Abstract
High-energy nuclear collisions provide a unique site for the synthesis of both nuclei and antinuclei at temperatures of kT ≈ 100 − 150 MeV. In these little bangs of transient collisions, a quark-gluon plasma (QGP) of nearly vanishing viscosity is created, which is believed to have existed in the early universe within the first few microseconds after the Big Bang. Analyses of identified particles produced in these little bangs based on the statistical hadronization model for the QGP have suggested that light (anti)nuclei are produced from the QGP as other hadrons and their abundances are little affected by later hadronic dynamics. Here, we find a strong reduction of the triton yield by about a factor of 1.8 in high-energy heavy-ion collisions based on a kinetic approach that includes the effects of hadronic re-scatterings, particularly that due to pion-catalyzed multi-body reactions. This finding is supported by the latest experimental measurements and thus unveils the important role of hadronic dynamics in the little-bang nucleosynthesis.
Subject terms: Nuclear physics, Particle physics
High energy nuclear collisions produce light (anti-)nuclei from the quark-gluon plasma via little-bang nucleosynthesis. Here the authors study the microscopic dynamics of little-bang nucleosynthesis producing deuterons and tritons.
Introduction
Light nuclei such as deuteron (d) and helium (3He and 4He) in the universe were largely formed in the big-bang nucleosynthesis during the early universe through a sequence of two-body reactions like pn ↔ γd at temperatures less than 1 MeV1 in the convention of ℏ = k = c = 1. On the other hand, high-energy nuclear collisions, in which both matter and antimatter can be produced, provide a unique site for the synthesis of nuclei and antinuclei at temperatures reaching the order of T~100 MeV2. This ‘little-bang’ nucleosynthesis has recently attracted much attention because of its relevance to the test of matter-antimatter asymmetry3,4, the indirect searches of dark matter5, etc.
Figure 1 sketches the time evolution of the bulk matter in high-energy nuclear collisions. After a brief pre-equilibrium stage of about 1 fm/c, the system equilibrates into a fluid-like medium of deconfined quarks and gluons named the quark-gluon plasma (QGP), which is believed to have existed in the early universe a few microseconds after the Big Bang. The QGP then expands hydrodynamically and makes a transition to a gas of hadrons, which is further followed by their re-scatterings and resonance decays. Quantum chromodynamics (QCD), which is the theory for the strong interaction in nature, predicts that the transition from a QGP of vanishing baryon chemical potential, corresponding to that produced in ultra-relativistic heavy-ion collisions, to a hadron gas is a smooth crossover characterized by T = 156.5 ± 1.5 MeV6.
Fig. 1. Time evolution of high-energy nuclear collisions.
Shown from left to right are the different stages undergone by the produced hot dense matter, i.e., the pre-equilibrium dynamics, quark-gluon plasma expansion, hadronization of the quark-gluon plasma (dash line), and subsequent hadronic re-scatterings and resonance decays including the pion-catalyzed reactions for nucleosynthesis. Gray arrows denote the velocity directions of freeze-out particles.
A well-established framework for describing particle production in these little bangs is the statistical hadronization of the created QGP, which involves only a few parameters like its volume, temperature, and baryon chemical potential7. Analyses of experimental data based on this statistical hadronization model (SHM) have shown that light (anti)nuclei and other stable hadrons share a common chemical freeze-out temperature that coincides with the QCD transition temperature and thus exceeds the light nuclei binding energies by orders of magnitude8. This interesting result has led to the conclusion that light nuclei are produced from the QGP at its hadronization and the post-hadronization dynamics has only small effects on their final abundance. This result is supported by studies using the Saha equation9 and the rate equation10 as well as the more microscopic transport approach11.
