- Open Access
Deciphering the universal scaling of particle transverse momentum spectra in heavy-ion collisions
Phys. Rev. C 114, 024902 – Published 3 August, 2026
DOI: https://doi.org/10.1103/2dp4-q43h
Abstract
We systematically investigate the scaling properties of the transverse momentum spectra for pions, kaons, and protons in collisions at , 11.5, 14.5, 19.6, 27, 39, 62.4, and 200 GeV, as well as in collisions at , across different centrality classes, using experimental data from the collaborations at the Relativistic Heavy Ion Collider (RHIC). Universal scaling emerges when the particle transverse momentum spectra are scaled by global physical quantities, i.e., the average total particle multiplicity and mean transverse momentum, confirming recent scaling findings from the data at the Large Hadron Collider (LHC) by the ExTrEMe Collaboration. The scaling behavior breaks down in the high region and in peripheral collisions. We provide a natural explanation for these observations in the framework of a blast-wave-type model built upon the Cooper-Frye formula. Furthermore, we demonstrate the equivalence between the scaling found by the ExTrEMe Collaboration and the Hwa-Yang scaling, which was proposed two decades ago.
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References (78)
- Quark-Gluon Plasma 3, edited by R. C. Hwa and X. N. Wang (World Scientific, Singapore, 2004).
- Quark-Gluon Plasma 4, edited by R. C. Hwa and X. N. Wang (World Scientific, Singapore, 2010).
- L. P. Csernai, Introduction to Relativistic Heavy Ion Collisions (Wiley, New York, 1994).
- C. Y. Wong, Introduction to High-Energy Heavy-Ion Collisions (World Scientific, Singapore, 1994).
- J. Chen et al., Properties of the QCD matter: Review of selected results from the relativistic heavy ion collider beam energy scan (RHIC BES) program, Nucl. Sci. Tech. 35, 214 (2024).
- X. He, S. Shi, and N. Xu, Physics of collectivity and EOS from the RHIC beam energy scan program, Eur. Phys. J. Spec. Top. (2026), doi:10.1140/epjs/s11734-026-02261-7.
- Y. Zhang, Z. Wang, X. Luo, and N. Xu, Search for the QCD critical point in high energy nuclear collisions: A status report, Eur. Phys. J. Spec. Top. (2026), doi:10.1140/epjs/s11734-026-02226-w.
- S. Mohapatra, Experimental overview on flow observables in heavy ion collisions, Nucl. Phys. A 956, 59 (2016).
- J. Adam et al. (ALICE Collaboration), Centrality evolution of the charged–particle pseudorapidity density over a broad pseudorapidity range in Pb–Pb collisions at TeV, Phys. Lett. B 754, 373 (2016).
- B. I. Abelev et al. (STAR Collaboration), Rapidity and species dependence of particle production at large transverse momentum for collisions at GeV, Phys. Rev. C 76, 054903 (2007).
- J. Q. Tao, M. Wang, H. Zheng, W. C. Zhang, L. L. Zhu, and A. Bonasera, Pseudorapidity distributions of charged particles in pp(), p(d)A and AA collisions using Tsallis thermodynamics, J. Phys. G 48, 105102 (2021).
- J. Tao, H. He, H. Zheng, W. Zhang, X. Liu, L. Zhu, and A. Bonasera, Pseudo-rapidity distributions of charged particles in asymmetric collisions using Tsallis thermodynamics, Nucl. Sci. Tech. 34, 172 (2023).
- W. Zhao, L. Zhu, H. Zheng, C. M. Ko, and H. Song, Spectra and flow of light nuclei in relativistic heavy ion collisions at energies available at the BNL relativistic heavy ion collider and at the CERN large hadron collider, Phys. Rev. C 98, 054905 (2018).
- Z.-G. Tan, S.-J. Wang, Y.-N. Guo, H. Zheng, and A. Bonasera, A novel encoding mechanism for particle physics, Nucl. Sci. Tech. 35, 144 (2024).
- S. Jena and R. Gupta, A unified formalism to study transverse momentum spectra in heavy-ion collision, Phys. Lett. B 807, 135551 (2020).
