positions of the baryons after Lorentz boost into the cluster center-of-mass. However, in this frame the baryons have different times, in principle should be corrected but can hardly be done in practice. The larger the γ\gamma factor between the computational frame and the cluster center-of-mass frame, the more these time differences in the cluster center-of-mass system become important.

In order to overcome this problem of the semi-classical approach, we recall that in our previous study Gläßel et al. (2022) we calculated cluster observables at the “physical time” tt, which accounts for the time dilatation between the cluster rest frame and the center-of mass system of heavy-ion reaction: t=t0cosh(ycm)t=t_{0}\cdot\cosh{y_{cm}}, where t0t_{0} is the cluster “freeze-out” time at mid-rapidity and ycmy_{cm} is the rapidity of the center-of-mass of the cluster in the calculational frame, the center-of-mass system of the heavy-ion reaction. We called tt the “physical time” because it marks the identical times in the rest systems. The time t0t_{0} was determined such that we could reproduce the total experimental multiplicities of the clusters at mid-rapidity. Also we verified that the choice of tt affects only the multiplicity and neither the form of the rapidity distribution nor that of the transverse momentum distribution.

II.2.2 “Advanced” MST

This numerical artifact can be surmounted by freezing the internal degrees of freedom of the cluster when it is not anymore in contact (neither by collisions nor by potential interactions) with fellow hadrons, which are not part of the cluster. This freezing can be applied to the “collision history” file which contains the positions and momenta of the baryons as a function of time. Therefore, it does not influence the dynamics of the reaction. This so-called stabilization procedure works as follows and the results are presented in Fig. 1:

  • 1)

    Nucleons can be part of a cluster only after they have had their last elastic or inelastic collision. At each time step ti=t0+iΔtt_{i}=t_{0}+i\cdot\Delta t the positions and momenta of all nucleons are recorded and clusters are identified by means of the MST algorithm. This is the standard MST method shown as dashed lines in Fig. 1, for A=2A=2 (green line) and A=3A=3 (red).

  • 2)

    Clusters have to have a negative binding energy EB<0E_{B}<0. Applying this selection on the clusters identified by MST after point 1), the result is shown by dash-dotted lines in Fig. 1. Shortly after the collision starts until kinetic freeze-out, unbound nucleons with quite different momenta can be found at the same position in coordinate space. If time proceeds their trajectories diverge and they do not form a cluster anymore. Indeed, only if the clusters are bound, the nucleons are forced to stay together. Therefore, at late times each dashed line joins the corresponding dash-dotted line.

  • 3)

    PHQMD conserves energy strictly and the cluster nucleons are maximally separated from the other nucleons with a MST radius of 4 fm. Due to the non-relativistic Skyrme potential, the time shift between the nucleons in the cluster center-of-mass system (where the binding energy is calculated) and an approximation used to extrapolate the interaction density to the relativistic case Aichelin (1991), it may happen that the sign of the binding energy EBE_{B} (which is tiny as compared to the total energy of the cluster) changes from negative to positive between the time tit_{i} and the next time step ti+Δtt_{i}+\Delta t (although the cluster is composed of the same nucleons) and the cluster starts to disintegrate. This disintegration is artificial and, therefore, we preserve the cluster by freezing the internal degrees of freedom.

  • 4)

    Due to the semi-classical nature of our approach, it may happen that a “bound” cluster A>2A>2 with EB<0E_{B}<0 at time step tit_{i} spontaneously disintegrates between tit_{i} and ti+Δtt_{i}+\Delta t, because the available kinetic energy is given to one nucleon which then can leave the cluster. In a quantum system, where the energy of the ground state is larger than in a semi-classical system (because the wave function cannot have zero momentum), this process is much less probable. Therefore, we consider this evaporation as artificial and restore the cluster of the previous time step tit_{i}. The result, if we include 3) and 4), is shown by the full lines in Fig. 1. We see that at large times the fragment yield becomes stable. Due to the larger γ\gamma factor the freeze-out of the internal cluster degrees of freedom is important at high beam energies. At SIS energies it is almost negligible.

Refer to caption
Figure 1: (color online) Multiplicity of A=2A=2 and A=3A=3 clusters at mid-rapidity, |y|<0.5|y|<0.5, in PHQMD simulations of Au+Au central collisions at three different energies: a) sNN=2.52\sqrt{s}_{NN}=2.52 GeV (up), b) sNN=7.7\sqrt{s}_{NN}=7.7 GeV (middle), c) sNN=200\sqrt{s}_{NN}=200 GeV (low). The dashed lines (green for A=2A=2, red for A=3A=3) are the results obtained with the standard MST, while the dash-dotted lines indicate the MST identified clusters which are bound, i.e. with EB<0E_{B}<0. The solid lines with same color coding are the results of the advanced MST (aMST), whose difference to MST is explained in the text. The solid lines with filled squares show the aMST bound clusters, i.e. with EB<0E_{B}<0.

In Fig. 1 the multiplicity of A=2A=2 (green lines) and A=3A=3 (red lines) clusters at mid-rapidity, |y|<0.5|y|<0.5, from PHQMD simulations of central Au+Au collisions are shown as a function of time for three different collision energies; from upper to lower panel: a) sNN=2.52\sqrt{s}_{NN}=2.52 GeV, b) sNN=7.7\sqrt{s}_{NN}=7.7 GeV, c) sNN=200\sqrt{s}_{NN}=200 GeV. The dashed lines correspond to the clusters identified by the original MST as in Ref. Aichelin et al. (2020) according to the description “1)” from above. The dash-dotted lines denote those clusters, which are effectively bound having a binding energy EB<0E_{B}<0, corresponding to case “2)” from above. The solid lines show the cluster yield obtained with the advanced MST (aMST), i.e. employing after the MST identification the stabilization procedure according to the points “3)” and “4)”. It is clearly visible that MST and aMST give the same cluster multiplicity at low beam energies (top panel) while at higher energies (center and bottom panel) - where the relativistic effects discussed above play a major role - aMST stabilizes the cluster multiplicity. Therefore, it is not anymore necessary to define a time at which the cluster analysis is performed. This represents a remarkable improvement of our previous study in Ref. Gläßel et al. (2022) where we still had to select such a time. This procedure can be applied to any type of cluster of any size, including light nuclei and hypernuclei. In this study we present only the results for deuterons. The study of hypernuclei and heavy clusters we reserve for a future publication.

III Kinetic approach for deuteron reactions

Collision Integral

As described, the collision processes involving the formation and the breakup of a deuteron are implemented in PHQMD by means of a covariant rate formalism which has been firstly developed in Ref. Cassing (2002) and applied within the PHSD microscopic approach in order to study the baryon-antibaryon production by multi-meson fusion Seifert and Cassing (2018); Seifert (2018). Following the steps of Ref. Cassing (2002), we start by writing the covariant Boltzmann transport equation for the single phase-space distribution function of an on-shell hadron fi(x,p)f_{i}(x,p)

pμxμfi(x,p)=Icolli,p_{\mu}\partial^{\mu}_{x}f_{i}(x,p)=I_{coll}^{i}\,, (7)

using the notation x=(t,x)x=(t,\vec{x}) and p=(E,p)p=(E,\vec{p}) with the on-shell condition p2=mi2p^{2}=m_{i}^{2} (mim_{i} is the rest mass). The left hand side of Eq. (7) contains only the free streaming term because we neglect for simplicity any mean-field interaction. On the right hand side the collision integral IcolliI_{coll}^{i} encodes all the multi-particle transitions which involve the hadron i either in the initial or in the final state. Hence, IcolliI_{coll}^{i} can be written as a sum over all scattering processes with increasing number of participant particles

Icolli=nmIcolli[nm].I_{coll}^{i}=\sum_{n}\sum_{m}\ I^{i}_{coll}[n\leftrightarrow m]. (8)

Each collision term Icolli[nm]I^{i}_{coll}[n\leftrightarrow m] accounts for a particular forward scattering process (\rightarrow) with nn-particles in the initial state and mm-particles in the final state, as well as for the corresponding backward reaction (\leftarrow). The forward and backward reactions can be grouped together and in collision theory one usually distinguishes a gain and loss term. Therefore, the on-shell collision term Icolli[nm]I^{i}_{coll}[n\leftrightarrow m] becomes

Icolli[nm]=121Nid!νλ(1(2π)3)n+m1×\displaystyle I^{i}_{coll}[n\leftrightarrow m]=\frac{1}{2}\frac{1}{N_{id}!}\sum_{\nu}\sum_{\lambda}\left(\frac{1}{(2\pi)^{3}}\right)^{n+m-1}\times
(j=2nd3pj2Ej)(k=n+1n+md3pk2Ek)×\displaystyle\left(\prod_{j=2}^{n}\!\int\!\frac{d^{3}\vec{p}_{j}}{2E_{j}}\right)\left(\prod_{k=n+1}^{n+m}\!\int\!\frac{d^{3}\vec{p}_{k}}{2E_{k}}\right)\times
(2π)4δ4(p1μ+j=2npjμk=1n+mpkμ)Wn,m(p1,pj;i,νpk;λ)\displaystyle(2\pi)^{4}\!\delta^{4}(p_{1}^{\mu}+\sum_{j=2}^{n}p^{\mu}_{j}-\sum_{k=1}^{n+m}p_{k}^{\mu})W_{n,m}(p_{1},p_{j};i,\nu\mid p_{k};\lambda)
×[k=n+1n+mfk(x,pk)fi(x,p1)j=2nfj(x,pj)].\displaystyle\times\left[\prod_{k=n+1}^{n+m}f_{k}(x,p_{k})-f_{i}(x,p_{1})\prod_{j=2}^{n}f_{j}(x,p_{j})\right]. (9)

In Eq. (III) there are n+m1n+m-1 integrals over the initial pj\vec{p}_{j} and final pk\vec{p}_{k} momenta of all particles, excluding the tagged hadron i (the deuteron) whose momentum is denoted as p1p_{1}.

The quantity Wn,m(p1,pj;i,νpk;λ)W_{n,m}(p_{1},p_{j};i,\nu\mid p_{k};\lambda) is called transition amplitude and is related to the square of the scattering matrix for the transition p1+j=2npjk=n+1n+mpkp_{1}+\sum_{j=2}^{n}p_{j}\rightarrow\sum_{k=n+1}^{n+m}p_{k} where ν\nu and λ\lambda denote a particular set of allowed discrete quantum numbers for the particles (except the hadron i) in the initial and final states. The δ\delta function guarantees the energy and momentum conservation in each individual reaction. Finally, the single-particle distribution functions of the hadrons appear, in particular the functions f1f_{1} and fjf_{j} for the forward/loss term nmn\rightarrow m and the function fkf_{k} for the backward/gain term nmn\leftarrow m. We assign the arbitrary ±\pm sign to distinguish between the gain and the loss term such that in our study the reaction which leads to the production of a deuteron (playing the role of the tagged hadron i) is associated to the backward/gain term, while the inverse reaction where the deuteron is destroyed, is associated to the forward/loss term. This choice agrees with the original formulation in Ref. Cassing (2002). In the collision integral of Eq. (III) we have also neglected the quantum statistical corrections, i.e. the Pauli-blocking or Bose-enhancement factors, which multiply the product of the phase-space distribution functions, as well as any anti-symmetrization procedure in the transition amplitude for the fermions involved in the reactions. Only the statistical factor 1/Nid!1/N_{id}!, which counts the number of identical particles (either bosons or fermions) in the initial and final states, survives. The expression Eq. (III) can be straightforwardly generalized to the off-shell case by including an additional integration over the energy of each single hadron weighted by the associated spectral function (cf. Ref. Cassing (2002)). In PHQMD/PHSD such an off-shell version of the collision integral is adopted for the dynamical interaction of other baryons and mesons which are propagated with self-consistent off-shell transport equations.

The covariant collision number for the n(i)mn(i)\rightarrow m scattering process is the number of forward reaction events in the covariant 4-volume d4xd^{4}x = dVdtdVdt and, therefore, the covariant collision rate is obtained by dividing the loss term in Eq.(III) by the energy E1E_{1}, followed by the integration over the momentum d3p1/(2π)3d^{3}\vec{p}_{1}/(2\pi)^{3} and and a summation over the quantum numbers τ(i)\tau(i) of the tagged hadron i in the initial state of the transition,

dNcoll[n(i)m]dtdV=1Nid!τ(i),νλ(1(2π)3)n×\displaystyle\frac{dN_{coll}[n(i)\rightarrow m]}{dtdV}=\frac{1}{N_{id}!}\sum_{\tau(i),\nu}\sum_{\lambda}\left(\frac{1}{(2\pi)^{3}}\right)^{n}\times
(j=1nd3pj2Ejfj(x,pj))(k=n+1n+m1(2π)3d3pk2Ek)×\displaystyle\int\!\left(\prod_{j=1}^{n}\!\frac{d^{3}p_{j}}{2E_{j}}f_{j}(x,p_{j})\right)\int\!\left(\prod_{k=n+1}^{n+m}\!\frac{1}{(2\pi)^{3}}\frac{d^{3}p_{k}}{2E_{k}}\right)\times
(2π)4δ4(j=1npjμk=n+1n+mpkμ)Wn,m(pj;τ(i),νpk;λ).\displaystyle(2\pi)^{4}\!\delta^{4}(\sum_{j=1}^{n}p^{\mu}_{j}-\sum_{k=n+1}^{n+m}p_{k}^{\mu})W_{n,m}(p_{j};\tau(i),\nu\mid p_{k};\lambda). (10)

Similarly, the covariant collision rate of the backward reaction n(i)mn(i)\leftarrow m is obtained from the gain term of Eq. (III)

dNcoll[mn(i)]dtdV=1Nid!τ(i),νλ(1(2π)3)m×\displaystyle\frac{dN_{coll}[m\rightarrow n(i)]}{dtdV}=\frac{1}{N_{id}!}\sum_{\tau(i),\nu}\sum_{\lambda}\left(\frac{1}{(2\pi)^{3}}\right)^{m}\times
(k=n+1n+md3pk2Ekfk(x,pk))(j=1n1(2π)3d3pj2Ej)×\displaystyle\int\!\left(\prod_{k=n+1}^{n+m}\!\frac{d^{3}p_{k}}{2E_{k}}f_{k}(x,p_{k})\right)\int\!\left(\prod_{j=1}^{n}\!\frac{1}{(2\pi)^{3}}\frac{d^{3}p_{j}}{2E_{j}}\right)\times
(2π)4δ4(j=1npjμk=n+1n+mpkμ)Wn,m(pj;τ(i),νpk;λ).\displaystyle(2\pi)^{4}\delta^{4}\!(\sum_{j=1}^{n}p^{\mu}_{j}-\sum_{k=n+1}^{n+m}p_{k}^{\mu})W_{n,m}(p_{j};\tau(i),\nu\mid p_{k};\lambda). (11)

The transition amplitude Wn,mW_{n,m} in Eq. (III) and Eq. (III) is the same because of the equivalence of the scattering matrix under the detailed balance condition for forward and backward processes. Therefore, both expressions can be analytically or numerically solved knowing the dependence of the transition amplitude Wn,mW_{n,m} on the kinematic variables. This has been suggested in Ref. Cassing (2002) where, in particular, it has been shown that the collision probabilities of forward and backward reactions can be written in terms of the corresponding many-body phase-space integrals (cf. Appendix C) if one assumes that the transition amplitude Wn,mW_{n,m} is a function only of the invariant energy of the collision s=(j=1npj)2=(k=n+1n+mpk)2\sqrt{s}=(\sum_{j=1}^{n}p_{j})^{2}=(\sum_{k=n+1}^{n+m}p_{k})^{2}. We apply this procedure for deuteron reactions.

The goal of this work is to implement in the PHQMD transport approach the following deuteron reactions: i) the elastic dπdπd\pi\rightarrow d\pi and dNdNdN\rightarrow dN reactions, as well as 222\leftrightarrow 2 inelastic dπNNd\pi\leftrightarrow NN reactions; ii) the 232\leftrightarrow 3 inelastic reactions dπNNπd\pi\leftrightarrow NN\pi and dNNNNdN\leftrightarrow NNN with all pion species π=π+,π0,π\pi=\pi^{+},\pi^{0},\pi^{-} and N=p,nN=p,n.