In this article, we report, however, a surprising finding that hadronic re-scatterings can lead to a strong reduction of the triton (3H) yield from its thermally equilibrated value predicted by the SHM. We describe the dynamics of light nuclei production by extending the relativistic kinetic equations (RKE)12 in the real-time many-body Green’s-function formalism to bound states13–15 by including their dissociation and regeneration processes in the collision integrals. In Au + Au collisions at center-of-mass energies per nucleon pair of GeV as well as in Pb + Pb collisions at even higher collision energies, the dominant hadronic re-scattering processes for deuteron and triton production are the pion-catalyzed reactions like πNN ↔ πd, πNd ↔ π3H, and the more complicated πNNN ↔ π3H. With collision integrals of these multi-particle reactions evaluated using a stochastic method, we can obtain the full dynamics of little-bang nucleosynthesis. We find that the effect of hadronic re-scatterings on deuteron production is small, confirming the results from previous studies9–11. However, the initial triton number produced from the QGP is reduced by about a factor of 1.8 during the hadronic matter expansion, leading to a result that is in excellent agreement with the latest measurements by the STAR Collaboration at the Relativistic Heavy Ion Collider (RHIC)16 and the ALICE Collaboration at the Large Hadron Collider (LHC)17.
Results
Hadronic effects on deuteron and triton production in Au + Au collisions
We first consider light nuclei production in Au + Au collisions at . For the evolution of the QGP produced in these collisions, we use the viscous hydrodynamic package MUSIC18–20 with the collision-geometry-based 3D initial conditions21 and a crossover equation of state NEOS-BQS22 with vanishing net strangeness density ns = 0 and the net electric charge-to-baryon density ratio nQ = 0.4nB. Following ref. 21, we also include in the hydrodynamic evolution a temperature and baryon chemical potential dependent specific shear viscosity η/s. At hadronization of the QGP, both hadrons and light nuclei are produced using the statistical hadronization model in the grand-canonical ensemble approach8 with their phase-space distributions sampled on a constant energy density hypersurface according to the Cooper-Frye formula23. The relativistic kinetic equations for the reactions like πNN ↔ πd and πNNN ↔ π3H during the subsequent hadronic matter expansion are solved by a stochastic method (see “Methods” section). We further incorporate in the collision integrals the effects of finite nuclei sizes and fix the scattering cross sections for light nuclei dissociations from experimental measurements. For a hot hadronic matter in a box with periodic boundary conditions, our kinetic approach preserves the principle of detailed balance and reproduces the expected equilibrium light nuclei abundance. In the following, we denote by “Hydro + RKE” for this hybrid approach to the little-bang nucleosynthesis in relativistic heavy-ion collisions.
Figure 2 shows the time evolution of deuteron (upper panel (a)) and triton (lower panel (b)) numbers in mid-rapidity (∣y∣ < 0.5) from theoretical calculations as well as their comparison with the experimental data from the STAR Collaboration16,24, which are denoted by filled symbols together with their combined statistical and systematic uncertainties. The initial deuteron and triton numbers from the statistical hadronization of the QGP are shown by cyan bands, and the results after including hadronic re-scatterings using Hydro + RKE are shown by brown bands with sparse gray grids. In these collisions, the final deuteron number is about 95% of its initial value given by the SHM, which confirms the results from a recent transport model study of deuteron production11. The small hadronic effects on the deuteron abundance is due to similar deuteron dissociation and regeneration rates during the hadronic evolution11. The hadronic effects are, however, no longer small for the final triton number. With the inclusion of πNNN ↔ π3H and πNd ↔ π3H reactions, the final triton number is about half of its initial value at hadronization, which agrees well with the experimental data shown by red solid circles.
Fig. 2. Hadronic effects on deuteron and triton production.

Time dependence of deuteron (a) and triton (b) numbers in mid-rapidity (∣y∣ < 0.5). Experimental data with combined statistical and systematic uncertainties from refs. 16,24 are denoted by filled symbols, while theoretical results with statistical uncertainties are shown by shaded bands.