- R. J. Fries, B. Muller, C. Nonaka, and S. A. Bass, Hadronization in heavy ion collisions: Recombination and fragmentation of partons, Phys. Rev. Lett. 90, 202303 (2003).
- J. Adams et al. (STAR Collaboration), Multistrange baryon production in Au-Au collisions at , Phys. Rev. Lett. 92, 182301 (2004).
- R. Gupta, A. Menon, S. Jain, and S. Jena, The theoretical description of the transverse momentum spectra: A unified model, Universe 9, 111 (2023).
- J. Tao, W. Wu, M. Wang, H. Zheng, W. Zhang, L. Zhu, and A. Bonasera, The novel scaling of Tsallis parameters from the transverse momentum spectra of charged particles in heavy-ion collisions, Particles 5, 146 (2022).
- Z. Xie, A. K. Lei, H. Zheng, W. C. Zhang, D. M. Zhou, Z. L. She, Y. L. Yan, and B. H. Sa, Particle productions in collisions in the PACIAE 4.0 model, arXiv:2603.12007.
- M. A. C. Lamont, Investigation of the high- strange baryon anomalies at RHIC, Eur. Phys. J. C 49, 35 (2007).
- A. Adare et al. (PHENIX Collaboration), Spectra and ratios of identified particles in Au+Au and collisions at , Phys. Rev. C 88, 024906 (2013).
- B. B. Abelev et al. (ALICE Collaboration), Production of charged pions, kaons and protons at large transverse momenta in pp and Pb–Pb collisions at TeV, Phys. Lett. B 736, 196 (2014).
- K. Adcox et al. (PHENIX Collaboration), Suppression of hadrons with large transverse momentum in central Au+Au collisions at GeV, Phys. Rev. Lett. 88, 022301 (2001).
- J. Adams et al. (STAR Collaboration), Evidence from measurements for final state suppression of high hadrons in Au+Au collisions at RHIC, Phys. Rev. Lett. 91, 072304 (2003).
- M. Csanad et al., Universal scaling of the elliptic flow data at RHIC, Eur. Phys. J. A 38, 363 (2008).
- M. Wang, J.-Q. Tao, H. Zheng, W.-C. Zhang, L.-L. Zhu, and A. Bonasera, Number-of-constituent-quark scaling of elliptic flow: A quantitative study, Nucl. Sci. Tech. 33, 37 (2022).
- L. Adamczyk et al. (STAR Collaboration), Centrality and transverse momentum dependence of elliptic flow of multistrange hadrons and meson in Au+Au collisions at , Phys. Rev. Lett. 116, 062301 (2016).
- J. Adams et al. (STAR Collaboration), Azimuthal anisotropy in Au+Au collisions at GeV, Phys. Rev. C 72, 014904 (2005).
- C. Adler et al. (STAR Collaboration), Elliptic flow from two and four particle correlations in Au+Au collisions at GeV, Phys. Rev. C 66, 034904 (2002).
- Z. Koba, H. B. Nielsen, and P. Olesen, Scaling of multiplicity distributions in high-energy hadron collisions, Nucl. Phys. B 40, 317 (1972).
- I. Sarcevic, KNO scaling in hadron-hadron collisions, Acta Phys. Pol. B 19, 361 (1988).
- X.-P. Duan, L. Chen, G.-L. Ma, C. A. Salgado, and B. Wu, Koba-Nielsen-Olesen scaling in quark and gluon jets at the LHC, Phys. Rev. D 112, 094022 (2025).
- J. D. Bjorken, Asymptotic sum rules at infinite momentum, Phys. Rev. 179, 1547 (1969).
- G. Altarelli and G. Parisi, Asymptotic freedom in parton language, Nucl. Phys. B 126, 298 (1977).
- T. Regge, Introduction to complex orbital momenta, Nuovo Cim. 14, 951 (1959).
- A. R. White, Analytic multi - Regge theory and the pomeron in QCD II: Gauge theory analysis, Int. J. Mod. Phys. A 8, 4755 (1993).