Employing the covariant expressions in Eq. (III) and (III) with n=m=2n=m=2 and i=di=d, the collision rate for the elastic and inelastic dπNNd\pi\leftrightarrow NN reactions can be written as follows,

dNcoll[2(d)2]dtdV=(j=12d3pj(2π)3fj(x,pj))vrelσtot2,2,\frac{dN_{coll}[2(d)\leftrightarrow 2]}{dtdV}=\int\!\left(\prod_{j=1}^{2}\!\frac{d^{3}p_{j}}{(2\pi)^{3}}f_{j}(x,p_{j})\right)v_{rel}\sigma^{2,2}_{tot}\,, (12)

where σtot2,2\sigma^{2,2}_{tot} is the total cross section for a two-to-two scattering process which is defined from the W2,2W_{2,2} transition amplitude by the well known definition

σtot2,2(s)=14Ifluxd3p3(2π)32E3d3p4(2π)32E4\displaystyle\sigma^{2,2}_{tot}(\sqrt{s})=\frac{1}{4I_{flux}}\sum\!\!\int\!\frac{d^{3}p_{3}}{(2\pi)^{3}2E_{3}}\int\!\frac{d^{3}p_{4}}{(2\pi)^{3}2E_{4}}
W2,2(s)(2π)4δ4(p1+p2p3p4),\displaystyle W_{2,2}(\sqrt{s})(2\pi)^{4}\!\delta^{4}(p_{1}+p_{2}-p_{3}-p_{4})\,, (13)

with the flux factor IfluxI_{flux} related the (relativistic) relative velocity vrelv_{rel} of the incident on-shell particles of masses m1m_{1} and m2m_{2}

Iflux=(p1p2)2m12m22=E1E2vrel.I_{flux}=\sqrt{(p_{1}\cdot p_{2})^{2}-m_{1}^{2}m_{2}^{2}}=E_{1}E_{2}v_{rel}. (14)

In Eq. (III) the sum is performed over the quantum numbers involved in the reaction and it includes also the statistical factor 1/Nid!1/N_{id}! which we absorb in the cross section.

The PHQMD/PHSD collision integral for the deuteron reactions is solved numerically by dividing the coordinate space in a grid of cells of volume ΔVcell\Delta V_{cell} and sampling the on-shell single-particle distribution function f(x,p)f(x,p) at each time step Δt\Delta t by means of the test-particle ansatz Cassing (2009)

f(x,p)=(2π)3ΔVcellj=1Ntestδ(rj(t)x)δ(pj(t)p),f(x,p)=\frac{(2\pi)^{3}}{\Delta V_{cell}}\sum_{j=1}^{N_{test}}\delta(\vec{r}_{j}(t)-\vec{x})\delta(\vec{p}_{j}(t)-\vec{p})\,, (15)

where rj(t)\vec{r}_{j}(t) and pj(t)\vec{p}_{j}(t) are, respectively, the position and the momentum of the particle jj at time tt. By inserting Eq. (15) in Eq. (12) we obtain the collision probability for the 222\leftrightarrow 2 reactions in the unit volume ΔVcell\Delta V_{cell} and unit time Δt\Delta t

P2,2(s)=σtot2,2vrelΔtΔVcell,P_{2,2}\left(\sqrt{s}\right)=\sigma^{2,2}_{tot}v_{rel}\frac{\Delta t}{\Delta V_{cell}}\,, (16)

which depends on s\sqrt{s} through vrelv_{rel} and σtot2,2\sigma^{2,2}_{tot}. Employing sufficiently small values of ΔVcell\Delta V_{cell} and Δt\Delta t we solve numerically the 222\leftrightarrow 2 collisions for the deuterons by the stochastic method, i.e. by calculating the invariant energy s\sqrt{s} of each possible reaction and then the associated probability P2,2P_{2,2} which is confronted with a random number between 0 and 1. To calculate P2,2P_{2,2} for the inelastic dπNNd\pi\leftrightarrow NN process we use parametrized expressions for the total cross section σtot2,2\sigma^{2,2}_{tot} which are reported in the Appendix A.

Now we describe the inelastic reactions dπNNπd\pi\leftrightarrow NN\pi and dNNNNdN\leftrightarrow NNN and, in particular, how the backward reaction 232\leftarrow 3 can be fully implemented within the covariant rate formalism adopted in our PHQMD approach. On the one hand, this is physically motivated by the fact that these are the dominant reactions for the production of deuterons in HICs due to their large cross sections, σtot200mb\sigma_{tot}\simeq 200\,mb, compared to the sub-dominant channel NNdπNN\rightarrow d\pi with σtot10mb\sigma_{tot}\simeq 10\,mb. On the other hand, it provides an effective method to describe reactions with more than 2 particles in the entrance channel, which cannot be formulated in terms of cross sections as in Eq. (III).

For the forward reaction, the breakup of deuterons by an incident NN or π\pi, the definition of the covariant collision rate follows straightforwardly and is given by Eq. (III) with n=2n=2, m=3m=3 and i=di=d,

dNcoll[2(d)3]dtdV=(j=12d3pj(2π)3fj(x,pj))σtot2,3vrel,\frac{dN_{coll}[2(d)\rightarrow 3]}{dtdV}=\int\!\left(\prod_{j=1}^{2}\!\frac{d^{3}p_{j}}{(2\pi)^{3}}f_{j}(x,p_{j})\right)\sigma^{2,3}_{tot}v_{rel}\,, (17)

where σtot2,3\sigma^{2,3}_{tot} is the total inelastic cross section for either the dπNNπd\pi\rightarrow NN\pi or the dNNNNdN\rightarrow NNN scattering process, which is defined similarly to Eq. (III) with an extra integration over the momentum of the third particle in the final state. The sum over the internal quantum numbers appearing in Eq. (17) is also absorbed in σtot2,3\sigma^{2,3}_{tot}. In Appendix A we provide the parametrized expressions of such inelastic cross sections as a function of s\sqrt{s} and we describe in detail how they are obtained from the experimental measurements of the total inclusive cross section for dπd\pi and dNdN collisions. Employing again the test-particle ansatz in Eq. (17), we derive the collision probability for the forward reaction

P2,3=σtot2,3vrelΔtΔVcell,P_{2,3}=\sigma_{tot}^{2,3}v_{rel}\frac{\Delta t}{\Delta V_{cell}}\,, (18)

which is a function of s\sqrt{s}, and we sample stochastically the collisions in the unit volume ΔVcell\Delta V_{cell} and the unit time Δt\Delta t for each PHQMD/PHSD parallel ensemble event. When a collision occurs, we construct the final state of three particles in the center-of-mass of the incident pair by means of standard kinematic routines Kajantie and Karimaeki (1971); Byckling and Kajantie (1971).

The covariant rate for the backward NNπdπNN\pi\rightarrow d\pi and NNNdNNNN\rightarrow dN reactions follows from Eq. (III), but we cannot write it in terms of a cross section. However, what is important for us is to obtain a collision probability P3,2P_{3,2} in order to apply the stochastic method. With the assumption W3,2=W2,3=W(s)W_{3,2}=W_{2,3}=W(\sqrt{s}) Cassing (2002) the transition amplitude can be moved outside the integration over the momenta of the two particles in the final state. As a result, these integrations can be combined with the δ\delta function into the two-body phase-space R2(s,m1,m2)R_{2}(\sqrt{s},m_{1},m_{2}) (cf. Appendix C), so that we can write as intermediate step,

dNcoll[32(d)]dtdV=(k=35d3pk(2π)32Ekfj(x,pk)),\displaystyle\frac{dN_{coll}[3\rightarrow 2(d)]}{dtdV}=\int\!\left(\prod_{k=3}^{5}\!\frac{d^{3}p_{k}}{(2\pi)^{3}2E_{k}}f_{j}(x,p_{k})\right)\,,
W(s)R2(s,m1,m2)\displaystyle\sum W(\sqrt{s})R_{2}(\sqrt{s},m_{1},m_{2}) (19)

with the sum running over the quantum numbers and taking into account also the statistical factor for identical particles. Next, we introduce the σtot2,3\sigma^{2,3}_{tot} of the forward process by inverting its definition from the transition amplitude and use again the condition W(s)W(\sqrt{s}) to isolate the three-body phase-space R3(s,m3,m4,m5)R_{3}(\sqrt{s},m_{3},m_{4},m_{5}) of the initial particles. Hence,

W(s)=FspinFiso4E1fE2fσtot2,3R3(s,m3,m4,m5),\sum W(\sqrt{s})=F_{spin}F_{iso}\frac{4E_{1}^{f}E_{2}^{f}\sigma^{2,3}_{tot}}{R_{3}(\sqrt{s},m_{3},m_{4},m_{5})}\,, (20)

where FspinF_{spin} and FisoF_{iso} denote the factors coming from the sum over the spin and isospin quantum numbers in the transition matrix. For the spin contribution we have

Fspin=(g1fg2fg3g4g5),F_{spin}=\left(\frac{g_{1}^{f}g_{2}^{f}}{g_{3}g_{4}g_{5}}\right)\,, (21)

where in NNπ(N)dπ(N)NN\pi(N)\rightarrow d\pi(N) reactions the particles are ordered as follows,

g1f=gd,g2f=g5=gπ(N),g3=g4=gN.g_{1}^{f}=g_{d}\,,\,g_{2}^{f}=g_{5}=g_{\pi(N)}\,,\,g_{3}=g_{4}=g_{N}\,. (22)

For the isospin part a separate discussion is given at the end of the section.

Combining Eq. (III) and Eq. (20) with the test-particle ansatz, we finally obtain the collision probability for the backward 323\rightarrow 2 process in the unit volume ΔVcell\Delta V_{cell} and the unit time Δt\Delta t,

P3,2=FspinFisoE1fE2f2E3E4E5P2,3ΔVcellR2(s,m1,m2)R3(s,m3,m4,m5)\displaystyle P_{3,2}=F_{spin}F_{iso}\frac{E_{1}^{f}E_{2}^{f}}{2E_{3}E_{4}E_{5}}\frac{P^{2,3}}{\Delta V_{cell}}\frac{R_{2}(\sqrt{s},m_{1},m_{2})}{R_{3}(\sqrt{s},m_{3},m_{4},m_{5})}
=FspinFisoE1fE2f2E3E4E5σtot2,3vrelΔtΔVcell2R2(s,m1,m2)R3(s,m3,m4,m5),\displaystyle=F_{spin}F_{iso}\frac{E_{1}^{f}E_{2}^{f}}{2E_{3}E_{4}E_{5}}\frac{\sigma_{tot}^{2,3}v_{rel}\Delta t}{\Delta V_{cell}^{2}}\frac{R_{2}(\sqrt{s},m_{1},m_{2})}{R_{3}(\sqrt{s},m_{3},m_{4},m_{5})}\,,

where in the second line we employ the collision probability for the forward 232\rightarrow 3 reaction from Eq. (III). We notice that on the right hand side of Eq. (20) and  (III) the energy of the produced particles E1fE_{1}^{f} and E2fE_{2}^{f} appear. That means that in our numerical implementation we have to sample the possible kinematics of the final state before the collisions take place. If the collision occurs, we reconstruct the kinematics of the emitted particles in the center-of-mass of the three interacting initial particles according to our previous sampling. In this sense, we can implement the forward and the backward reactions consistently within the same stochastic model.

In Ref. Oliinychenko et al. (2019) the deuteron reactions πpnπd\pi pn\rightarrow\pi d and NpnNdNpn\rightarrow Nd have been implemented in the SMASH transport approach for relativistic HICs. To do this numerically a fictitious dd^{\prime} resonance was introduced and the 323\rightarrow 2 process was divided into a two 2-to-2 steps.

Later on, in Ref. Staudenmaier et al. (2021) the same multi-particle production mechanisms have been described according to the covariant rate formalism of Ref. Cassing (2002). In particular, Eq. (6) of Ref. Staudenmaier et al. (2021) shows the same probability for the stochastic treatment of the 3-to-2 process as the one we have just derived in Eq. (III). Comparing both expression we can make some comments:
i) The two- and three-body phase-spaces R2R_{2} and R3R_{3} appear in both equations as a function of s\sqrt{s} and particle masses. For R2R_{2} we employ the well known analytic expression, while for R3R_{3} we adopt the parametrization of Ref. Seifert (2018). We collect all formula in Appendix D. In Ref. Staudenmaier et al. (2021) it is done similarly, so we do not expect any discrepancy due to this part.
ii) The probability is proportional to the total cross section for the inverse 2-to-3 process. For deuteron disintegration into 3 particles by π\pi and NN scattering we employ a parametrization of the cross section as a function of s\sqrt{s}, as reported in Appendix A, which is fitted to the available experimental data in the peak region. At high s\sqrt{s} we let our cross section to tend to zero because the 2-to-3 phase-space closes and other inelastic processes with final particles m>3m>3 open. In Ref. Staudenmaier et al. (2021) cross sections from Ref. Oliinychenko et al. (2019) are used which differ only for a constant behavior at high s\sqrt{s}. We investigated the possible difference arising from the different asymptotic behavior of the cross sections and we did not find any impact on deuteron yields and the pTp_{T}-spectra.
iii) Our spin factor FspinF_{spin} is the same as the one in Ref. Staudenmaier et al. (2021), while the isospin coefficient FisoF_{iso} does not appear there. This represents the novelty of our work.

In Ref. Staudenmaier et al. (2021) as from Ref. Oliinychenko et al. (2019) the π\pi-catalysis is considered only for the channel where there is no charge difference between the initial and the final pion, i.e. πdπpn\pi d\leftrightarrow\pi pn. We extend the deuteron production to all possible πNN\pi NN channels which fulfill the conservation of total isospin. We list all implemented channels in the table 1.

(i)π+N+N(i)\quad\pi+N+N (f)d+π(f)\quad d+\pi QtotQ_{tot}
n+n+πn+n+\pi^{-} \emptyset -1
n+n+π0n+n+\pi^{0} d+πd+\pi^{-} 0
p+n+πp+n+\pi^{-} d+πd+\pi^{-} 0
n+n+π+n+n+\pi^{+} d+π0d+\pi^{0} 1
p+n+π0p+n+\pi^{0} d+π0d+\pi^{0} 1
p+p+πp+p+\pi^{-} d+π0d+\pi^{0} 1
p+p+π0p+p+\pi^{0} d+π+d+\pi^{+} 2
p+n+π+p+n+\pi^{+} d+π+d+\pi^{+} 2
p+p+π+p+p+\pi^{+} \emptyset 3
Table 1: Reactions for deuteron production by π\pi-catalysis implemented in the PHQMD collision integral. In the first column the initial πNN\pi NN states, which are allowed to form the final dπd\pi state in the second column, are collected by increasing total electric charge QtotQ_{tot} written in the third column. When the final state is a \emptyset it means that deuteron production is not possible for the specific πNN\pi NN state. The probability for each transition depends on the isospin factors FisoF_{iso} which are calculated in Appendix C.

Since the deuteron has isospin zero, the state πd\pi d is a state with defined isospin 1 provided by the pion. In general, a three particle state πNN\pi NN has not a definite value of total isospin (i.e. it is not an eigenstate of this quantum number), rather it is formed by a superposition of eigenstates. Therefore, for each channel of the table the FisoF_{iso} represents the projection of the state πNN\pi NN on the isospin 1 state. We perform the calculation in detail in Appendix C. For the inverse reaction πdπNN\pi d\rightarrow\pi NN the initial state has total isospin 1. The total cross section σtot2,3\sigma_{tot}^{2,3} describes the reaction of dπd\pi to any of the possible πNN\pi NN channels. In order to correctly evaluate the disintegration reaction, we weight the transition to one specific channel with the corresponding isospin factor calculated in Appendix C. Similarly we calculate the isospin factors FisoF_{iso} for the NN-catalysis, where in this case there are no multiple channels available, i.e. NNNdNNNN\leftrightarrow dN does not account for other channels with respect to NpndNNpn\leftrightarrow dN.

IV Box validation and analytic results

We first study deuteron reactions in the static “box” framework where we can compare the results from our stochastic multi-particle approach with expectations from so-called rate equations. Rate equations differ from the transport approach because they involve the solution of chemical rates of a kinetically equilibrated gas. They have been used for example in Ref. Pan and Pratt (2014) to study the dynamical evolution of baryon-antibaryon annihilation and regeneration by solving fugacity equations or in Ref. Neidig et al. (2022) where the time evolution of light cluster abundancies has been investigated in an expanding medium. In this sense they represent an alternative approach to the covariant rate formalism of Refs. Cassing (2002); Seifert and Cassing (2018).

In a static medium at equilibrium with temperature TT the rate equations can be taken as analytic reference to verify the correct implementation of the numerical collision criteria. Here we follow a one-by-one comparison with Section B of the work done by the SMASH group in Ref. Staudenmaier et al. (2021) and check the agreement of our results.