The strong hadronic re-scattering effects push the deuteron and triton chemical freeze-out to the late hadronic stage, resulting in having light nuclei only in partial chemical equilibrium during the hadronic matter expansion. This can be seen from the number density of nucleus of mass number A in the high temperature and large mass limit, which is given by with J and μ denoting the nucleus spin and nucleon chemical potential, respectively. For a homogeneous emission source, the equilibrium triton number () is related to the proton number (Np) and the deuteron number (Nd) by . With the deuteron number remaining almost unchanged during the hadronic evolution, the triton number has to decrease appreciably because of the more than a factor of two increase in the proton number from resonance decays. This provides an intuitive explanation for the reduced 3H number shown in Fig. 2b.
The delayed chemical freeze-out of deuteron and triton is consistent with the assumption in the nucleon coalescence model25–27 that light nuclei are formed from a sudden recombination of kinetically freeze-out nucleons. This phenomenological model yields a similar triton number as our dynamic Hydro + RKE approach, and the close relationship between these two approaches has previously been pointed out in ref. 25. It should be mentioned, however, that deuterons are formed only from np pairs in the coalescence model, while in the present kinetic approach, all nn, np, and pp pairs can contribute to its production.
Similar to deuteron and triton, short-lived hadronic resonances like K*0(890), ρ, and Λ(1520) can frequently decay and reform via e.g., K *0(890) ↔ K + π, ρ ↔ ππ, and Λ(1520) ↔. Consequently, their numbers might change as the hadronic matter expands, and such hadronic effects have indeed been observed in experiments28,29. Based on the exponential decay law for hadronic resonances that neglects their regenerations during the hadronic evolution, the extracted hadronic matter lifetime in relativistic heavy-ion collisions is less than 10 fm/c30. A similar short hadronic matter lifetime is found in ref. 31 using the EPOS + UrQMD model by taking the hadronic matter lifetime to be the difference between the average kinetic freeze-out time and the sum of the average hadronization time and the resonance lifetime. Using the latter definition in our Hydro + RKE model also gives a short hadronic matter lifetime of about 9 fm/c. Because of the broad kinetic freeze-out time distributions in Hydro + RKE, particularly for deuterons and tritons, to properly take into account the hadronic recatttering effects on their final yields requires following the time evolution of the hadronic matter to a much longer time than their mean kinetic freeze-out time as shown in Fig. 2.
Collision energy dependence
The above calculations can be extended to other collision energies. Shown in Fig. 3 is the collision energy dependence of the light nuclei number ratios Nd/Np (a), /Np (b), and (c) in central Au + Au collisions at GeV. For the deuteron number, both results with (Hydro + RKE) and without (SHM) hadronic effects again agree well with the experimental data within its uncertainties for all collision energies, which together with the SHM curves are both taken from ref. 16. The slightly larger Nd/Np ratio from the Hydro + RKE than the SHM prediction at GeV is due to the smaller proton number in our calculations. For the triton number, the SHM predictions are systematically higher than the experimental data. With the inclusion of hadronic effects through our RKE approach, the triton numbers at all collision energies are reduced by about a factor of 1.8 (dashed line) and are now in good agreement with the experimental data16. The hadronic effects are also clearly seen in the number ratio shown in Fig. 3c. These results provide a strong evidence for “dynamics at work”32 in nucleosynthesis during heavy-ion collisions at all RHIC energies.
Fig. 3. Deuteron and triton production in Au+Au collisions at RHIC energies.
Collision energy dependence of hadronic re-scattering effects on light nuclei yield ratios Nd/Np (a), /Np (b), and (c). Theoretical results with and without hadronic dynamics are from Hydro + RKE (shaded bands) and SHM8,16 (lines), respectively. Experimental data points with combined statistical and systematic uncertainties are from the STAR Collaboration16.
In the STAR data, the energy dependence of shows a possible enhancement at 20−30 GeV, and this behavior could be due to the appearance of a critical point in the QCD phase diagram33–36. Since the transition from the QGP to the hadronic matter in our model calculations is always a smooth crossover, no critical dynamics is expected. The resulting energy dependence of in our study is thus essentially flat as in previous studies using the coalescence model based on kinetically freeze-out nucleons from hybrid or transport models27,37.