- M. A. Braun, E. M. Kuzminskii, and M. I. Vyazovsky, On the Reggeon model with the pomeron and odderon: Singularities with non-zero masses, Eur. Phys. J. C 85, 1415 (2025).
- R. P. Feynman, Very high-energy collisions of hadrons, Phys. Rev. Lett. 23, 1415 (1969).
- J. Benecke, T. T. Chou, C.-N. Yang, and E. Yen, Hypothesis of limiting fragmentation in high-energy collisions, Phys. Rev. 188, 2159 (1969).
- G. H. Arakelyan, C. Merino, C. Pajares, and Y. M. Shabelski, Feynman scaling violation on baryon spectra in pp collisions at LHC and cosmic ray energies, Phys. At. Nucl. 76, 316 (2013).
- K. Jiang, Y. Zhu, W. Liu, H. Chen, C. Li, L. Ruan, Z. Tang, and Z. Xu, Onset of radial flow in collisions, Phys. Rev. C 91, 024910 (2015).
- R. C. Hwa and C. B. Yang, Scaling behavior at high and the ratio, Phys. Rev. C 67, 034902 (2003).
- R. C. Hwa and C. B. Yang, Centrality scaling of the distribution of pions, Phys. Rev. Lett. 90, 212301 (2003).
- R. C. Hwa and C. B. Yang, Scaling distributions of quarks, mesons and proton for all , energy and centrality, Phys. Rev. C 67, 064902 (2003).
- L. L. Zhu and C. B. Yang, Universal scaling of distribution of particles in relativistic nuclear collisions, Phys. Rev. C 75, 044904 (2007).
- Zheng Fang-Lan and Yang Chun-Bin, Scaling distribution in small rapidity region and pseudorapidity asymmetry for charged hadron in collisions at GeV, Commun. Theor. Phys. 49, 1580 (2008).
- L. L. Zhu, H. Zheng, and C. B. Yang, Scaling and multiplicity dependence of spectra in pp collisions at GeV, Nucl. Phys. A 809, 259 (2008).
- L. L. Zhu, H. Zheng, and C. B. Yang, Scaling behavior of transverse kinetic energy distributions in Au+Au collisions at GeV, Nucl. Phys. A 802, 122 (2008).
- W. C. Zhang, Y. Zeng, W. X. Nie, L. L. Zhu, and C. B. Yang, Scaling of distributions for and produced in Au + Au collisions at GeV, Phys. Rev. C 76, 044910 (2007).
- W. C. Zhang and C. B. Yang, Scaling behavior of charged hadron distributions in and collisions, J. Phys. G 41, 105006 (2014).
- W. C. Zhang, Scaling behaviours of the spectra for identified hadrons in collisions, J. Phys. G 43, 015003 (2016).
- L. Yang, Y. Wang, W. Hao, N. Liu, X. Du, and W. Zhang, Universal scaling of strange particle spectra in pp collisions, Eur. Phys. J. A 54, 54 (2018).
- Y. Wang, L. Yang, X. Du, N. Liu, L. Qiao, and W. Zhang, Universal scaling of the pion, kaon and proton spectra in Pb-Pb collisions at 2.76 TeV, Nucl. Phys. A 976, 46 (2018).
- N. Liu, X. Du, L. Qiao, G. Che, and W. Zhang, Universal scaling of meson and baryon spectra in p-Pb collisions at 5.02 TeV, Int. J. Mod. Phys. E 28, 1950030 (2019).
- C. D. Muncinelli, F. G. Gardim, D. D. Chinellato, G. S. Denicol, A. V. Giannini, M. Luzum, J. Noronha, T. N. da Silva, J. Takahashi, and G. Torrieri (ExTrEMe Collaboration), Universality of scaled particle spectra in ultrarelativistic heavy-ion collisions, Phys. Rev. C 112, 064922 (2025).
- T. S. Domingues et al., Probing the onset of collectivity via scaled particle spectra in ultrarelativistic nuclear collisions, EPJ Web of Conferences 364, 04011 (2026).
- T. S. Domingues and M. Luzum, Scaled transverse-momentum spectra as a probe of collective dynamics in heavy-ion collisions, arXiv:2603.15891.