As a model we consider the π\pi-catalysis reaction with no isospin factors. Using the same notation of Ref. Staudenmaier et al. (2021) we introduce the fugacities λi(t)\lambda_{i}(t) for the particle species involved in πdπpn\pi d\leftrightarrow\pi pn reactions. Without isospin factor the initial and final pion have the same charge. Therefore, we can see immediately that the number of pions remains constant. Hence, we can write the system of rate equations for dd and N=p,nN=p,n as follows

{λ˙d=<vrelσπd>(gdgπgN2gπλN2λd)nπeqλπλ˙N=<vrelσπd>(gdgπgN2gπλN2λd)nπeqλπλπ˙=0\begin{cases}\dot{\lambda}_{d}=\sum\!<v_{rel}\sigma_{\pi d}>\!\left(\frac{g_{d}g_{\pi}}{g_{N}^{2}g_{\pi}}\lambda_{N}^{2}-\lambda_{d}\right)n_{\pi}^{eq}\lambda_{\pi}\\ \dot{\lambda}_{N}=-\sum\!<v_{rel}\sigma_{\pi d}>\!\left(\frac{g_{d}g_{\pi}}{g_{N}^{2}g_{\pi}}\lambda_{N}^{2}-\lambda_{d}\right)n_{\pi}^{eq}\lambda_{\pi}\\ \dot{\lambda_{\pi}}=0\end{cases} (24)

in units of fm-1 and denoting the time derivative dλidt\frac{d\lambda_{i}}{dt} as λ˙i\dot{\lambda}_{i}. In Eq. (27) the sum runs over all pions which are initialized in the system according to an equilibrium density at given temperature TT times a constant fugacity

ρπ=λπnπeq(T)=λπgπmπ2T2π2K2(mπT).\rho_{\pi}=\lambda_{\pi}n_{\pi}^{eq}(T)=\lambda_{\pi}g_{\pi}\frac{m_{\pi}^{2}T}{2\pi^{2}}K_{2}\left(\frac{m_{\pi}}{T}\right). (25)

The factors gig_{i} are the spin degenerancies with values

gd/3=gN/2=gπ=1.g_{d}/3=g_{N}/2=g_{\pi}=1\,. (26)

Finally, σπd\sigma_{\pi d} is the cross section for 232\rightarrow 3 deuteron breakup by an incident pion reported in Appendix A and the thermal average <vrelσ><v_{rel}\sigma> is calculated using the formula

vrelσij=14mi2mj2TK2(miT)K2(mjT)×\displaystyle\langle v_{rel}\sigma_{ij}\rangle=\frac{1}{4m_{i}^{2}m_{j}^{2}TK_{2}(\frac{m_{i}}{T})K_{2}(\frac{m_{j}}{T})}\times (27)
mi+mj𝑑s[(smi2mj2)24mi2mj2]K1(sT)σij,\displaystyle\int_{m_{i}+m_{j}}^{\infty}\!\!\!d\sqrt{s}\left[(s-m_{i}^{2}-m_{j}^{2})^{2}-4m_{i}^{2}m_{j}^{2}\right]K_{1}\left(\frac{\sqrt{s}}{T}\right)\sigma_{ij}\,,

which generalizes the expression in Ref. Cannoni (2014) for different particle masses. The time evolution of the nucleon and deuteron density can be directly calculated from the fugacities by

ρi(t)=nieq(T)λi(t),\rho_{i}(t)=n_{i}^{eq}(T)\lambda_{i}(t),

where nieq(T)n_{i}^{eq}(T) are the densities at equilibrium at temperature TT. We set as initial values ρN(0)=2ρp(0)=2ρn(0)=\rho_{N}(0)=2\rho_{p}(0)=2\rho_{n}(0)= 0.12 fm-3 and ρd(0)=0\rho_{d}(0)=0. Provided with these initial conditions Eq. (24) is a system of coupled first order ordinary differential equations (ODEs) which can be solved applying Runge-Kutta methods.

Refer to caption
Figure 2: (color online) Time evolution of particle densities from box simulations for dπpnπd\pi\leftrightarrow pn\pi reactions compared to solutions of rate equations (see text). The box is initialised with temperature T=0.155T=0.155 GeV, equal densities of protons, neutrons ρN(0)=2ρp(0)=2ρn(0)=\rho_{N}(0)=2\rho_{p}(0)=2\rho_{n}(0)= 0.12 fm-3 and pion density ρπ(0)=\rho_{\pi}(0)= 0.09 fm-3 for the 3 isospin states. The initial density of deuterons is set to zero, i.e. ρd(0)=0\rho_{d}(0)=0.

We prepare a cubic box of volume V=V= (10 fm)3 in which particles are initially distributed uniformly in coordinate space with a density ρN(0)=0.12\rho_{N}(0)=0.12 fm-3 for nucleons and a density ρπ(0)=0.09\rho_{\pi}(0)=0.09 fm-3 for pions and in momentum space according to a Boltzmann distribution with temperature TT. Then, we divide the box volume into unit cells ΔVcell=\Delta V_{cell}= (2.5 fm)3 where deuteron reactions are sampled numerically at each time step Δt=0.2\Delta t=0.2 fm. We set the parameters ΔVcell\Delta V_{cell} and Δt\Delta t in order to fulfill the main conditions of the stochastic method Lang et al. (1993); Xu and Greiner (2005). In particular, in each unit cell there are sufficient particles to perform 232\leftrightarrow 3 collisions with probabilities Eq. (18) and Eq. (III) which must be always smaller than unity.

In Fig. 2 we show the evolution of particles densities ρi(t)=Ni(t)/V\rho_{i}(t)=N_{i}(t)/V as function of time in a static medium at temperature T=0.155T=0.155 GeV due to the reactions dπpnπd\pi\leftrightarrow pn\pi. The labels and the colors in the plot identify the different particles species: red for nucleons N=p,nN=p,n, green for deuterons and orange for pions. The solid lines are the solutions from the system of Eq. (24) for nucleons and deuterons using our parametrized form for the σπd2,3\sigma_{\pi d}^{2,3} cross section plotted in Appendix A. The dashed black line is the expectation value for the deuterons derived with the same rate equations, but employing the parametrized cross section taken from the SMASH study Oliinychenko et al. (2019). The symbols represent the results obtained from box simulations. In particular, for deuterons we show two cases: i) the case where the 232\leftrightarrow 3 reactions are solved numerically by means of the multi-particle stochastic approach in both directions (filled circles); ii) the second case where the forward 232\rightarrow 3 channel is perfomed by means of the geometric criterium where the deuteron collides with a pion and it is disintegrated into final πpn\pi pn system if it fulfills the condition

dT<bmax=σπdπ.d_{T}<b_{max}=\sqrt{\frac{\sigma_{\pi d}}{\pi}}. (28)

Here dTd_{T} is the distance of closest approach as defined in Ref. Kodama et al. (1984) (see also Ref. Hirano et al. (2013)). The geometric criterium is used to describe many reactions in the original PHSD collision integral, which is also employed within PHQMD. As follows from Fig. 2, both methods - stochastic and geometric criterium - give the same equilibrium values for 232\to 3 reactions. We note that more details of the box simulations for the other deuteron reactions, i.e. NdpnNNd\leftrightarrow pnN and πdNN\pi d\leftrightarrow NN, are reported in Appendix B.

Refer to caption
Figure 3: (color online) The differential collision rate as a function of the invariant center-of-mass energy s\sqrt{s} is shown for all deuteron reactions implemented in PHQMD. The forward direction, i.e. deuteron disintegration, for each channel is represented by an empty symbol, while the backward direction, i.e. deuteron production, is represented by the corresponding full symbol. The various processes are shown using different symbols and line styles: inelastic NdpnNNd\leftrightarrow pnN (upside down triangles and solid lines); inelastic πdNN\pi d\leftrightarrow NN (squares with dash-dotted lines); inelastic πdNNπ\pi d\leftrightarrow NN\pi (circles with solid lines). The different isospin channels are displayed using different colors.

In Fig. 3 the detailed balance condition is verified by checking the differential collision rate as a function of the invariant energy s\sqrt{s} for each implemented scattering process: inelastic NdpnNNd\leftrightarrow pnN (upside down triangles and solid lines); inelastic πdNN\pi d\leftrightarrow NN (squares with dash-dotted lines); inelastic πdNNπ\pi d\leftrightarrow NN\pi. The symbols, lines and colors for each channel are described in the figure legend. As follows from Fig. 3, the reaction rate for the forward direction is equal to the reaction rate of the backward direction for all channels. Thus, detailed balance is fulfilled in our calculations for all isospin channels. The static box calculations show that:
i) the numerically computed densities of protons and deuterons are in a good agreement with analytical results for the equilibrium values; ii) the stochastic and geometrical methods for 232\to 3 reactions agree; iii) at equilibrium the detailed balance is verified for 232\leftrightarrow 3 and 222\leftrightarrow 2 reactions. This ensures the validity of our implementation of the 232\leftrightarrow 3 and 222\leftrightarrow 2 reactions for deuteron production and absorption within the static box study. We note also that our box results agree with the SMASH calculations Staudenmaier et al. (2021) when considering the same isospin reaction channel with the same cross section. After the box tests all deuteron reactions are implemented in the PHQMD framework. In particular, the deuteron production by πNNπd\pi NN\rightarrow\pi d and NNNNdNNN\rightarrow Nd reactions are sampled stochastically within each PHQMD/PHSD parallel ensemble, while the inverse processes πdπNN\pi d\rightarrow\pi NN, NdNNNNd\rightarrow NNN and the sub-dominant NNdπNN\leftrightarrow d\pi and elastic reactions are performed by means of the geometric criterium described above, in order to speed up the computations. In contrast to the “box” model, for the stochastic method in realistic HICs with PHQMD we simulate the phase-space evolution of the fireball on an expanding 3D-grid which we divide into cells of volume ΔVcell=ΔxΔyΔz\Delta V_{cell}=\Delta x\,\Delta y\,\Delta z where Δx=Δy=2.5\Delta x=\Delta y=2.5 fm and Δz=2.5/γcm\Delta z=2.5/\gamma_{cm} fm and the longitudinal expansion of the fireball is taken into account through the factor γcm1=1vcm2\gamma_{cm}^{-1}=\sqrt{1-v_{cm}^{2}}, where vcmv_{cm} is the velocity of a projectile or target in the cm frame. Inside each cell there are sufficient particles to sample stochastically the deuteron reactions at each time-step Δt\Delta t. Moreover, the time-step Δt\Delta t is initially increasing with time as Δt1/γcm\Delta t\sim 1/\gamma_{cm} in order to let particles in each cell evolve smoothly at the beginning of the nucleus-nucleus collision. However, we employ the condition Δt0.1\Delta t\leq 0.1 fm/c at later times in order to keep the collision probability below unity.

V Kinetic deuterons in HICs

Refer to caption
Figure 4: (color online) Collision rates for deuteron production (solid green lines) and breakup (dashed red lines) reactions at mid-rapidity |y|<0.5|y|<0.5 as a function of evolution time are shown for two different HICs setups: (I) top panels show, respectively, the reaction rates for N+N+πd+πN+N+\pi\leftrightarrow d+\pi (a), N+N+Nd+NN+N+N\leftrightarrow d+N (b) and N+Nd+πN+N\leftrightarrow d+\pi (c) in Au+Au collisions at Elab=1.5E_{lab}=1.5 AGeV at fixed impact parameter b=2b=2 fm; (II) bottom panels show the reaction rates for the same channels in Pb+Pb collisions at Elab=40E_{lab}=40 AGeV at fixed impact parameter b=3.5b=3.5 fm.

We start this section by showing in Fig. 4 the collision rates for all inelastic processes for deuteron production (solid green lines) and disintegration (dashed red lines) implemented in PHQMD for two different HIC systems. The top panels (I) show the reaction rates for Au+Au collisions at Elab=1.5E_{lab}=1.5 AGeV (impact parameter b=2b=2 fm), while the bottom panels (II) show the reaction rates for Pb+Pb collisions at Elab=40E_{lab}=40 AGeV (impact parameter b=3.5b=3.5 fm). Confronting (I) and (II) we clearly see that at the lower collision energy the formation and breakup of deuterons is mainly driven by the NNNdNNNN\leftrightarrow dN channel, involving only nucleons, while at higher energies the reaction πNNdπ\pi NN\leftrightarrow d\pi becomes dominant because pions are more abundant. The two-body inelastic reaction NNdπNN\leftrightarrow d\pi (right panels) has a much lower rate compared to three-body inelastic NNπdπNN\pi\leftrightarrow d\pi (left panel) and NNNdNNNN\leftrightarrow dN (middle panel) channels because the cross section is smaller.

V.1 Effect of charge exchange reactions

Before showing our final results, we study the impact of the different isospin channels on deuteron production in relativistic HICs. The reaction dπNNπd\pi\leftrightarrow NN\pi is important only in the case where the pion catalysis is dominant compared to the nucleon catalysis. Therefore, we select Au+Au central collisions at the energy sNN=7.7\sqrt{s}_{NN}=7.7 GeV to study the production of deuterons through all the implemented reactions.

Refer to caption
Figure 5: (color online) Mid-rapidity number of deuterons as function of evolution time from PHQMD simulations for Au+Au sNN=7.7\sqrt{s_{NN}}=7.7 GeV central collisions. The full circle represents the STAR data point at mid-rapidity. The different lines are described in the text.

Moreover, for this system we can also compare our results with those obtained recently by the SMASH collaboration Staudenmaier et al. (2021) where for deuteron production by multi-particle reactions the same covariant rate formalism is applied. This substitutes the previous SMASH work, where the 323\rightarrow 2 channel was simulated numerically by a sequence of two 222\rightarrow 2 processes passing through the formation of a fictitious dd^{\prime} resonance (Ref. Oliinychenko et al. (2019) for the LHC energy, Oliinychenko et al. (2021) for RHIC BES).
In SMASH studies only the kind of reactions πdπpn\pi d\leftrightarrow\pi pn, where the isospin degrees of freedom are not taken into account, were considered within the pion catalysis. However, isospin conservation allows for two types of pion catalyzed reactions: π+dπ+pn\pi^{+}d\leftrightarrow\pi^{+}pn, in which the π\pi charge is conserved and the charge exchange reaction π+dπ0pp\pi^{+}d\leftrightarrow\pi^{0}pp. As discussed in the previous section, a goal of this work is to study the impact of including all the charge exchange reaction channels on the production of “kinetic” deuterons in HICs.
In Fig. 5 the mid-rapidity (|y|<0.5|y|<0.5) multiplicity of deuterons in Au+Au collisions at sNN=7.7\sqrt{s_{NN}}=7.7 GeV for a fixed impact parameter b=3.5fmb=3.5\,fm is shown as a function of time. The full black circle is the STAR measurement Adam et al. (2019) and the full black line is the PHQMD result if we include both types of π\pi catalyzed channels.
It is useful to compare our results with those of SMASH in which only the π+dπ+pn\pi^{+}d\leftrightarrow\pi^{+}pn channel (and similar for π\pi^{-} and π0\pi^{0}) is included and displayed as red dashed line (taken from Fig. (4)a in Ref. Staudenmaier et al. (2021)). If we omit the π\pi charge exchange reaction and retain only what is also employed by SMASH, we find the dash-dotted orange line. Our result gives a slightly smaller number of deuterons and shows also a different time behavior. The small difference of the order of 10% is not surprising because SMASH and PHQMD are completely different transport approaches. In SMASH, a hydrodynamical evolution of the fireball is followed by a particlization at the hypersurface of an energy density of ϵ0.26\epsilon\approx 0.26\! GeV/fm3. Then particles propagate without potential interaction (cascade) and collide in the hadronic phase until chemical and kinetic freeze-out is achieved. Therefore, in SMASH the kinetic production of deuterons is limited to the latest stages and, more important, it is not affected by the potential interactions among nucleons. On the contrary, in PHQMD the deuteron reactions are embedded in a transport environment in which the baryons are propagated after their creation by the QMD equations, which include potential interactions. If the local energy density exceeds the critical value ϵc0.5\epsilon_{c}\approx 0.5\! GeV/fm3, the hadrons dissolve into the partons, which follow the description of the Dynamical Quasi-Particle Model (DQPM) implemented within the PHSD framework (see Sec. II and references therein). Deuteron formation is therefore only possible in regions in which the energy density is smaller than ϵc\epsilon_{c}, where hadrons are the degrees of freedom of the system.

Such a different description of the expanding system makes it difficult to disentangle the differences of these two approaches. We mention that, just for test purposes, we have implemented in PHQMD an additional energy density cut for deuteron production, ϵ<0.26\epsilon<0.26 GeV/fm3, mimicking the transition from the hydro to the hadronic phase as in the SMASH approach, however, the results are similar within statistical uncertainties.

Comparing the full black and the orange dot-dashed curve we observe that the π\pi charge exchange reaction increases the deuteron yield by 50% (for the isospin factors we refer to Appendix C) at this beam energy and brings the complete calculation outside of the experimental error bars. To complete our study, we made a similar check for collisions at lower energies. In particular, we confirm that at the energy of the GSI-SIS accelerator Elab=1.5E_{lab}=1.5 AGeV, i.e. sNN=2.52\sqrt{s_{NN}}=2.52 GeV, where the production of deuterons occurs mainly by NNNdNNNN\rightarrow dN (see the collision rate in Fig. 4) the contribution of π\pi catalyzed deuteron production is negligible, while at sNN=3\sqrt{s_{NN}}=3 GeV, the energy of the STAR FiXed Target (FXT) experiment, the π\pi charge exchange channel increases the deuteron production by 20%.

