Exploring New Small System Geometries in Heavy Ion Collisions
S.H. Lim, J. Carlson, C. Loizides, D. Lonardoni, J.E. Lynn, J.L., Nagle, J.D. Orjuela Koop, J. Ouellette

TL;DR
This paper investigates new small-system collision geometries in heavy ion experiments, aiming to understand quark-gluon plasma formation and the applicability of hydrodynamic models in these novel configurations.
Contribution
It proposes and explores new collision geometries such as p+O, O+O, and light ion+heavy ion systems for heavy ion collision experiments.
Findings
Assessment of potential collision geometries for future experiments.
Discussion on the relevance of hydrodynamics in small systems.
Identification of experimental setups to test medium properties.
Abstract
Relativistic heavy ion collisions produce nuclei-sized droplets of quark-gluon plasma whose expansion is well described by viscous hydrodynamic calculations. Over the past half decade, this formalism was also found to apply to smaller droplets closer to the size of individual nucleons, as produced in and collisions. The hydrodynamic paradigm was further tested with a variety of collision species, including Au, Au, and HeAu producing droplets with different geometries. Nevertheless, questions remain regarding the importance of pre-hydrodynamic evolution and the exact medium properties during the hydrodynamic evolution phase, as well as the applicability of alternative theories that argue the agreement with hydrodynamics is accidental. In this work we explore options for new collision geometries including O and OO proposed for running atâŚ
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Exploring New Small System Geometries in Heavy Ion Collisions
S.H. Lim
University of Colorado, Boulder, Colorado 80309, USA
ââ
J. Carlson
Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
ââ
C. Loizides
Oak Ridge National Laboratory, Oak Ridge, Tennessee 37831, USA
ââ
D. Lonardoni
Facility for Rare Isotope Beams, Michigan State University, East Lansing, Michigan 48824, USA
Los Alamos National Laboratory, Los Alamos, New Mexico 87545, USA
ââ
J.E. Lynn
Institut fr Kernphysik, Technische Universitt Darmstadt, 64289 Darmstadt, Germany
ExtreMe Matter Institute EMMI, GSI Helmholtzzentrum fr Schwerionenforschung GmbH, 64291 Darmstadt, Germany
ââ
J.L. Nagle
University of Colorado, Boulder, Colorado 80309, USA
CEA/IPhT/Saclay, Orsay, 91190, France
ââ
J.D. Orjuela Koop
University of Colorado, Boulder, Colorado 80309, USA
ââ
J. Ouellette
University of Colorado, Boulder, Colorado 80309, USA
Abstract
Relativistic heavy ion collisions produce nuclei-sized droplets of quark-gluon plasma whose expansion is well described by viscous hydrodynamic calculations. Over the past half decade, this formalism was also found to apply to smaller droplets closer to the size of individual nucleons, as produced in p$$+$$p and p$$+$$A collisions. The hydrodynamic paradigm was further tested with a variety of collision species, including p$$+Au, d$$+Au, and 3HeAu producing droplets with different geometries. Nevertheless, questions remain regarding the importance of pre-hydrodynamic evolution and the exact medium properties during the hydrodynamic evolution phase, as well as the applicability of alternative theories that argue the agreement with hydrodynamics is accidental. In this work we explore options for new collision geometries including p$$+O and OO proposed for running at the Large Hadron Collider, as well as, 4HeAu, CAu, OAu, and 7,9BeAu at the Relativistic Heavy Ion Collider.
pacs:
25.75.Dw
I Introduction
The standard evolution picture for relativistic heavy ion collisions includes the formation of a quark-gluon plasma that flows hydrodynamically as a nearly perfect fluid Romatschke and Romatschke (2017); Heinz and Snellings (2013). Smaller collision systems, including p$$+$$p and p$$+$$A at the Relativistic Heavy Ion Collider (RHIC) and the Large Hadron Collider (LHC), reveal particle emission patterns consistent with this standard evolution pictureâfor recent reviews see Refs. Nagle and Zajc (2018a); Loizides (2016). Specific experimental tests with incoming nuclei of different intrinsic geometries have been proposed to further test this picture and also provide additional constraints on pre-hydrodynamic initial conditions and evolution, as well as on the medium properties during hydrodynamic evolution. A specific hypothesis was put forward with predictions for elliptic and triangular flow patterns in p$$+Au, d$$+Au, 3HeAu collisions at RHIC Nagle et al. (2014). Experimental data from the PHENIX experiment in all three systems and for both flow patterns are quite well described within this framework Aidala et al. (2018a).