It is worthwhile to mention that for Au + Au collisions at lower energies ( GeV), the hadronic matter becomes more baryon rich, and hadronic re-scatterings with the nucleon as a catalyzer for light nuclei production is expected to play an increasingly important role38. We find, however, that the resulting enhanced scattering rates for deuteron and triton production only have small effects on their final numbers even at the low collision energy of 7.7 GeV when the nucleon density becomes non-negligible compared to the pion density. This is mainly because both dissociation and regeneration rates are enhanced at a similar level, resulting in an almost complete cancellation of their effects.
Hadronic effects in Pb + Pb collisions at the LHC energies
Similar hadronic effects are also present in Pb + Pb collisions at the LHC energies. Figure 4 displays the charged-particle multiplicity dependence of light nuclei number ratios Nd/Np (a), /Np and /Np (b). Experimental data denoted by symbols are from the ALICE Collaboration17,39. For the Nd/Np ratio, the inclusion of hadronic re-scatterings has only a very small effect as in Au + Au collisions at RHIC energies. For 3He and 3H production, the SHM prediction again significantly overestimates the new data (solid stars and circles) at TeV17, although it agrees with the single data point (gray square) for measured at TeV39. With the inclusion of pion-catalyzed multi-body reactions, our model calculation reproduces well the newly measured and at TeV. The much higher statistics in the new measurements at TeV allow us to conclude that the strong hadronic re-scattering effects found in our calculation are in good agreement with measurements at beam energies across three orders of magnitude ( GeV).
Fig. 4. Deuteron, triton, and helium-3 production in Pb+Pb collisions at the LHC energies.

Charged-particle multiplicity (dNch/dη) dependence of hadronic re-scattering effects on light nuclei yield ratios Nd/Np (a), /Np and /Np (b). Theoretical results with and without hadronic dynamics are from Hydro + RKE (shaded bands) and SHM8,16 (lines), respectively. Experimental data points with combined statistical and systematic uncertainties are from the ALICE Collaboration17,39.
We notice that the reduced 3H number due to the hadronic effects in our results is absent in a recent study using the rate equation10 in a simple isentropic expansion model for the hadronic matter evolution. In this schematic approach, both kinetic thermal equilibrium and isentropic expansion are assumed for the hadronic matter when solving the rate equations for light nuclei dissociation and regeneration. These assumptions become questionable near the kinetic freeze-out when the system is driven out of chemical equilibrium. As a result, the absence of hadronic re-scattering effects obtained in this approach leads to results that are in disagreement with the latest measurements on the triton and helium-3 numbers at RHIC and the LHC.
In the above calculations, we have only considered central collisions where canonical effects due to charge conservation at hadronization of the QGP are small40. Extending our study to peripheral collisions by including the canonical effects at hadronization is of great interest for future studies.
Discussion
The present study shows via the relativistic kinetic approach that the post-hadronization dynamics plays an important role in the little-bang nucleosynthesis during high-energy heavy-ion collisions. We find, in particular, that the triton number produced from the created QGP in central Au + Au collisions is reduced by about a factor of 1.8 during the subsequent hadronic matter expansion, although the deuteron number is essentially not affected. These distinct hadronic effects on deuteron and triton production are in excellent agreement with recent measurements by the STAR Collaboration at RHIC and are further supported by the latest measurement by the ALICE Collaboration at the LHC. Our study thus shows the inadequacy of the statistical hadronization model for understanding triton production in these collisions. In contrast to the big-bang nucleosynthesis, in which photonuclear reactions dominate its dynamics, our model-to-data comparison unveils the importance of pion-catalyzed multi-body reactions on the dynamics of the little-bang nucleosynthesis in relativistic heavy-ion collisions.