V.2 Modelling of Finite-size of deuteron

In dense nuclear matter the binding energy of a deuteron is reduced and becomes eventually positive because (for a deuteron at rest and a zero temperature environment) the quantum states with the lowest energy are occupied by protons and neutrons up to the Fermi momentum which is related to the density ρN\rho_{N} of nuclear matter by

pF=(3π2ρN)1/3.p_{F}=(3\pi^{2}\rho_{N})^{1/3}. (29)

Therefore, only the momentum components above the Fermi surface can contribute to the deuteron binding energy and the expectation value of the deuteron hamiltonian with respect to the pnpn pair wavefunction Φ(p1,p2)\Phi(p_{1},p_{2}) is given by

pFd3p1pFd3p2Φ(p1,p2)|H^d|Φ(p1,p2)=Ed(pF),\int_{p_{F}}^{\infty}\!\!d^{3}p_{1}\!\int_{p_{F}}^{\infty}\!\!d^{3}p_{2}\bra{\Phi(p_{1},p_{2})}\hat{H}_{d}\ket{\Phi(p_{1},p_{2})}=E_{d}(p_{F})\,, (30)

where Ed(pF)E_{d}(p_{F}) is the binding energy of the deuteron in nuclear matter. If ρN\rho_{N} increases Ed(pF)E_{d}(p_{F}) becomes positive and the deuteron becomes unbound. The value of the nuclear density ρ\rho at which the deuteron binding energy vanishes is known as Mott density Röpke et al. (1982); Röpke and Schulz (1988). However, only the case of low-density cold (T0T\simeq 0) infinite nuclear matter Ed(pF)E_{d}(p_{F}) can be calculated analytically. In the hot fireball (T100T\simeq 100 MeV), created in relativistic HICs at mid-rapidity, deuterons are in addition destroyed by collisions with fellow particles (mostly pions), which scatter with a thermal transverse momentum pTEdp\simeq T\gg E_{d}, i.e. which is much larger than the deuteron binding energy.

Excluded-volume

In collision integrals the final-state particles are considered as point-like particles. In vacuum this is the proper description but in matter, where the final-state hadrons are surrounded by other hadrons, modifications are necessary if the produced particles have a finite extension.

A deuteron with a rms radius of about <rd2>2.1\sqrt{<r^{2}_{d}>}\simeq 2.1 fm cannot be formed if between the pp and the nn other hadrons are located. One possibility to take this into account is to include in our covariant rate formalism an excluded volume condition. As discussed in Sec. III, for the dominant production channels NNπdπNN\pi\rightarrow d\pi and NNNdNNNN\rightarrow dN the probability P3,2P_{3,2} that the collision occurs and the deuteron is formed is given by Eq. (III). We include the excluded volume condition in our calculation in the following way. When, according to the collision rate, a deuteron should be produced at time tt, we compute the position and momentum of the center-of-mass of the “candidate” deuteron dd. Subsequently, we loop over all hadrons, which exist at that time tt, and for each particle ii we check the following condition

|𝐫i𝐫d|>Rd,|\mathbf{r}_{i}-\mathbf{r}_{d}|>R_{d}\,, (31)

where the parameter RdR_{d} is the radius of the excluded volume. The particle positions, 𝐫i\mathbf{r}_{i} and 𝐫d\mathbf{r}_{d}, are calculated in the center-of-mass frame of the candidate deuteron. In order to produce a deuteron at the final state of the reaction the condition Eq. (31) must be fulfilled by all the surveyed particles. Otherwise, the candidate deuteron is considered not formed and the system is restored to the initial state, as if the participant hadrons had never scattered. Thus, like for the MST condition for cluster formation Eq. (6), we use also here a geometrical criterium to take into account the finite extension of the deuteron. However, both criteria work differently: i) in MST ii and jj can only be baryons, while for the excluded-volume we account for all spectator hadrons in the fireball, i.e. those particles which do not participate in the initial stage of the deuteron reaction; ii) the excluded-volume condition, which excludes deuteron formation if a third hadron is too close, works oppositely to the MST clustering where two baryons form a cluster if they are sufficiently close. The excluded radius RdR_{d} in Eq. (31) is related to the root-mean-square (rms) radius rmr_{m} of the deuteron by

Rd2<rm2>=0𝑑rr2|ϕd(r)|2,R_{d}^{2}\simeq<r_{m}^{2}>=\int_{0}^{\infty}\!dr\,r^{2}|\phi_{d}(r)|^{2}\,, (32)

where ϕd(r)\phi_{d}(r) is the Deuteron Wave-Function (DWF) in coordinate space, which is obtained by solving the radial Schrödinger equation using a phenomenological parametrization of the nucleon-nucleon potential VNNV_{NN}, which correctly reproduces its ground state properties. In particular, the function ϕd(r)\phi_{d}(r) takes into account the fact that the deuteron ground state is a mixture of a SS- and a DD-states, with assigned real functions u(r)/ru(r)/r and v(r)/rv(r)/r respectively, and it is normalized so that the total probability to find the deuteron in one of the two states is one,

0𝑑r|ϕd(r)|2=0𝑑r[u2(r)+v2(r)]=1.\int_{0}^{\infty}\!dr|\phi_{d}(r)|^{2}=\int_{0}^{\infty}\!dr\left[u^{2}(r)+v^{2}(r)\right]=1\,. (33)

More specifically, we employ the DFW parametrization from Ref. McGee (1967), where the functions u(r)u(r) and v(r)v(r) can be expressed as discrete superposition of Hankel functions. Similar calculations were performed by the Paris group Lacombe et al. (1980, 1981) using their own parametrization of the VNNV_{NN} potential.

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Figure 6: (color online) The square modulus of the Deuteron Wave Function (DWF) in coordinate space, normalized to unity, is used as the probability distribution function to evaluate the physical radius parameter RdR_{d}. The colored solid lines are the parametrizations from Ref. McGee (1967) (solid light blue) and Ref. Lacombe et al. (1980, 1981) (dash-dotted blue) employed in Eq. (32). The black solid lines is a Gaussian function with width σr=1.8\sigma_{r}=1.8 fm which is equivalent to the RdR_{d} from the solution of Eq. (32). The estimated value of the excluded radius Rd=1.803R_{d}=1.803 fm is represented by the vertical red line. The dashed black curve shows another Gaussian shape with larger σr=2.1\sigma_{r}=2.1 fm.
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Figure 7: (color online) Time evolution of the number of deuterons at mid-rapidity from PHQMD simulations for central Au+Au at sNN=7.7\sqrt{s_{NN}}=7.7 GeV. The full circle is the STAR data at mid-rapidity. The black solid line is the PHQMD result with full isospin decomposition (same as Fig. 5). The red lines correspond to the result where the excluded-volume procedure is applied to all deuteron production channels. The excluded radius parameter is indicated in the legend: Rd=1.8R_{d}=1.8 fm (red solid), Rd=2.1R_{d}=2.1 fm (red dashed).

In Fig. 6 the DWF from Ref. McGee (1967) is represented by the solid blue line. The dashed blue line is the result employing the Paris potential from Ref. Lacombe et al. (1980, 1981). Both are showing the same behavior. Inserting this function in Eq. (32) and solving the integral numerically we find Rd=1.803R_{d}=1.803 fm (red vertical line).
In Fig. 7 we study the impact of excluded-volume condition on deuteron production for central (b=3.5b=3.5 fm) Au+Au collisions at sNN=7.7\sqrt{s_{NN}}=7.7 GeV. The full circle is the measured value of the STAR experiment Adam et al. (2019) at mid-rapidity. The lines represent the time evolution of the deuteron yield in PHQMD for the rapidity range |y|<0.5|y|<0.5. The black solid line is the result if all production channels are included, which has already been shown in Fig. 5. The red lines are the results if we include the excluded-volume condition. Here we present the results for two excluded volume radius parameter, Rd=1.8fmR_{d}=1.8\,fm (red thick solid line) and Rd=2.1fmR_{d}=2.1\,fm (red dashed line). As seen from Fig. 7, the inclusion of the excluded volume condition has a large impact on the formation of deuterons - at the considered energy it reduces their abundance at mid-rapidity by a factor of about 3. This is due to the high density of hadrons at mid-rapidity in the initial phase of the reaction. The final abundance of deuterons depends on RdR_{d}. Two choices of the excluded radius, RdR_{d} = 1.8 fm and RdR_{d} = 2.1 fm - two values around the rms radius of the deuteron - give a difference of the final number of deuterons of 15%.

Momentum projection

As we have seen, the excluded-volume condition models the fact that the deuteron is an extended object in coordinate space with a root-mean-square radius determined from Eq. (32), where |ϕd(r)|2|\phi_{d}(r)|^{2} is the square of its ground state wave function represented in Fig. 6 with the colored lines. The square of the relative momentum <p2><p^{2}> of the bound pnpn pair can be obtained from the deuteron wave function represented in momentum space, which can be derived by taking the Fourier transforms of the SS- and DD- state components. The square of the DWF in momentum space |ϕd(p)|24πp2[u2(p)+v2(p)]|\phi_{d}(p)|^{2}\propto 4\pi p^{2}[u^{2}(p)+v^{2}(p)], calculated using the Paris potential, Ref. Lacombe et al. (1981), is presented in Fig. 8 as a solid red line and its integral is normalized to unity. Using the uncertainty principle, we can calculate the expected relative momentum of the bound pnpn pair

<p2>1<rm2>=1Rd\sqrt{<p^{2}>}\simeq\frac{1}{\sqrt{<r_{m}^{2}>}}=\frac{1}{R_{d}} (34)

For Rd=1.8R_{d}=1.8 fm, we obtain <p2>0.1\sqrt{<p^{2}>}\simeq 0.1 GeV a value very close to the value calculated using the DWF in Fig. 8 which is about 0.130.13 GeV.

The probability amplitude that a proton and a neutron collide and form a deuteron is given by <ϕd(p)|ϕ(p)><\phi_{d}(p)|\phi(p)> where ϕd(p)\phi_{d}(p) is the DWF, whose square is shown in Fig. 8, while ϕ(p)\phi(p) is the wave function of the relative momentum pp of a proton and a neutron just after the collision occurred. In both cases, the relative momentum pp is calculated in the center-of-mass frame of the deuteron. This indicates that a proton and a neutron have the highest chance to form a deuteron in the region where their wave function ϕ\phi overlaps most with ϕd\phi_{d}, which happens if their relative momentum is of the order of 0.1 GeV.

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Figure 8: (color online) The squared modulus of the Deuteron Wave Function (DWF) in momentum space normalized to unity (red curve) from the Paris parametrization Ref. Lacombe et al. (1981) as function of pp, which is the relative momentum of the bound proton-neutron pair in the deuteron center-of-mass frame.

The covariant collision rate for 323\rightarrow 2 reactions derived in Eq. (III) assumes that the transition amplitude depends only on the center-of-mass energy, s\sqrt{s}. For the deuteron case, this is an oversimplified assumption because nucleons with a very large relative momentum have a small probability to form a deuteron. In order to relax this assumption, we assume that the momentum transfer of the third body is small and that, therefore, in the πNNπd\pi NN\rightarrow\pi d and NNNNdNNN\rightarrow Nd reactions, the initial relative momentum of the nucleons is close to that of the two nucleons bound in a deuteron. This allows to determine the probability that a deuteron is produced in these reactions by weighting the initial relative momentum with |ϕd(p)|2|\phi_{d}(p)|^{2} (which is normalized to unity). Consequently, a pair with a smaller relative momentum in its center-of-mass system has a higher chance to produce a deuteron than a pair with a larger relative momentum.

In the transport calculations we employ a Monte Carlo procedure to decide whether a deuteron is produced or not. If three nucleons are in the entrance channel we randomly determine which of the possible pairs is considered as a possible deuteron candidate. Here we study the effect of this momentum projection on the deuteron production in HICs. In Fig. 9 we display the time evolution of the number of deuterons at mid-rapidity in PHQMD simulations for central Au+Au collisions at sNN=7.7\sqrt{s_{NN}}=7.7 GeV, as compared to STAR data at mid-rapidity (black point). The black solid line and red solid line are those from Fig. 7 and represent the deuteron yield including all possible channels, respectively without and with the excluded-volume condition with a parameter Rd=1.8R_{d}=1.8 fm. The dashed blue line is the result applying the momentum projection only. One can see that momentum projection strongly suppresses the deuteron production at the initial stage of Au+Au collisions where dominantly the collisions of energetic nucleons take place. Moreover, we find that the momentum projection and the excluded-volume condition give for large times the same suppression at mid-rapidity. They both lead to a strong suppression of deuteron formation at mid-rapidity at the time of 10-20 fm, due to the presence of the dense medium populated by many particles (especially pions) which can exist in the volume occupied by the deuteron. At later times deuteron production becomes important but asymptotically the production is only 30% of that without projection.

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Figure 9: (color online) Number of deuterons at mid-rapidity as function of time from PHQMD simulations for central Au+Au collisions at sNN=7.7\sqrt{s_{NN}}=7.7 GeV. The different lines correspond to different models of finite-size effects: i) with excluded-volume from Fig. 7 (red solid), ii) with momentum projection only (dashed blue), iii) including both effects (thick dashed green line with full squares). The case of all production channels without finite-size effects is taken again from Fig. 5 (black solid).
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Figure 10: (color online) PHQMD rapidity distributions dN/dydN/dy of kinetic deuterons in central nucleus-nucleus collisions for four different colliding systems: a) Au+Au at sNN=2.52\sqrt{s_{NN}}=2.52 GeV (top panel), b) Pb+Pb at sNN=7.73\sqrt{s_{NN}}=7.73 and c) sNN=17.32\sqrt{s_{NN}}=17.32 GeV (middle panels), d) Au+Au at sNN=200\sqrt{s_{NN}}=200 GeV (bottom panel). The different models for finite-size effects implemented in kinetic deuteron reactions are denoted by various lines with the same color coding of Fig. (9): excluded volume condition (solid red), momentum projection only (dashed blue), both conditions (thick dashed line with full squares), without any effect (solid black).

As a next step, we investigate the case where the two finite-size effects, namely the excluded volume in coordinate space and the momentum projection in momentum space, are simultaneously applied to the production of kinetic deuterons. This scenario is shown in Fig. (9) as the thick dashed green line with full squares. One can see that the inclusion of both conditions produces a suppression which is about a factor 2 stronger than the case where the excluded volume or the momentum projection are applied individually - which means an overall suppression factor of 6 with respect to the case where no finite-size effects are considered (Fig. (9) solid black line).

We studied the impact of finite-size effects on kinetic deuterons at mid-rapidity for different collision systems and found that the amount of suppression is quite similar at all collision energies. Only for top RHIC energy we have noticed a larger factor - about an order of magnitude between the case without and with both effects - which we could explain by the higher density of particles (pions) at the initial stages which makes the excluded volume condition more effective. It is also interesting to study this effect in different rapidity intervals.

In Fig. (10) we present the rapidity distributions of kinetic deuterons from PHQMD simulations in central nucleus-nucleus collisions for four different collision systems, which are reported in the legend. The color coding is the same as in Fig. (9). At the lowest energy, s=2.52\sqrt{s}=2.52 GeV, corresponding to ELab=1.5E_{Lab}=1.5 AGeV, where projectile and target decelerate almost completely and form a mid-rapidity source, the maximum of proton as well as the maximum of the deuteron distribution is peaked at mid-rapidity. At the higher energies projectile and target pass each other and the proton as well as the deuteron distributions have a minimum at mid-rapidity.

It is remarkable that the excluded volume and the momentum projection approach leads at all beam energies to an almost identical rapidity distribution around mid-rapidity. Only towards the edge of the rapidity interval, which we investigated here, momentum projection leads to a larger suppression of the deuteron yield because at this rapidity the relative momentum of the nucleons is larger. The suppression of the deuterons is always of the order of 3 at mid-rapidity. At finite rapidities the momentum projection gives always a larger suppression than the excluded volume approach. If we apply the excluded volume and momentum projection simultaneously we obtain an additional suppression, which is, however, at mid-rapidity small compared to the suppression due to the individual application of one of these finite-size corrections. This is a sign that the relative distance and momentum of the proton-neutron pair are correlated. The form of dN/dydN/dy is close to the one obtained for momentum projection only and is shallower than the distribution without finite-size effects. We studied also the slope of the pTp_{T}-spectra of the kinetic deuterons and found that it is not changed by finite-size effects. Before moving to the results, we want to mention that:
i) currently, the kinetic deuterons, which are created in collisions, are treated in PHQMD as point-like particles which stream freely until they eventually disintegrate due to collisions with pions or nucleons. This means that they have no potential interaction with other nucleons;
ii) the nucleons of the kinetic deuterons do not enter into the MST algorithm, otherwise they would be double counted. One could argue that nothing prevents a deuteron to interact with a surrounding nucleon and gets bound into a larger cluster. However, this cannot happen when applying the excluded volume condition, as the presence of another nucleon close by would not allow the formation of the kinetic deuteron itself.