- T. S. Domingues et al., The shape of transverse momentum spectra in hybrid hydrodynamic models, arXiv:2602.22490.
- L. Adamczyk et al. (STAR Collaboration), Bulk properties of the medium produced in relativistic heavy-ion collisions from the beam energy scan program, Phys. Rev. C 96, 044904 (2017).
- J. Adam et al. (STAR Collaboration), Bulk properties of the system formed in collisions at at the BNL STAR detector, Phys. Rev. C 101, 024905 (2020).
- B. I. Abelev et al. (STAR Collaboration), Energy dependence of , , and transverse momentum spectra for Au+Au collisions at and 200 GeV, Phys. Lett. B 655, 104 (2007).
- S. S. Adler et al. (PHENIX Collaboration), Identified charged particle spectra and yields in Au+Au collisions at GeV, Phys. Rev. C 69, 034909 (2004).
- M. S. Abdallah et al. (STAR Collaboration), Pion, kaon, and (anti)proton production in U+U collisions at measured with the STAR detector, Phys. Rev. C 107, 024901 (2023).
- R. Bashir, R. Shehzadi, M. U. Ashraf, and A. M. Khan, Predictions for identified hadron (, , and ) production and collective dynamics in oxygen–oxygen collisions at TeV with EPOS4, AMPT-SM, and Angantyr in Pythia 8, Eur. Phys. J. Plus 140, 1211 (2025).
- C. Gale, S. Jeon, and B. Schenke, Hydrodynamic modeling of heavy-ion collisions, Int. J. Mod. Phys. A 28, 1340011 (2013).
- W. Florkowski, M. P. Heller, and M. Spalinski, New theories of relativistic hydrodynamics in the LHC era, Rep. Prog. Phys. 81, 046001 (2018).
- B. I. Abelev et al. (STAR Collaboration), Centrality dependence of charged hadron and strange hadron elliptic flow from GeV Au + Au collisions, Phys. Rev. C 77, 054901 (2008).
- J.-H. Shi, Z.-Y. Qin, J.-P. Zhang, J. Cao, Z.-F. Jiang, W.-C. Zhang, and H. Zheng, Nonextensive (3+1)-dimensional hydrodynamics for relativistic heavy-ion collisions, Phys. Rev. D 111, 036010 (2025).
- L.-G. Pang, H. Petersen, and X.-N. Wang, Pseudorapidity distribution and decorrelation of anisotropic flow within the open-computing-language implementation CLVisc hydrodynamics, Phys. Rev. C 97, 064918 (2018).
- F. Cooper and G. Frye, Comment on the single particle distribution in the hydrodynamic and statistical thermodynamic models of multiparticle production, Phys. Rev. D 10, 186 (1974).
- F. Becattini, V. Chandra, L. Del Zanna, and E. Grossi, Relativistic distribution function for particles with spin at local thermodynamical equilibrium, Ann. Phys. 338, 32 (2013).
- K. Ürmössy and T. S. Biro, Cooper-Frye formula and non-extensive coalescence at RHIC energy, Phys. Lett. B 689, 14 (2010).
- G. Che, J. Gu, W. Zhang, and H. Zheng, Identified particle spectra in Pb–Pb, Xe–Xe and p–Pb collisions with the Tsallis blast-wave model, J. Phys. G 48, 095103 (2021).
- F. Retiere and M. A. Lisa, Observable implications of geometrical and dynamical aspects of freeze out in heavy ion collisions, Phys. Rev. C 70, 044907 (2004).
- W. Florkowski and W. Broniowski, Hydro-inspired parameterizations of freeze-out in relativistic heavy-ion collisions, Acta Phys. Pol. B 35, 2895 (2004).
- E. Schnedermann, J. Sollfrank, and U. W. Heinz, Thermal phenomenology of hadrons from 200A GeV S+S collisions, Phys. Rev. C 48, 2462 (1993).
- B. Abelev et al. (ALICE Collaboration), Centrality determination of Pb-Pb collisions at TeV with ALICE, Phys. Rev. C 88, 044909 (2013).