Methods
Relativistic kinetic equations
We illustrate our approach by considering the specific channel π+d → π+np for deuteron dissociation. With the typical temperature of the hadronic matter in high-energy nuclear collisions at 100–150 MeV, the pion thermal wavelength is around 0.4–0.5 fm, which is much smaller than the deuteron diameter or size of about 4 fm. A pion thus has a sufficiently large momentum to resolve the two constituent nucleons in a deuteron, resulting its scattering by one nucleon with the other nucleon being a spectator, as shown in Fig. 5. This quasifree or impulse approximation (IA) was previously used in studying deuteron dissociation in low-energy heavy-ion collisions12,41 and also J/Ψ dissociation by partons in relativistic heavy-ion collisions42. Under this approximation, the inverse reaction π+np → π+d of pion-catalyzed deuteron production from two nucleons can be viewed as a two-step process, i.e., the scattering between the pion and a nucleon with the final-state nucleon sightly off the mass shell and then subsequently coalescing with the spectator nucleon to form the deuteron.
Fig. 5. Diagrams for the reaction π+d ↔ π+np in the impulse approximation.

The filled bubble indicates intermediate states such as the Δ resonance.
Specifically, the production and dissociation of deuterons in a pion-dominated hadronic matter can be similarly described by the relativistic kinetic equation (RKE) that was previously derived in ref. 12 for deuteron production from the reactions NNN ↔ Nd in a pure nucleonic matter, i.e.,
| 1 |
where the deuteron distribution function fd(R, P) is normalized as gd(2π)−3∫ d3Rd3Pfd = Nd with gd = 3 and Nd denoting the deuteron spin degeneracy factor and number, respectively. On the l.h.s. of Eq. (1), which corresponds to the drift term, we treat the deuteron as a free particle by neglecting its mass change and mean-field potential. The two terms on the r.h.s. of Eq. (1) describe the deuteron dissociation () and regeneration () rates, respectively. Under the impulse approximation, the collision integral on the r.h.s. is given by12,43
| 2 |
from which and in Eq. (1) can be identified. In the above equation, the factor 1 ± fi in the square bracket is due to the quantum statistics of fermions (−) and bosons (+), and the δ-function denotes the conservation of energy and momentum with pin = and pout = pπ + pd. The factor 3/4 in the third line is due to the spin factors of initial and final states. The second line of Eq. (2) is the spin-averaged squared amplitude between two scattering nucleons that are separated by a distance r, resulting in a nonlocal collision integral. The Wd denotes the deuteron Wigner function, with = and = being, respectively, the relative coordinate and momentum in the center-of-mass frame of the neutron and proton that forms the deuteron. For simplicity, we take Wd = with σd = 3.2 fm to reproduce the empirical deuteron root-mean-squared radius of rd = 1.96 fm25.
For an approximately uniform system, the spatial part of Wd in Eq. (2) can be integrated out, leading to = ∫ d3rγdWd = with γd = Ed/md. This reduces the second line of Eq. (2) to , which is the usual impulse approximation for , e.g., adopted in ref. 12.
The pion-nucleon scattering matrix element can be related to the πN scattering cross section44. Under the impulse approximation, the deuteron dissociation cross section by a pion of large momentum (plab) is approximately given by 12,45. For a low momentum pion, e.g., 0.3 GeV, a renormalization factor Fd12 is, however, needed, i.e., = . As shown in Fig. 6a, b, using the constant values Fd ≈ 0.72 and ≈ 0.51 leads to an excellent description of the data45–51 for the π + d and π + 3He dissociation cross sections in the energy regime relevant for the present study.
Fig. 6. Cross sections and thermal limit.
Comparison of the pion incident momentum (plab) dependence of the cross sections for the reactions πd (a) and π3He (b) between experimental data45–51 with combined statistical and systematic uncertainties and our fit based on the impulse approximation (lines). Box calculations for light nuclei production from our kinetic approach (c).
Stochastic method
To numerically solve Eq. (1) with the nonlocal collision integral given by Eq. (2), we adopt the test particle ansatz52, i.e., mimicking the distribution functions fα of a certain particle species of number Nα by a large number of delta functions, fα(r, p) ≈ . The gα and Ntest denote the spin degeneracy factor and the number of test particles, respectively. The following stochastic method12,53,54 is then used to evaluate the collision integrals. To ensure the convergence of numerical results, a sufficiently large Ntest needs to be used.