VI Results

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Figure 11: (color online) Scaled rapidity distributions, dN/dy0dN/dy_{0}, with y0=y/yprojy_{0}=y/y_{proj}, of deuterons in central Au+Au collisions at Elab=1.5AGeVE_{lab}=1.5\,AGeV measured by the FOPI collaboration Reisdorf et al. (2010). Experimental data (open circles) are compared with the rapidity distributions from PHQMD simulations. The kinetic deuterons (solid red line) and potential deuterons identified by aMST (dashed green line) are added together to give the solid blue line. The three plots correspond to three different models of finite-size effects in the kinetic production. From left to right: I) excluded-volume only, II) momentum-projection only, III) sum of both effects.

In this section we compare, from SIS to top RHIC energies, the rapidity and transverse momentum distribution of deuterons, calculated with PHQMD, with the experimental data. As mentioned in the previous sections we consider two sources of deuteron production:

  • Deuterons produced by collisions (kinetic deuterons)
    Kinetic deuterons can be produced by the inelastic reactions πNNπd\pi NN\leftrightarrow\pi d, NNNNdNNN\leftrightarrow Nd and NNdπNN\leftrightarrow d\pi. We include all possible charge exchange channels in the π\pi-catalysis. The quantum properties of deuterons are modeled through the three finite-size corrections, discussed in the last section:

    • I)

      by the excluded-volume condition choosing the radius Rd=1.8R_{d}=1.8 fm;

    • II)

      by the momentum projection on the DWF |ϕd(p)|2|\phi_{d}(p)|^{2};

    • III)

      by taking into account simultaneously I+II.

  • Deuterons produced by potential interaction (potential deuterons)
    The deuterons, which are produced due to the potential interactions between baryons are identified by the ”advanced” Minimum Spanning Tree (aMST) algorithm during the fireball evolution and reconstructed as “bound” clusters (EB<0E_{B}<0) according to the stabilization procedure described in Sec. II B.

VI.1 Au+Au at SIS ELab=1.5E_{Lab}=1.5 AGeV

We start by presenting in Fig. 11 the PHQMD results for central Au+Au collisions at ELab=1.5E_{Lab}=1.5 AGeV (s=2.52\sqrt{s}=2.52 GeV) the scaled rapidity distribution dN/dy0dN/dy_{0} as function of y0=y/yprojy_{0}=y/y_{proj}, where yprojy_{proj} is the projectile rapidity in the center-of-mass frame of the colliding nuclei. Kinetic deuterons are presented by a thin red line, potential deuterons by a dashed green line and the sum of both as a blue line. The three panels display three different approaches to finite-size effects in the kinetic production via NNNNdNNN\rightarrow Nd, πNNπd\pi NN\rightarrow\pi d and NNdπNN\rightarrow d\pi. From left to right we display: I) deuterons obtained when applying the excluded-volume condition, II) deuterons obtained when the momentum-projection is employed and III) deuterons if both finite-size corrections are simultaneously considered. The results are compared with the FOPI experimental data Reisdorf et al. (2010), displayed as open circles.

We see in Fig. 11 that the aMST deuterons alone give less than 40% of the measured yield for all scenarios, while the contribution of the kinetic deuterons varies strongly: the scenario II with ”momentum projection” only gives the best description of the experimental data while an additional application of the excluded volume leads to a strong suppression of the deuteron production. At this energy a baryon rich, almost equilibrated fireball is created at mid-rapidity which makes both finite-size corrections very effective. Even together with the aMST deuterons, the deuteron yield is underpredicted.

We note that the underprediction of the cluster multiplicity at mid-rapidity for low beam energies has been already observed in non-relativistic IQMD calculations Le Fèvre et al. (2019). At this low energy the mid-rapidity region is very complex because it contains decelerated projectile and target nucleons as well as fireball nucleons and is characterized by a high baryon density. Indeed, it seems that in our approach some correlations, which contribute to deuteron formation, are absent. We think that further improvement of cluster recognition algorithm as well as improvement of the QMD dynamics (e.g. by using a momentum-dependent potential instead of simple Skyrme potential used in this study) might improve the situation.

VI.2 Au+Au at ELab=11E_{Lab}=11 AGeV

The PHQMD results for the 10% most central Au+Au collisions at a laboratory energy ELab=11E_{Lab}=11 AGeV, corresponding to s=4.9\sqrt{s}=4.9 GeV, are displayed in Figs. 1214. This system will be explored by the future Compressed Baryonic Matter (CBM) experiment at GSI FAIR. Therefore, our results can be considered as predictions until experimental data will be available. However, it is possible to compare our results with the measurements performed at the AGS accelerator for the asymmetric Au+Pb collisions at the same beam energy.

We note, that in our previous study Gläßel et al. (2022) the multiplicity and pTp_{T}-spectra of the light nuclei dd, tt, H3e{}^{3}\!He were presented in Au+Pb collisions for the same beam energy and compared to the same data from the E864 experiment Armstrong et al. (2000). As mentioned above the clusters were identified by the original MST approach described in Sec. II B.1. In that case the number of clusters was shown to decrease as a function of time due to the instabilities originating from the semi-classical nature of the QMD approach. Therefore, it was necessary to introduce a physical time for the identification of clusters which was around 50 fm/c for deuterons and 60 fm/c for tritons and H3e{}^{3}\!He.
In Fig. 12 the rapidity distributions (2πpT)1d2N/dpTdy(2\pi p_{T})^{-1}d^{2}N/dp_{T}dy of kinetic deuterons (solid red line), potential deuterons identified with aMST (dashed green line) and the sum of the two contributions (solid blue line) are compared to the data from the E864 collaboration Armstrong et al. (2000) (open circles). For the PHQMD results we apply the same selection in transverse momentum, 0.2<pT<0.40.2<p_{T}<0.4 GeV, as in the experiment. Similarly to Fig. 11, the different approaches to model the finite-size of the deuteron for the kinetic deuterons are separated in three different panels. The excluded-volume condition (left panel I) and momentum projection (center panel II) give about the same amount of kinetic deuterons at mid-rapidity in agreement with the experimental yield, but they start to overestimate them at larger rapidities. When both effects are applied (right panel III), the shape of the rapidity distribution agrees better with the data points, even though the total yield is slightly underestimated. This is due to the aMST deuterons, which have a shallower distribution.
In Fig. 13 we show the transverse momentum distribution (2πpT)1d2N/dpTdy(2\pi p_{T})^{-1}d^{2}N/dp_{T}dy of deuterons as function of pTp_{T} for the same collision system and at three different rapidity intervals indicated in each plot. The color coding is the same as in Fig. 12. We observe that the pTp_{T}-slope of kinetic deuterons is insensitive to the modelling of finite-size effects and combined with the potential deuterons give a good description of the trend of the experimental data.

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Figure 12: (color online) The invariant rapidity distributions (2πpT)1d2N/dpTdy(2\pi p_{T})^{-1}d^{2}N/dp_{T}dy of deuterons in 10% most central Au+Au collisions at ELab=11E_{Lab}=11 AGeV (s=4.9\sqrt{s}=4.9 GeV). The lines correspond to the PHQMD calculations for deuterons coming from the two production processes: kinetic by hadronic reactions (solid red line) and potential (dashed green line), where in the latter mechanism the stable and bound (EB<0E_{B}<0) deuterons are identified via the aMST procedure. The three panels display the three different approaches to finite-size effects in the kinetic production. From left to right: I) deuterons obtained applying the excluded-volume condition, II) deuterons obtained when the momentum-projection is introduced, III) deuterons obtained when both effects are taken into account. The experimental measurements in Au+Pb central collisions at AGS taken from the E864 collaboration Armstrong et al. (2000) are shown with open circles. To compare the PHQMD results with these data the same cut 0.2<pT<0.40.2<p_{T}<0.4 GeV, is applied, as reported in each plot.

To conclude the analysis at this collision energy we calculate the covariant coalescence function BdB_{d} which is defined by the formula

B2=Bd=EddNdd3𝐏dEpdNpd3𝐩pEndNnd3𝐩nB_{2}=B_{d}=\frac{E_{d}\frac{dN_{d}}{d^{3}\mathbf{P}_{d}}}{E_{p}\frac{dN_{p}}{d^{3}\mathbf{p}_{p}}E_{n}\frac{dN_{n}}{d^{3}\mathbf{p}_{n}}} (35)

for deuterons with momentum Pd=2pp=2pnP_{d}=2p_{p}=2p_{n}, where pp=pnp_{p}=p_{n} is the momentum of the free nucleon. B2B_{2} we present in Fig. 14 as function of the transverse momentum pT/2p_{T}/2 and confront it with the experimental data from E864 collaboration Armstrong et al. (2000). We refer to Ref. Gläßel et al. (2022) for the details.

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Figure 13: (color online) The transverse momentum distribution of deuterons in 10% central Au+Au collisions at ELab=11E_{Lab}=11 AGeV (s=4.9\sqrt{s}=4.9 GeV) obtained from PHQMD calculations are compared with the experimental data from the E864 collaboration Armstrong et al. (2000), shown as open circles. The lines denote the different deuteron contribution in PHQMD from kinetic and potential mechanisms with the same color coding as in Fig. 12 and described also in the legends. In each column we present the pTp_{T}-spectra of one of the three models of finite-size effects in kinetic production. From left to right column, respectively: I) excluded-volume condition, II) momentum projection, III) both effects are taken into account. The rows display the results for each scenario in three different rapidity intervals: 0.0<y<0.20.0<y<0.2 (top), 0.4<y<0.60.4<y<0.6 (middle), 0.8<y<1.00.8<y<1.0 (bottom).

As in our previous calculations in Ref. Gläßel et al. (2022) the coalescence function of deuteron B2B_{2} shows a quite flat behavior as function of pTp_{T} which is also observed in the experimental data, apart from the strong increase at large pTp_{T} in the interval 0.4y0.60.4\leq y\leq 0.6. Moreover, the obtained B2B_{2} from PHQMD simulations seems to be quite independent from the modelling of finite-size effects in the kinetic production. In particular, when either excluded-volume condition (solid lines) or NNNN-pair momentum projection (dotted lines) are applied separately, the results are practically the same, while when both effects are simultaneously taken into account (dashed lines) a smaller B2B_{2} is observed due to the stronger suppression of kinetic deuterons at large rapidities. In Fig. 14 the PHQMD calculations refer to the sum of the contribution of kinetic and potential deuterons. The latter are identified via the advanced MST (aMST).

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Figure 14: (color online) The coalescence parameter of deuterons B2B_{2} from PHQMD simulations in Au+Au central collisions at beam energy Ekin=11E_{kin}=11 AGeV (s=4.9\sqrt{s}=4.9 GeV center-of-mass energy) is shown as colored lines as function of transverse momentum pT/Ap_{T}/A, scaled by the deuteron baryon number A=2A=2 in several rapidity intervals reported in the legend. The trend of PHQMD results is confronted with the experimental data from the E864 collaboration Armstrong et al. (2000) displayed with the colored full dots. In order to allow for such a comparison, a neutron to proton ratio of 1.19 is assumed, as it is explained in detail in Gläßel et al. (2022). The different lines are described in the text.

VI.3 SPS energies

We step up in energy and present the results of the PHQMD approach for heavy-ion collisions in the CERN SPS energy range. The rapidity distribution dN/dydN/dy of kinetic and potential deuterons in central Pb+Pb collisions are shown in Fig. 15. The columns represent our three different options to model finite-size effects in the collisional deuteron production. From left to right we display: I) excluded-volume, II) momentum projection, III) both together. The color coding is the same as in Fig. 11. The rows collect results for the full energy range of the SPS facility; from top (a) to bottom (e) we see: ELab=E_{Lab}= 20, 30, 40, 80, 158 GeV per nucleon. The dots are the experimental data from the NA49 collaboration Anticic et al. (2016).

By comparing the first and the second columns, we observe that even though the excluded-volume and the momentum projection give a similar suppression of deuterons at mid-rapidity (Fig. 9), at target-projectile rapidity their effect on deuteron dN/dydN/dy is quite different. There mostly spectator nucleons are localized whose density in central collisions is not very high. Their momentum distribution is close to the Fermi distribution because these baryons have not scattered or scatter with a small momentum transfer. Therefore, the excluded-volume prescription of deuteron production gives less suppression than the projection on the deuteron wave function. Combining both prescription lowers the deuteron production further (column III). The rapidity distribution of kinetic deuterons is narrower at mid-rapidity than the experimental data. If one adds the deuterons created by potential interactions (the sum is presented by the full blue line), which is wider than that of the kinetic deuterons, the experimental multiplicity as well as the rapidity distribution of deuterons, measured by the NA49 collaboration Anticic et al. (2016), is nicely reproduced.

The transverse momentum distributions d2N/dpTdyd^{2}N/dp_{T}dy of deuterons at mid-rapidity are shown in Fig. 16 with the same color coding and panel structure as in Fig. 15. For each energy ELabE_{Lab} the rapidity interval for the pTp_{T}-spectra is indicated in the right column and taken in correspondence with the NA49 experimental data Anticic et al. (2016). While the excluded-volume (left column) and the momentum projection (middle column) give roughly the same suppression of kinetic deuterons, both effects combined yield an additional suppression factor of 2, as already seen in the rapidity distribution. The form of the pTp_{T}-spectra is for all three approaches to model the finite-size effects the same.

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Figure 15: (color online) The rapidity distributions dN/dydN/dy of deuterons for Pb+Pb central collisions (impact parameter interval b=05fmb=0-5fm) in the full beam energy range of the SPS: from top (a) to bottom (e) panels ELab=E_{Lab}= 20, 30, 40, 80, 158 AGeV. The full dots are the experimental data from the NA49 collaboration  Anticic et al. (2016) (the empty dots are mirrored around mid-rapidity). The lines correspond to the PHQMD results with the same color coding as in Fig. 11: kinetic dd (thin red), potential dd from aMST, i.e. MST followed by the stabilization procedure (dashed green), total dd (thick solid blue). The three columns correspond to the PHQMD calculations for the three different models of finite-size; from right to left: I) only excluded-volume, II) only momentum projection, III) both effects.
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Figure 16: (color online) The transverse momentum distributions dN/dpTdydN/dp_{T}dy of deuterons for Pb+Pb central collisions (impact parameter interval b=05fmb=0-5fm) in the full beam energy range of the SPS: from top (a) to bottom (e) panels ELab=E_{Lab}= 20, 30, 40, 80, 158 AGeV. The full dots are the experimental data from the NA49 collaboration  Anticic et al. (2016). The style and color coding of the lines representing the PHQMD results is the same as for the rapidity distributions, Fig. 16, as well as the ordering of the three columns, which denote the different finite-size models for kinetic deuterons; from right to left: I) only excluded-volume, II) only momentum projection, III) both effects. The PHQMD results for the pTp_{T}-spectra are calculated for the same experimental rapidity interval which is indicated in the right panels for each collision energy.

VI.4 RHIC BES energies

PHQMD is designed to describe clusters also at higher energies. Therefore, we can study the deuteron production in the full energy range of the RHIC Beam Energy Scan (BES). The STAR collaboration has measured in this energy region the multiplicity at mid-rapidity, as well as the mid-rapidity pTp_{T} distribution Adam et al. (2019). Here we present the results for model III, which accounts for both finite-size effects: in coordinate by an excluded-volume with radius Rd=1.8R_{d}=1.8 fm and in momentum space by the projection on the DWF. The kinetic deuterons are supplemented by the potential deuterons, calculated with the advanced MST (aMST) method. We start out by showing the excitation function of the deuteron yield dN/dydN/dy at mid-rapidity, which has been already studied in  Gläßel et al. (2022) for the standard MST deuteron recognition algorithm. It is displayed in Fig. 17 for central Au+Au collisions as function of sNN\sqrt{s_{NN}}. The black points represent the data at mid-rapidity, measured by the STAR experiment Adam et al. (2019). The lines are the PHQMD results for the same rapidity interval, |y|<0.3|y|<0.3. The color coding is the same as in Fig. 11. The combined PHQMD results are in quite good agreement with the data, giving slightly less deuterons at the lowest RHIC BES energy sNN=7.7\sqrt{s_{NN}}=7.7 GeV and slightly more deuterons at the top RHIC energy, sNN=200\sqrt{s_{NN}}=200 GeV, compared to experimental data points.

It is visible that at these energies the kinetic contribution is small compared to that of aMST (roughly by a factor of 3 less) and, therefore, the multiplicity is dominated by potential deuterons. The STAR collaboration has also measured the d/pd/p ratio at mid-rapidity and, hence, the fraction of mid-rapidity protons which is bound in the lightest cluster. It is shown in Fig. 18 as a function of the NN center-of-mass energy. Again we separate kinetic and potential deuterons. In this energy regime, as we have already seen, the kinetic deuterons contribute only around 30% to the total yield. It is remarkable and unexpected that the form of the excitation function for kinetic and potential deuterons is very similar. If we add kinetic and potential deuterons we overpredict above s=10\sqrt{s}=10 GeV this ratio by about 30% what represents almost exactly the contribution of kinetic deuterons.

In Fig. 19 we present the transverse momentum distribution of deuterons as function of pTp_{T} for the same central Au+Au collisions and for the same mid-rapidity interval |y|<0.3|y|<0.3. The color and symbol coding is identical to the one used in Fig. 17. Again the combined deuteron yield overpredicts the experimental result by roughly 30%. One can observe that the pTp_{T}-spectra of kinetic (thin solid red line) and aMST (dashed green line) deuterons have a quite similar shape and the total pTp_{T}-spectra (thick solid blue line) is in good agreement with the measured spectra in the wide energy range of RHIC BES.

Refer to caption
Figure 17: (color online) The mid-rapidity |y|<0.3|y|<0.3 excitation function for dN/dydN/dy of deuterons as a function of sNN\sqrt{s_{NN}} for Au+Au 010%0-10\% central collisions in comparison with the experimental data from the STAR collaboration Adam et al. (2019). The different lines indicate the different deuteron contributions: kinetic production with modelling of finite-size effects in coordinate and momemtum space (solid red), potential from MST with stabilization, i.e. advanced MST (dashed green), sum (blue). The rapidity interval of the PHQMD results is the same as that measured by STAR.
Refer to caption
Figure 18: (color online) The mid-rapidity |y|<0.3|y|<0.3 deuteron to proton d/pd/p ratio for Au+Au central collisions as a function of sNN\sqrt{s_{NN}}. The different lines indicate the different deuteron contributions: kinetic production with finite-size effects (solid red), advanced MST identification (dashed green), sum (blue). The experimental data from the STAR collaboration Adam et al. (2019) are indicated with the full circles. The PHQMD results are scaled in order to account for the protons from weak decay feed-down, which is included in the STAR data. The PHQMD d/pd/p result without feed-down contribution is shown with the dot-dashed blue line.
Refer to caption
Figure 19: (color online) Transverse momentum distributions of deuterons in Au+Au central collisions at all RHIC BES energies from sNN=7.7\sqrt{s_{NN}}=7.7 GeV (a) to 200200 GeV (h). The points are the experimental data from the STAR collaboration Adam et al. (2019). The lines correspond to the PHQMD results for the different production mechanisms: kinetic with finite-size (solid red), potential from advanced MST identification (dashed green) and sum of all contributions (thick solid blue). The PHQMD pTp_{T}-spectra are taken at the same mid-rapidity interval |y|<0.3|y|<0.3 as the STAR measurements.

VII Conclusions

In this study we have investigated the production of deuterons in nucleus-nucleus collisions within the PHQMD microscopic transport approach. We have focused on the description of deuteron rapidity and transverse momentum distributions around mid-rapidity from SIS ELab=1.5E_{Lab}=1.5 AGeV up to top RHIC s=200\sqrt{s}=200 GeV, covering essentially the whole energy range of relativistic HICs. In the PHQMD framework we have studied two possible mechanisms for the dynamical formation of deuterons - by collisions and by potential interaction. The results can be summarized as follows:

  • “Kinetic” mechanism:
    i) We have implemented πNNπd\pi NN\leftrightarrow\pi d, NNNNdNNN\leftrightarrow Nd and the sub-dominant NNπdNN\leftrightarrow\pi d by means of the covariant rate formalism Cassing (2002) in the PHQMD collision integral. The numerical implementation of the 232\leftrightarrow 3 and 222\leftrightarrow 2 reactions has been tested by the stationary “box” calculation in comparison with the solutions of the rate equations. Moreover, it has been verified that the detailed balance condition is fulfilled for each isospin channel.

    ii) Differently to the previous study by the SMASH group  Staudenmaier et al. (2021), we have accounted in the main πNNπd\pi NN\leftrightarrow\pi d and NNNNdNNN\leftrightarrow Nd reactions for all possible reaction channels which are allowed by the conservation of total isospin. We have found that the inclusion in the π\pi-catalysis - which at high collision energies is more dominant than NN-catalysis due to the large pion abundance - of all π\pi charge exchange reactions enhances the production of “kinetic” deuterons by about 50% at mid-rapidity for s=7.7\sqrt{s}=7.7 GeV STAR BES energy, while at sNN=3\sqrt{s_{NN}}=3 GeV, the energy of the STAR FXT experiment, the π\pi charge exchange channels increase the deuteron yield by 20%.

    iii) The deuteron, being an extended quantum object in coordinate space with a small relative momentum cannot be produced as a point-like hadron. We have taken this into account by two approaches: I) an excluded-volume condition which suppresses the formation of deuterons in the presence of surrounding hadrons and II) by a projection of the relative momentum of the NNNN-pairs on the deuteron wave function. We have shown that the inclusion of each of these finite-size effects leads to a significant but similar suppression of deuterons at mid-rapidity. Applying both effects together the deuteron yield is suppressed by an additional factor of two.

  • “Potential” mechanism:
    We have extended our study of deuteron formation by “potential” interaction between nucleons in Refs. Aichelin et al. (2020); Gläßel et al. (2022), where we had to determine a time at which the cluster recognition by the Minimum-Spanning-Tree (MST) approach has been performed. The newly developed “advanced” MST (aMST) method stabilizes the clusters, which in semi-classical approaches are not stable and whose stability suffers from the Lorentz transformation between the cluster center-of-mass system (where the binding energy is determined) and the nucleus-nucleus center-of-mass, i.e. the computational frame. In aMST clusters, which are bound, cannot disintegrate after the constituents had their last collision and are outside the range of the potential interaction of other clusters and nucleons. In aMST the clusters are stable and therefore no time has to be determined at which we analyse them.

  • As found in our previous studies Gläßel et al. (2022); Kireyeu et al. (2022), the clusters - produced via potential mechanisms - are created after the fast hadrons have already escaped from the reaction zone, i.e. clusters remain in transverse direction closer to the center of the heavy-ion collision than free nucleons. The “kinetic” deuterons analyzed here follow the same tendency. Thus, since the “fire” is not at the same place as the “ice”, clusters can survive, what solves the “ice in the fire” puzzle.

We have found that the PHQMD approach with the two mechanisms of deuteron production, consistently combined, provides a good description of the large set of available experimental data from SIS Reisdorf et al. (2010), NA49 Anticic et al. (2016) and STAR Adam et al. (2019) collaborations. Finally, we mention also that our results for Au+Au collisions at AGS and RHIC BES energies are relevant for the future experiments which will be carried out at the FAIR and NICA facilities.

Acknowledgements

The authors acknowledge inspiring discussions with M. Bleicher, W. Cassing, H. Elfner, I. Grishmanovskii, C.-M. Ko, D. Oliinychenko, L. Oliva, T. Reichert, O. Soloveva, T. Song, J. Staudenmaier, J. Steinheimer, Io. Vassiliev. Furthermore, we acknowledge support by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) grant BL982-3 by the Russian Science Foundation grant 19-42-04101 and by the GSI-IN2P3 agreement under contract number 13-70. This study is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation program under grant agreement STRONG – 2020 - No 824093. The computational resources have been provided by the Center for Scientific Computing (CSC) of the Goethe University and the ”Green Cube” at GSI, Darmstadt.

Appendix A: Cross sections

In this appendix we make a collection of scattering cross sections for the reactions of dd production and breakup with nucleons and pions which have been implemented in this work.

I. Elastic processes NdNdNd\rightarrow Nd and πdπd\pi d\rightarrow\pi d are characterized by cross sections of the order of σel60mb\sigma_{el}\simeq 60\,mb for πd\pi d scattering Norem (1971). We use the parametrization of elastic cross sections as function of invariant center-of-mass energy s\sqrt{s} reported in Ref. Oh et al. (2009) (see Appendix there and reference therein). Deuterons can be inelastically produced in p+pp+p collision with projectile energy of the order of Tp1T_{p}\simeq 1 GeV and accompanied pion emission. Conversely, a projectile pion with beam energy Tπ0.1GeVT_{\pi}\simeq 0.1\,GeV hitting a deuteron target can be absorbed and breakup the deuteron into a final NNNN pair without pion emission in the final state. The complete reactions NNπdNN\leftrightarrow\pi d represent a two-body inelastic process of dd production and disintegration. The total cross section for this reaction in both directions have been extensively analyzed within isospin decomposition formalism VerWest and Arndt (1982); Arndt et al. (1997); Oh et al. (1997) and it has been proven that the detailed balance condition is fulfilled. This allows to relate cross section of forward and backward reactions as follows

σ(πdNN)=23(pN)2(pπ)2σ(NNπd),\sigma(\pi d\rightarrow NN)=\frac{2}{3}\frac{(p^{*}_{N})^{2}}{(p^{*}_{\pi})^{2}}\sigma(NN\rightarrow\pi d)\,, (36)

where pNp^{*}_{N} and pπp^{*}_{\pi} are respectively the nucleon and pion momentum computed in the center-of-mass frame of the particles pair, which by simple kinematics can be written in terms of masses and s\sqrt{s}, respectively,

pN=s(s4mN2)2s,p^{*}_{N}=\frac{\sqrt{s(s-4m_{N}^{2})}}{2\sqrt{s}}\,, (37)

for the nucleon momentum pNp^{*}_{N} and

pπ=(s(mπ+md)2)(s(mπmd)2)2sp^{*}_{\pi}=\frac{\sqrt{(s-(m_{\pi}+m_{d})^{2})(s-(m_{\pi}-m_{d})^{2})}}{2\sqrt{s}}\, (38)

for the pion momentum pπp^{*}_{\pi}. In Fig. 20 the cross section for ppπ+dpp\rightarrow\pi^{+}d as function of s\sqrt{s}, which we also take from Ref. Oh et al. (2009), is shown (red dashed line) in comparison with previous calculations VerWest and Arndt (1982) (black solid line) as a function of the kinetic energy of the projectile proton Tp=Plab2+mN2mNT_{p}=\sqrt{P_{lab}^{2}+m_{N}^{2}}-m_{N}, where PlabP_{lab} is the beam momentum, which is used to calculate the corresponding value of s\sqrt{s} according to the formula

s=[2mN(2mN+Tp)]1/2,\sqrt{s}=\left[2m_{N}\left(2m_{N}+T_{p}\right)\right]^{1/2}\,, (39)

in the laboratory frame where the target proton is at rest. The black points refer to some experimental measurements of ppπ+dpp\rightarrow\pi^{+}d in the TpT_{p} range of the peak Anderson et al. (1974); Shimizu et al. (1982). Still in Fig. 20 the cross section for inverse process, i.e. inelastic two-body dd breakup by incident π+\pi^{+} into pppp pair with no pion emission in the final state, obtained from detailed balance condition Eq. (36) is shown with blue dash-dotted curve. We can use same arguments to implement the reaction nnπdnn\rightarrow\pi^{-}d, but for the case pnπ0dpn\rightarrow\pi^{0}d we have to account for an extra isospin factor and write

σ(pndπ0)=12σ(ppdπ+),\sigma(pn\rightarrow d\pi^{0})=\frac{1}{2}\sigma(pp\rightarrow d\pi^{+})\,, (40)

The factor 1/21/2 is due to the fact that in terms of isospin base the pnpn pair is an anti-symmetric superposition of isospin triplet (T=1T=1) and singlet (T=0T=0) with three-component projection T3=0T_{3}=0, while on the other hand the final π0d\pi^{0}d depends only on the pion isospin, hence it is a pure triplet state.

Refer to caption
Figure 20: (color online) The total cross section for two-body inelastic p(n)p(n)π+()dp(n)p(n)\rightarrow\pi^{+(-)}d for dd formation (red dashed line) and π+()dp(n)p(n)\pi^{+(-)}d\rightarrow p(n)p(n) for d disintegration (blue solid line) as a function of the center-of-mass energy s\sqrt{s} (in GeV) or converted as a function of the proton laboratory kinetic energy TpT_{p} (in MeV) taken from Ref. Oh et al. (2009). The black squares and the solid black line are, respectively, experimental data and result from isospin decomposition taken from Ref. VerWest and Arndt (1982).

As can be seen from Fig. 20 the experimental two-body cross section for dd breakup into NNNN-pair without pion emission in the final state is quite small and of the order of σ10\sigma\simeq 10 mb at the peak.
In Fig. 21 the measured inclusive total cross section for π±d\pi^{\pm}d scattering from the Particle Data Group Tanabashi et al. (2018) are shown, respectively, with orange and red marks with as a function of s\sqrt{s}. We focus on the peak region where the cross section reaches a value of the order of σpeak200\sigma_{peak}\simeq 200 mb. Therefore, the inelastic two-body channel πdpp\pi d\rightarrow pp shown in Fig. 20 exhausts less than 5% of the total inclusive cross section. This comparison demonstrates the necessity to implement inelastic processes for dd breakup by energetic π\pi involving more than 2 particles in the final state and consequently the inverse process where a deuteron can be formed by the interaction of two nucleons catalyzed by colliding pions. A theoretical study to understand why the πd\pi d cross section is larger than the typical inelastic hadronic cross section has been conducted in Ref. Ikeno et al. (2021).

II. In this work we consider the reaction NNπdπNN\pi\leftrightarrow d\pi within the PHQMD transport approach where two-body and, more importantly, three-body processes are treated using the convariant rate formalism Cassing (2002). In this formalism the only requested input is a parametrization of the total cross section as function of s\sqrt{s} since the transition rate should depend only on the invariant energy which means to assume an isotropic differential cross section. Here we describe the procedure to extract such phenomenological cross section.

The inclusive π±d\pi^{\pm}d cross section is strongly peaked at s2.2\sqrt{s}\simeq 2.2 GeV due to excitation of underline T=3/2T=3/2 isospin channel which, as we have just said, is possible both for π\pi^{-} and π+\pi^{+} due to the presence of a proton and a neutron in the deuteron target. Referring to Fig. 21, we firstly perform a fit (violet curve) of this total inclusive cross section using the following piecewise expression

σ={i=13aie[(sbi)2/ci]+(d+fs),s3.35(d0+d1s+d2s)e[hsg/2], 3.35<s3.7\!\!\sigma\!=\!\!\begin{cases}\sum_{i=1}^{3}a_{i}e^{\left[-(s-b_{i})^{2}/c_{i}\right]}+(d+fs)\quad\quad\,,\,\sqrt{s}\leq 3.35\\ \\ \left(d_{0}+d_{1}\sqrt{s}+d_{2}s\right)e^{\left[-hs^{g/2}\right]}\quad,\,3.35<\sqrt{s}\leq 3.7\end{cases} (41)

The center-of-mass energy s\sqrt{s} is in GeV and the σ(πd)\sigma(\pi d) is given in mb. For s>3.7\sqrt{s}>3.7 GeV we simply take constant σ=47\sigma=47 mb. The values of the fit parameters are reported in the upper part of Table (2).

ii aia_{i} bib_{i} cic_{i}
1 186.690 4.767 0.042
2 16.765 7.356 0.174
3 12.907 8.808 1.282
d=d= 42.586 f=f= 2.009
d0d_{0} d1d_{1} d2d_{2}
15543.600 1145.460 504.896
h=h= 4.651 g=g= 0.203
i(inel.)i(inel.) aia_{i} bib_{i} cic_{i}
1 143.415 4.779 0.030
2 49.652 5.587 1.603
Table 2: Upper part: fit parameters for the total inclusive π±d\pi^{\pm}d scattering cross section (in mb) as a function of center-of-energy s\sqrt{s}. Lower part: the same fit parameters for the phenomenological cross section for dπNNπd\pi\rightarrow NN\pi estimated by subtracting the elastic and two-body dπNNd\pi\rightarrow NN contributions to the total inclusive cross section.