Given the deuteron dissociation and regeneration rates by a pion from Eq. (2), the probability for the reaction π+d → π+np between a pion and a deuteron inside a volume ΔV to take place within a time interval Δt is then given by12,53,54
| 3 |
where is the relative velocity between the pion and the proton inside the deuteron, and the two terms on the r.h.s correspond, respectively, to the two diagrams in Fig. 5. Similarly, the probability for the reaction π+np → π+d to take place inside a volume ΔV in a time interval Δt is
| 4 |
Note that the deuteron Wigner function Wd in Eq. (4) encodes the nonlocality of the scattering as it depends on both the coordinates and momenta of the constituent nucleons inside the deuteron. It can be replaced by ∣ϕd∣2/(γdΔV) if the volume of the hadronic matter is much larger than the deuteron size.
The above treatment for deuteron production and dissociation can be straightforwardly generalized to 3H production from the reactions πNNN ↔ π3H and πNd ↔ π3H, and similarly for 3He. For the 3 ↔ 2 reaction, its treatment is similar to that for deuteron production. The probability for the 4 → 2 reaction to occur in a volume ΔV within a time interval Δt is, however, given by
| 5 |
where , and the triton Wigner function is also taken to have Gaussian forms as in refs. 25,55. The branching ratio for the dissociation of 3H into πNd is about 0.56, which is obtained from the overlap between the deuteron wave function and the wave function of the two nucleons inside the triton.
Thermal limit in box calculation
To validate the above stochastic method, we consider deuteron and triton production in a (20 fm)3 box with periodic boundary conditions. Initially, 24 protons, 24 neutrons, and 480 pions for each of its three charge states are uniformly distributed in the box, corresponding to an almost vanishing chemical potential μB ≈ 0.007 GeV at top RHIC and the LHC energies. Their initial momentum distributions are taken to have the thermal Boltzmann form with temperature T = 155 MeV. The right panel of Fig. 6 shows the time evolution of the p, d, and 3H numbers. It is seen that their final numbers are consistent with their expected thermal values at chemical equilibrium over five orders of magnitude, suggesting that the detailed balance is well preserved in our calculations.
Supplementary information
Acknowledgements
We thank Lie-Wen Chen and Xiaofeng Luo for fruitful discussions, and Chen Zhong for the maintenance of the CPU and GPU clusters. This work was supported in part by the National Natural Science Foundation of China under contract No. 12375121, No. 11891070, No. 11890714, No. 12147101, the National Key Research and Development Project of China under Grant No. 2022YFA1602303, the 111 Project, Guangdong Major Project of Basic and Applied Basic Research No. 2020B0301030008, the U.S. Department of Energy under Award No. DE-SC0015266, No. DE-SC0013460, No. DE-SC0021969, and the National Science Foundation under grant number PHY-2012922.
Author contributions
Kai-Jia Sun and Rui Wang carried out all numerical calculations and contributed equally to this work. Che Ming Ko, Yu-Gang Ma, and Chun Shen engaged in the development of the theoretical framework and the preparation of the manuscript.
Peer review
Peer review information
Nature Communications thanks Anton Andronic, Marcus Bleicher and James Daniel Brandenburg for their contribution to the peer review of this work. A peer review file is available.
Data availability
All the data supporting the findings in this work are available within the manuscript and any additional data are available from the corresponding author upon request.
Code availability
Inquiries about the code in this work will be responded to by the corresponding authors.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Kai-Jia Sun, Email: kjsun@fudan.edu.cn.
Yu-Gang Ma, Email: mayugang@fudan.edu.cn.
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-024-45474-x.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All the data supporting the findings in this work are available within the manuscript and any additional data are available from the corresponding author upon request.
Inquiries about the code in this work will be responded to by the corresponding authors.