In Fig. 21, subtracting the elastic πd\pi d (green dashed line) and two-body inelastic πdNN\pi d\rightarrow NN (blue dash-dotted line) contributions, we can infer the inelastic cross section for deuteron breakup into 2 baryons + nn mesons which we assume can be only pions with n1n\geq 1

σ(πdBB+nπ)=σσel(πd)σ(πdNN).\sigma(\pi d\rightarrow BB+n*\pi)=\sigma-\sigma_{el}(\pi d)-\sigma(\pi d\rightarrow NN)\,. (42)

In particular, the two baryons can be regarded as only nucleons B=NB=N plus excitation of Δ\Delta resonances which further decay into N+πN+\pi, hence feeding the number nn of final pions. Inelastic processes with increasing nn-body add up subsequently with increasing value of ssth=fmf\sqrt{s}\geq\sqrt{s}_{th}=\sum_{f}m_{f} where the sum runs over the masses of final produced particles. On the other hand, this causes the closure of the phase-space of few-body production at larger values of s\sqrt{s}. Keeping this in mind, we can estimate the behavior of the leading inelastic process πdNNπ\pi d\leftrightarrow NN\pi where deuteron breaks up by the incident pion into a pair of nucleons plus a single emitted pion. The cross section for such leading inelastic process is parametrized by the 2-Gaussian expression below

σ(πdNNπ)=i=1,2aie[(sbi)2/ci].\sigma(\pi d\rightarrow NN\pi)=\sum_{i=1,2}a_{i}e^{\left[-(s-b_{i})^{2}/c_{i}\right]}\,. (43)

The values of the fit parameters are reported in the lower part of Table (2) (inel.) with the cross section in Eq. (43) given in mb. Finally, the resulting inelastic πdNNπ\pi d\rightarrow NN\pi cross section is shown in Fig. 21 by the squared-thick black line.

Refer to caption
Figure 21: (color online) The inelastic cross section for the dominant πdNNπ\pi d\rightarrow NN\pi inelastic scattering (squared-thick black line) as a function of s\sqrt{s} is compared to experimental data of total inclusive πd\pi d cross section from the Particle Data Group (PDG) Tanabashi et al. (2018). The cross sections, respectively, for the elastic πdπd\pi d\rightarrow\pi d (green dashed) and the two-body inelastic πdNN\pi d\rightarrow NN scattering (blue dash-dotted) with parametrization from Ref. Oh et al. (2009) are also shown.

III. Similarly to the πdNNπ\pi d\rightarrow NN\pi reaction which dominates at relativistic energies due to the large pion abundance, we implement also the three-body inelastic process for NdNNNNd\leftrightarrow NNN which is more important at low energy heavy-ion collisions Kapusta (1980); Siemens and Kapusta (1979). We derive a parametrization of the total inclusive cross section through a fit on experimental data which are shown in Fig. 22 for pdpd experimental data (black points) and for some ndnd data (grey points) taken from the PDG database  Tanabashi et al. (2018) and from other references Bugg et al. (1966). The lower horizontal axis is the range of the proton beam momentum PlabP_{lab}, while the upper one is the corresponding s\sqrt{s} calculated by relativistic kinematics. The total inclusive cross section is composed by an elastic and an inelastic part

σ(Nd)=σel(Nd)+σinel(NdNNN+nπ).\sigma(Nd)=\sigma_{el}(Nd)+\sigma_{inel}(Nd\rightarrow NNN+n*\pi)\,. (44)

In this case the elastic and inelastic contributions are distinctly separated in kinematics due to the existing energy threshold for the dNNNN+nMdN\rightarrow NNN+n*M processes which is always an endothermic process for any final number of pions n0n\geq 0. In particular, for the NdNNNNd\rightarrow NNN reaction with n=0n=0, this threshold corresponds to the difference Eth=3mN(mN+md)E_{th}=3m_{N}-(m_{N}+m_{d}). Replacing the deuteron mass md=2mN+EBm_{d}=2m_{N}+E_{B}, this threshold energy corresponds to nothing else than the absolute value of deuteron binding energy |EB|=2.2|E_{B}|=2.2 MeV.

Refer to caption
Figure 22: (color online) The PHQMD parametrization of the three-body inelastic cross section for NdNNNNd\rightarrow NNN reactions (squared-thick black line) as a function of s\sqrt{s} is compared to experimental data of total inclusive p(n)dp(n)d scattering from the PDG database Tanabashi et al. (2018) shown with the black (grey) points. The solid green line corresponds to the fit of the total inclusive NdNd scattering cross section which is constructed using Eq. (Appendix A: Cross sections) for s8.9\sqrt{s}\leq 8.9 GeV and Eq. (46) s>8.9\sqrt{s}>8.9 GeV. The orange line shows the PHQMD parametrization of the pppp scattering cross section taken from the original (P)HSD framework.

Our expression for the total inclusive cross section is derived applying similar procedure to what is done for the case of pppp cross section. In the low energy regime we employ a functional expression in terms of the projectile nucleon momentum PlabP_{lab} which is used in Ref. Cugnon et al. (1996) to parametrize the NNNN inelastic scattering cross section. Then, our calculated expression is welded to a parametric function of s\sqrt{s} which we us in the high energy regime. In PHQMD this procedure is applied also for parametrizing the pppp scattering cross section. The resulting curve for is depicted in Fig. 22 with an orange line (dashed for the low energy regime, solid for the high one) and it provides a good fit of the experimental pppp data (blue points) taken from PDG database Tanabashi et al. (2018). In Fig. 22 this function is denoted as “ p+pp+p PHSD parametrization”, because it is implemented in PHQMD directly from the original (P)HSD original code Cassing and Bratkovskaya (2008); Cassing (2009); Cassing and Bratkovskaya (2009); Bratkovskaya et al. (2011); Linnyk et al. (2016) where it is used to describe nucleon-nucleon collisions. For the case of NdNd scattering the complete expression for the inclusive total cross section is reported below and the resulting curve is shown in Fig. 22 with a solid green line

σ(s)\displaystyle\sigma(s) =(0.316+Plab0.46)/(6.2103+(Plab20.021)2)\displaystyle=(-0.316+P_{lab}^{0.46})/(6.2\cdot 10^{-3}+(P_{lab}^{2}-0.021)^{2})
Plab<0.208GeV\displaystyle\quad\,P_{lab}<0.208\,GeV
=56.6413+117.547|1.1588Plab|4.348\displaystyle=56.6413+117.547\left|1.1588-P_{lab}\right|^{4.348}
 0.208Plab<0.977GeV\displaystyle\quad\,0.208\leq P_{lab}<0.977\,GeV
=28.0475+56.07/(1.0+exp(Plab0.9710.1665))\displaystyle=28.0475+56.07/(1.0+exp(-\frac{P_{lab}\!-\!0.971}{0.1665}))
 0.977Plab<2.96GeV\displaystyle\quad\,0.977\leq P_{lab}<2.96\,GeV
=78.736+15.31(Plab+2.932)exp(0.952Plab)\displaystyle=78.736+15.31(P_{lab}+2.932)exp(-0.952P_{lab})
 2.96Plab<3.8GeV\displaystyle\quad\,2.96\leq P_{lab}<3.8\,GeV
=93.66+1.6473log(Plab)211.301log(Plab)\displaystyle=93.66+1.6473\log(P_{lab})^{2}-11.301\log(P_{lab})
 3.8Plab<19.9GeV\displaystyle\quad\,3.8\leq P_{lab}<19.9\,GeV

The low-energy parametrization of the total inclusive NdNd cross section (in mb) as a function of PlabP_{lab} is valid within the range of Plab19.92P_{lab}\leq 19.92 GeV which corresponds to a value of s8.9\sqrt{s}\leq 8.9 GeV. Instead, the high-energy parametrization which is valid for s>8.9GeV\sqrt{s}>8.9\,GeV and it is given by the following formula

σ(s)\displaystyle\sigma(s) =94.01s0.55530.7318s0.4986\displaystyle=94.01*s^{-0.555}-30.7318*s^{-0.4986} (46)
+69.2663+0.42055log2(s46.2745).\displaystyle+69.2663+0.42055*\log^{2}(\frac{s}{46.2745})\,.

Finally, in order to pass from the total inclusive σ(Nd)\sigma(Nd) to the total inelastic σ(NdNNN)\sigma(Nd\rightarrow NNN) cross section, we perform a smooth cut of the expression Eq. (46). This is motivated by the fact that at high s\sqrt{s} values inelastic channels with final particles multiplicity larger than 3 (i.e. NNN+π,NNN+2π,NNN+\pi\,,\,NNN+2\pi\,,\,\dots) start to contribute and the three-body NNNNNN phase-space is suppressed. Therefore, similarly to what we have done for the πdNNπ\pi d\rightarrow NN\pi reaction, we consider a gaussian function Aexp((sB)2/C)A\exp(-(s-B)^{2}/C) with parameters A=37.985,B=28.343,C=137.733A=37.985\,,\,B=28.343\,,\,C=137.733 which we attach to the inclusive cross section formula Eq. (46) at s5.0\sqrt{s}\geq 5.0 GeV. The resulting curve is depicted in Fig. 22 (thick black solid line). At lower values of s\sqrt{s} the cross section for inelastic σ(NdNNN)\sigma(Nd\rightarrow NNN) reaction equals the total inclusive σ(Nd)\sigma(Nd). as it is clearly visible in Fig. 22 where the two lines are superimposed.

Appendix B: Box simulations

Additionally to the pion catalysis πdpnπ\pi d\leftrightarrow pn\pi process considered in Sec. IV, in this Appendix we present the box study for other reactions for deuteron production:
i) 232\leftrightarrow 3 reaction of nucleon catalysis - NdpnNNd\leftrightarrow pnN, which plays a dominant role at low collision energies where the nucleon density is high (see Fig. (4)); ii) 222\leftrightarrow 2 reaction - πdNN\pi d\leftrightarrow NN, which are a subdominant channel due to the small cross section.

In Figs. 23 and 24 we show the time evolution for the density of nucleons N=p,nN=p,n (red), deuterons (green) and pions (orange) for simulations performed in a static box at initial temperature T=0.155T=0.155 GeV and initial nuclear density ρN(0)=2ρp(0)=2ρn(0)=0.12fm3\rho_{N}(0)=2\rho_{p}(0)=2\rho_{n}(0)=0.12\,fm^{-3} and pion density ρπ(0)=0.09fm3\rho_{\pi}(0)=0.09\,fm^{-3} in comparison with analytic results obtained as solution of the rate equations. These two plots are similar to Fig. 2 of Sec. IV, where we tested the correct numerical implementation of πdpnπ\pi d\leftrightarrow pn\pi process.
In particular, in Fig. 23 we test the formation/breakup of deuterons by nucleon catalysis NdpnNNd\leftrightarrow pnN by switching off all other reactions and verify that the collisions inside the box performed by stochastic method (circles) are in agreement with analytic expectations (solid lines). Here the result for pions is not shown, because they are not involved in the main reaction channel, but they can scatter elastically with deuterons in order to drive them to faster equilibration.

Refer to caption
Figure 23: (color online) The time evolution of particle densities for NdpnNNd\leftrightarrow pnN reactions in static hadronic box. The lines represent the solutions obtained from the rate equations, while the symbols are the results from box simulations. The dashed black line is the analytic solution for the density of deuterons obtained using the cross section σ(NdNpn)\sigma(Nd\rightarrow Npn) taken from Ref. Oliinychenko et al. (2019) Fig. 2(a). This result is equal to the same analytic expectation (solid green line) employing the PHQMD parametrization of the cross section for NdNNNNd\rightarrow NNN inelastic scattering which is reported in Appendix A.
Refer to caption
Figure 24: (color online) The time evolution of particle densities for πdNN\pi d\leftrightarrow NN reactions in static hadronic box. The lines represent the solutions obtained from the rate equations, while the symbols refer to box calculations. For nucleons and deuterons, the full circles and the open squares are the numerical results when the collision integral is solved, respectively, by means of stochastic method or adopting the geometric criterium.

In Fig. 24 we investigate the correct implementation of the two-body inelastic πdNN\pi d\leftrightarrow NN process. The analytic expectations of densities as function of evolution time are represented with the lines (red solid for N=p,nN=p,n, green solid for dd and orange dash-dotted for π\pi). For nucleons and deuterons we show box results obtained adopting either the geometric criterium dTσ2,2/πd_{T}\leq\sqrt{\sigma^{2,2}/\pi} (open squares) or the stochastic collision method P2,2=σ2,2vrelΔt/ΔVcellP_{2,2}=\sigma^{2,2}v_{rel}\Delta t/\Delta V_{cell} (full squares) with cross section σ2,2(s)\sigma^{2,2}(\sqrt{s}) taken from Ref. Oh et al. (1997). For pions we show only the results employing the latter collision method. In this case the particle densities show a longer equilibration time compared to the box results where either π\pi-catalysis or NN-catalysis reactions are switched on. This is expected because the cross section of πdNN\pi d\rightarrow NN disintegration is much smaller than those of other reactions. Consequently, the inverse process of NNNN fusion into πd\pi d final state, whose cross section is experimentally proved to fulfill detailed balance (see Eq. (36)), slowly proceeds with an equilibration time about 10 times larger than that of π\pi-catalysis.

As follows from Figs. 23 and 24 the simulated density distributions in the box are in a good agreement with the analytic thermodynamic results.

We remind here that the “box” framework is just a toy-model to test in controlled conditions that the detailed balance as well as the agreement with the analytic solutions of the rate equations (see Sec. IV) is fulfilled for all the implemented “kinetic” deuteron reactions, in particular πNNπd\pi NN\leftrightarrow\pi d, NNNNdNNN\leftrightarrow Nd and NNπdNN\leftrightarrow\pi d. In realistic HIC simulations with PHQMD we describe the phase-space evolution of the fireball on an expanding 3D-grid where the cells and the time-step parameters are described at the end of Sec. IV.

Appendix C: Isospin factors in deuteron reactions

In detail, we derive the isospin coefficients for the π\pi-catalysis reactions dπkNNπld\pi^{k}\leftrightarrow NN\pi^{l} listed in Tab. (1). We look first at the reaction in the forward direction, i.e. to the deuteron disintegration by incident π\pi. Since the deuteron has zero isospin and rhe pion has isospin 1, the 2-particle state |d,πk\ket{d,\pi^{k}} is already an eigenstate of total initial isospin Ti=1T_{i}=1 and the projection along the quantized axis are related to the pion charge indicated by the index k=1,0,+1k=-1,0,+1. In short notation we can write

|d,πk=|Ti,Mi=|1,sgn(k)δ|k|1\ket{d,\pi^{k}}=\ket{T_{i},M_{i}}=\ket{1,sgn(k)\delta_{|k|1}} (47)

To calculate the possible eigenstates of total final isospin TfT_{f} from the 3-particle state |N,N,πl\ket{N,N,\pi^{l}} we use the rules for summation of angular momentum in quantum mechanics Sakurai and Napolitano (2020).
Firstly we perform the summation of the 1/21/2-isospin of the two nucleons, which - as is well known - generates the singlet state

|TN=0,MN=0=|p,n|n,p2\ket{T_{N}=0,M_{N}=0}=\frac{\ket{p,n}-\ket{n,p}}{\sqrt{2}} (48)

and the triplet state

|TN=1,MN=1=|p,p\displaystyle\ket{T_{N}=1,M_{N}=1}=\ket{p,p}
|TN=1,MN=0=|p,n+|n,p2\displaystyle\ket{T_{N}=1,M_{N}=0}=\frac{\ket{p,n}+\ket{n,p}}{\sqrt{2}} (49)
|TN=1,MN=1=|n,n\displaystyle\ket{T_{N}=1,M_{N}=-1}=\ket{n,n}

where TNT_{N} indicates the eigenvalue of total isospin of the intermediate two-nucleons system and MNM_{N} its projection along the quantized axis. Then we add the contribution of the isospin quantum numbers of the pion which we indicate with small letters as tπ=1t_{\pi}=1 and mπ|tπ|m_{\pi}\leq|t_{\pi}|.

Therefore, the eigenstates of total isospin TfT_{f} are given by the following expansion

|TN,tπ;Tf,Mf\displaystyle\ket{T_{N},t_{\pi};T_{f},M_{f}} =MN=TNTNmπ=tπtπ|TN,tπ;MN,mπ\displaystyle=\sum_{M_{N}=-T_{N}}^{T_{N}}\sum_{m_{\pi}=-t_{\pi}}^{t_{\pi}}\ket{T_{N},t_{\pi};M_{N},m_{\pi}}
×\displaystyle\times TN,tπ;MN,mπ|TN,tπ;Tf,Mf\displaystyle\bra{T_{N},t_{\pi};M_{N},m_{\pi}}\ket{T_{N},t_{\pi};T_{f},M_{f}} (50)

On the right hand side, the ket of the basis |TN,tπ;MN,mπ\ket{T_{N},t_{\pi};M_{N},m_{\pi}} represent the tensor product of the two-nucleons state with defined isospin quantum numbers (TN,MN)(T_{N},M_{N}) with the pion state (tπ,mπ)(t_{\pi},m_{\pi}). On the left hand side, the new basis is formed by the ket with defined quantum numbers (TN,tπ,Tf,Mf)(T_{N},t_{\pi},T_{f},M_{f}). The angular momentum rules require that Mf=MN+mπM_{f}=M_{N}+m_{\pi} which is encoded already in the Clebsch-Gordan coefficients of the expansion Eq. (Appendix C: Isospin factors in deuteron reactions).

By construction, the new states of total isospin TfT_{f} will remain eigenstates of the two-nucleons isospin TNT_{N}. Hence, formula Eq. (Appendix C: Isospin factors in deuteron reactions) must be separated into two orthogonal contributions according to the two different values of TNT_{N} from the singlet Eq. (48) and from the triplet state Eq. (Appendix C: Isospin factors in deuteron reactions).

  • I)

    When the two nucleons are in the singlet case TN=0T_{N}=0, the condition is similar to the 2-particle state |d,π\ket{d,\pi}, i.e. the total final isospin has eigenvalue Tf=1T_{f}=1 from the pion contribution. In the same notation of Eq. (47) we can write

    |TN=0,tπ=1;Tf=1,Mf=|0,1;1,Mf\displaystyle\ket{T_{N}=0,t_{\pi}=1;T_{f}=1,M_{f}}=\ket{0,1;1,M_{f}}
    =|p,n,πl|n,p,πl2=|0,1;1,sgn(l)δ|l|1\displaystyle=\frac{\ket{p,n,\pi^{l}}-\ket{n,p,\pi^{l}}}{\sqrt{2}}=\ket{0,1;1,sgn(l)\delta_{|l|1}} (51)
  • II)

    In case the two nucleons couple two a triplet state TN=1T_{N}=1 the addition of the pion isopsin tπt_{\pi} generate independent spaces of total final isospin with eigenvalues given by the triangle rule

    |TNtπ|TfTN+tπTf=0,1,2|T_{N}-t_{\pi}|\leq T_{f}\leq T_{N}+t_{\pi}\rightarrow T_{f}=0,1,2 (52)

    Due to the conservation of total isospin in strong interaction, we are interested in the eigenstates of final isospin Tf=Ti=1T_{f}=T_{i}=1. Using Eq. (Appendix C: Isospin factors in deuteron reactions) with the correct quantum numbers and taking the corresponding Clebsch-Gordan coefficients from available tables, we obtain

    |TN=1,tπ=1;Tf=1,Mf=1=|1,1;1,1\displaystyle\ket{T_{N}=1,t_{\pi}=1;T_{f}=1,M_{f}=1}=\ket{1,1;1,1} (53)
    =(|p,n,π++|n,p,π+2)12+|p,p,π012\displaystyle=\left(\frac{\ket{p,n,\pi^{+}}+\ket{n,p,\pi^{+}}}{\sqrt{2}}\right)\frac{-1}{\sqrt{2}}+\ket{p,p,\pi^{0}}\frac{1}{\sqrt{2}}
    |TN=1,tπ=1;Tf=1,Mf=0=|1,1;1,0\displaystyle\ket{T_{N}=1,t_{\pi}=1;T_{f}=1,M_{f}=0}=\ket{1,1;1,0} (54)
    =|n,n,π+12+|p,p,π12\displaystyle=\ket{n,n,\pi^{+}}\frac{-1}{\sqrt{2}}+\ket{p,p,\pi^{-}}\frac{1}{\sqrt{2}}
    |TN=1,tπ=1;Tf=1,Mf=1=|1,1;1,1\displaystyle\ket{T_{N}=1,t_{\pi}=1;T_{f}=1,M_{f}=-1}=\ket{1,1;1,-1} (55)
    =(|p,n,π+|n,p,π2)12+|n,n,π012\displaystyle=\left(\frac{\ket{p,n,\pi^{-}}+\ket{n,p,\pi^{-}}}{\sqrt{2}}\right)\frac{1}{\sqrt{2}}+\ket{n,n,\pi^{0}}\frac{-1}{\sqrt{2}}

Eq. (I)) and (53)-(55) express the Tf=1T_{f}=1 eigenstates in terms of the 3-particles states |N,N,πl\ket{N,N,\pi^{l}}. Combining them the associated isospin factors for the transition |d,πk|N,N,πl\ket{d,\pi^{k}}\rightarrow\ket{N,N,\pi^{l}} are nothing else than the Fourier coefficients of the following expansion

|d,π+12[|p,p,π0+\displaystyle\ket{d,\pi^{+}}\rightarrow\frac{1}{2}\left[\frac{}{}\ket{p,p,\pi^{0}}+\right.
(1+12)|p,n,π+(1+12)|n,p,π+]\displaystyle\left.\left(-1+\frac{1}{\sqrt{2}}\right)\ket{p,n,\pi^{+}}-\left(1+\frac{1}{\sqrt{2}}\right)\ket{n,p,\pi^{+}}\right] (56)
|d,π0\displaystyle\ket{d,\pi^{0}}\rightarrow 12[|p,n,π0|n,p,π0+\displaystyle\frac{1}{2}\left[\frac{}{}\ket{p,n,\pi^{0}}-\ket{n,p,\pi^{0}}+\right.
|n,n,π+|p,p,π]\displaystyle\left.\ket{n,n,\pi^{+}}-\ket{p,p,\pi^{-}}\frac{}{}\right] (57)
|d,π12[|n,n,π0+\displaystyle\ket{d,\pi^{-}}\rightarrow\frac{1}{2}\left[\frac{}{}\ket{n,n,\pi^{0}}+\right.
(1+12)|p,n,π+(1+12)|n,p,π]\displaystyle\left.\left(1+\frac{1}{\sqrt{2}}\right)\ket{p,n,\pi^{-}}+\left(-1+\frac{1}{\sqrt{2}}\right)\ket{n,p,\pi^{-}}\right] (58)

An overall factor 1/21/2 is introduced in order to guarantee the normalization of the corresponding final state |Tf=1,Mf\ket{T_{f}=1,M_{f}} to unity. Differently, in calculating the probability of each transition allowed by isospin conservation one should divide by the sum of the squares of all the Fourier coefficients. Finally, the associated isospin probability Piso(dπkNNπl)P_{iso}(d\pi^{k}\rightarrow NN\pi^{l}) for each channel are given by the square of such coefficients. Moreover, since in PHQMD the isospin number is not stored during the dynamical evolution of particles, we can make a further simplification by adding the probabilities for those 3-particle states on the right hand side of Eq. (Appendix C: Isospin factors in deuteron reactions)-(Appendix C: Isospin factors in deuteron reactions) which differ only by the order of nucleons. Therefore, we obtain

Piso(dπ+pnπ+)=34;Piso(dπ+ppπ0)=14\displaystyle P_{iso}(d\pi^{+}\rightarrow pn\pi^{+})=\frac{3}{4}\,;\,P_{iso}(d\pi^{+}\rightarrow pp\pi^{0})=\frac{1}{4}
Piso(dπ0pnπ0)=12;Piso(dπ0p(n)p(n)π(+))=14\displaystyle P_{iso}(d\pi^{0}\rightarrow pn\pi^{0})=\frac{1}{2}\,;\,P_{iso}(d\pi^{0}\rightarrow p(n)p(n)\pi^{-(+)})=\frac{1}{4}
Piso(dπpnπ)=34;Piso(dπnnπ0)=14\displaystyle P_{iso}(d\pi^{-}\rightarrow pn\pi^{-})=\frac{3}{4}\,;\,P_{iso}(d\pi^{-}\rightarrow nn\pi^{0})=\frac{1}{4}

which, as discussed in Sec. III, correspond to the factors employed to select the final state of each collision where a deuteron disintegrates by inelastic 232\rightarrow 3 pion reaction according either to the geometric criterium or to the stochastic method, both depending on the total cross section σ2,3(s)\sigma^{2,3}(\sqrt{s}) described in Appendix A. It is important that the sum of all probabilities over the possible final state NNπlNN\pi^{l}, to which the initial state dπkd\pi^{k}, can decay according to total isospin conservation equals to one. This condition is clearly fulfilled by summing the terms in each row of Eq. (Appendix C: Isospin factors in deuteron reactions).

In the backward direction, i.e. when an incident π\pi catalyzes the fusion of two nucleons to form a deuteron plus an emitted pion, the transition from the 3-particle state NNπlNN\pi^{l} into the 2-particle state dπkd\pi^{k} can happen only if total isospin is conserved. This means, that only when the initial state NNπlNN\pi^{l} finds itself in an eigenstate of total isospin 1, it can make the transition to the final state dπkd\pi^{k}. Formally, we need to invert the basis expansion Eq. (Appendix C: Isospin factors in deuteron reactions) and obtain the following

|N,N,π=TM=TT|T,MT,M||N,N,π\displaystyle\ket{N,N,\pi}=\sum_{T}\sum_{M=-T}^{T}\ket{T,M}\bra{T,M}\ket{N,N,\pi} (60)

Physically, each 3-particle state |N,N,π\ket{N,N,\pi} is written as a superposition over the eigenstates of total isospin |T,M\ket{T,M} with eigenvalues TT again provided by the same triangle rule Eq. (52) and eigenvalue of the isospin 3-component M|T|M\leq|T|. In Eq. (60) the same Clebsch-Gordan coefficients of Eq. (Appendix C: Isospin factors in deuteron reactions) appear because

T,M||N,N,π\displaystyle\bra{T,M}\ket{N,N,\pi} =TN,tπ;Tf,Mf||TM,tπ;MN,mπ\displaystyle=\bra{T_{N},t_{\pi};T_{f},M_{f}}\ket{T_{M},t_{\pi};M_{N},m_{\pi}}
=TN,tπ;MN,mπ||TN,tπ;Tf,Mf\displaystyle=\bra{T_{N},t_{\pi};M_{N},m_{\pi}}\ket{T_{N},t_{\pi};T_{f},M_{f}}

Once we calculate all the eigenstates of total isospin, we can look at the Fourier coefficient of each state |N,N,π\ket{N,N,\pi} associated to the eigenavalue T=1T=1 and obtain the right probability. We point out, that the use of Eq. (60) requires also that the intermediate total isospin TNT_{N} of the two-nucleons system is a quantum number of the basis. Therefore, the contributions which come from the singlet and the triplet state must be squared and independently summed without mixing term.

Then, for example, the probability that the state |p,n,π+\ket{p,n,\pi^{+}} has total isospin T=1T=1 is given by

|1,0;1,1||p,n,π+|2+|1,1;1,1||p,n,π+|2\displaystyle|\bra{1,0;1,1}\ket{p,n,\pi^{+}}|^{2}+|\bra{1,1;1,1}\ket{p,n,\pi^{+}}|^{2}
=12+1214=34\displaystyle=\frac{1}{2}+\frac{1}{2}\frac{1}{4}=\frac{3}{4} (61)

where the first term comes from the singlet TN=0T_{N}=0 and the second one from the triplet TN=1T_{N}=1 state. Analogously we can calculate for the other 3-particle NNπlNN\pi^{l} states and obtain the probabilities

Piso(pnπ±dπ±)=34;Piso(npπ±dπ±)=34\displaystyle P_{iso}(pn\pi^{\pm}\rightarrow d\pi^{\pm})=\frac{3}{4}\quad;\quad P_{iso}(np\pi^{\pm}\rightarrow d\pi^{\pm})=\frac{3}{4}
Piso(ppπ0dπ+)=Piso(nnπ0dπ)=12\displaystyle P_{iso}(pp\pi^{0}\rightarrow d\pi^{+})=P_{iso}(nn\pi^{0}\rightarrow d\pi^{-})=\frac{1}{2}
Piso(ppπdπ0)=Piso(nnπ+dπ0)=12\displaystyle P_{iso}(pp\pi^{-}\rightarrow d\pi^{0})=P_{iso}(nn\pi^{+}\rightarrow d\pi^{0})=\frac{1}{2}
Piso(pnπ0dπ0)=Piso(npπ0dπ0)=12\displaystyle P_{iso}(pn\pi^{0}\rightarrow d\pi^{0})=P_{iso}(np\pi^{0}\rightarrow d\pi^{0})=\frac{1}{2}

which named shortly as FisoF_{iso} in the formula Eq. (III) for the full covariant probability of 323\rightarrow 2 for the reaction of deuteron formation by π\pi-catalysis .

The isospin coefficients for the NN-catalysis reactions dNNNNdN\leftrightarrow NNN can be calculated in similar way. We emphasize only two differences. On the one hand, the final state of the forward reaction, i.e. the deuteron disintegration, contains only nucleons. As mentioned previously, in PHQMD the particle isospins are not propagated dynamically during the system evolution. This means, that we cannot distinguish between those states of the reactions which differ by the order of protons and neutrons. Therefore, the transition from dNdN to NNNNNN reduces to one channel and consequently

Piso(dNNNN)=Piso(dN(pn)N)=1P_{iso}(dN\rightarrow NNN)=P_{iso}(dN\rightarrow(pn)N)=1 (63)

On the other hand, the isospin factors for the backward reaction, i.e. the formation of deuteron by two-nucleons plus third nucleon as catalyzator, demands that the initial state |N,N,N\ket{N,N,N} finds itself in an eigenstate of total isospin T=1/2T=1/2. We apply the addition rules of angular momentum and construct the intermediate singlet and triplet states by summing isospins of two nucleons and then add the 1/21/2-isospin of the third one. The transition probabilities can be derived from the square of the Fourier coefficients taking the contribution of the singlet and the triplet without mixing term. We obtain

Piso(pnpdp)=Piso(pnndn)=13P_{iso}(pnp\rightarrow dp)=P_{iso}(pnn\rightarrow dn)=\frac{1}{3} (64)

which corresponds to the coefficient Fiso3,2F_{iso}^{3,2} in Eq. (III) for the deuteron production by NN-catalysis.

Appendix D: Phase-Space integrals

In Eq. (III) the Lorentz invariant two-body and three-body phase-spaces appear. For R2(s,m1,m2)R_{2}(\sqrt{s},m_{1},m_{2}) we simply adopt its analytic expression

R2(s,m1,m2)=λ(s,m12,m22)8πs,R_{2}\left(\sqrt{s},\,m_{1},\,m_{2}\right)=\frac{\sqrt{\lambda(s,\,m_{1}^{2},\,m_{2}^{2})}}{8\pi s}\,, (65)

where on the right hand side the kinematical function is λ(s,m12,m22)=(sm12m22)24m12m22\lambda(s,\,m_{1}^{2},\,m_{2}^{2})=\left(s-m_{1}^{2}-m_{2}^{2}\right)^{2}-4m_{1}^{2}m_{2}^{2} and s\sqrt{s} is the center-of-mass energy. For R3(s,m3,m4,m5)R_{3}(\sqrt{s},m_{3},m_{4},m_{5}) we use the well known recursion relations Kajantie and Karimaeki (1971); Byckling and Kajantie (1971) to write it in terms of a factorized product of two-body phase-spaces

R3(s,m3,m4,m5)=\displaystyle R_{3}\left(\sqrt{s},\,m_{3},\,m_{4},\,m_{5}\right)=
(m3+m4)2(sm5)2dM222πR2(s,m5,M2)R2(M2,m3,m4)=\displaystyle\int_{(m_{3}+m_{4})^{2}}^{(\sqrt{s}-m_{5})^{2}}\frac{dM_{2}^{2}}{2\pi}R_{2}\!\left(\sqrt{s},\,m_{5},\,M_{2}\right)R_{2}\!\left(M_{2},\,m_{3},\,m_{4}\right)=
(m3+m4)2(sm5)2dM222π(sm52M22)24M22m528πs×\displaystyle\int_{(m_{3}+m_{4})^{2}}^{(\sqrt{s}-m_{5})^{2}}\frac{dM_{2}^{2}}{2\pi}\frac{\sqrt{(s-m_{5}^{2}-M_{2}^{2})^{2}-4M_{2}^{2}m_{5}^{2}}}{8\pi s}\times
(M22m32m42)24m32m428πM22\displaystyle\frac{\sqrt{(M_{2}^{2}-m_{3}^{2}-m_{4}^{2})^{2}-4m_{3}^{2}m_{4}^{2}}}{8\pi M_{2}^{2}}

The integration is run over the invariant mass variable M2M_{2}. It has been shown in Ref. Seifert (2018) that such expression can be fitted by the following function

f3(t)=a1ta2(11a3t+1+a4),f_{3}\left(t\right)=a_{1}*t^{a_{2}}*\left(1-\frac{1}{a_{3}*t+1+a_{4}}\right)\,, (67)

where t=sm3m4m5t=\sqrt{s}-m_{3}-m_{4}-m_{5} and the parameter values depend on the physical masses (m3,m4,m5)(m_{3},m_{4},m_{5}) involved. For the πNN\pi NN and the NNNNNN three-body phase-spaces these parameters are reported in Table (3).

m3m4m5m_{3}\,m_{4}\,m_{5} a1a_{1} a2a_{2} x=2a2x=2-a_{2} a3a_{3} a4a_{4}
πNN\pi\,N\,N 0.000249 1.847779 0.152221 0.071509 9.973413
NNNN\,N\,N 0.000350 1.781741 0.218259 0.052836 4.221995
Table 3: The values of the fit parameters for the three-body πNN\pi NN and NNNNNN phase-spaces using formula Eq. (67).

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