RHIC has the unique ability to collide, essentially, any pair of ions, even of different nuclear species. Specific proposals for colliding deformed uranium nuclei Voloshin (2010) and comparing the collisions of different isobars Koch et al. (2017) (Zr/Ru) have been implemented at RHIC to test predictions for the chiral magnetic effect and other magnetic field-correlated effects. There have even been proposals that posit that the hydrodynamic evolution is so well understood that one can test hypotheses about possible alpha clustering in small nuclei such as beryllium, carbon, and oxygen via their imprint in the initial geometry RybczyĹski et al. (2018); Zhang et al. (2017); Bozek et al. (2014).
Unlike RHIC, the LHC has only one ion source and is thus limited to symmetric collisions of nuclei, for example, PbPb, and asymmetric systems such as p$$+$$A but where one of the beams is necessarily a proton beam. Opportunistically, for accelerator-related studies, the LHC recently had a run of XeXe lasting only a few hours. Despite the collision system not being specifically motivated for testing a particular hypothesis, the run provides additional dataâsee, for example, Ref. Acharya et al. (2018a), that overall confirms the standard hydrodynamic evolution picture Giacalone et al. (2018) with a couple of interesting puzzles. In a similar way, there is now an exciting possibility for colliding proton on oxygen (p$$+O) and oxygen on oxygen (OO) in upcoming LHC running Citron et al. (2018).
Despite the wealth of data in small systems being described quantitatively by the standard hydrodynamic pictureâsee, for example, Ref. Weller and Romatschke (2017),âthere are completely orthogonal calculations that produce correlations purely from the initial scattering via color fields (see Ref. Dusling et al. (2016) for a useful review). Recently, one variant of such color field calculations was able to qualitatively describe the ordering of elliptic flow in p$$+Au, d$$+Au, 3HeAu Mace et al. (2018), though the reasoning for the ordering is not fully understood Nagle and Zajc (2018b). A critical path to follow to resolve these questions is to have all models provide documented, publicly available code and then to see whether further discrimination and improved understanding can be gleaned from existing experimental data. At the same time, it is worth asking whether additional data in new collision systems can also be elucidating.
One such proposal for new data is to collide polarized deuterons on large nuclei Bozek and Broniowski (2018) and thus to have information on the orientation of the deuteron constituent proton and neutron. This clever idea would specifically test that the correlations are established with respect to the initial geometry of the collision, which would presumably not be true in the context of color field descriptions. At the top RHIC energy, accelerating polarized deuterons in the full ring is a problem because the Siberian snake magnets Roser et al. (2002) are ineffective due to the small anomalous magnetic moment of the projectile***Private communication from Wolfram Fischer. Potential collisions in the fixed-target mode of the Pb beam with a polarized deuteron target is another option that could be explored with LHCb. Another proposal is to run 4HeAu collisions at RHIC, where the more compact projectile might have measurable effects relative to existing data with 3HeAu â â â Communicated to one of us by Berndt MĂźller.
In this study, we explore various new collision geometries in the context of the publicly available hydrodynamic model sonic Habich et al. (2015); Romatschke (2015). We have used a shear viscosity to entropy density ratio of , and bulk viscosity ratio of in our sonic calculations. We have incorporated full -nucleon configurations for light nuclei including 4He, carbon, and oxygen and then used a Monte Carlo Glauber calculation for the initial conditions.
II Modeling Light Nuclei Configurations
The modeling of the initial collision between nuclei is carried out within the context of the Monte Carlo Glauber framework Miller et al. (2007). In such calculations, the nucleons in each nucleus are generally randomly distributed according to a Woods-Saxon distribution such thatâfor a given impact parameter between the two nucleiâone can determine whether individual nucleon-nucleon pairs from the projectile and target experience elastic or inelastic collisions. For previous studies, full three-nucleon coordinate spatial configurations were calculated for 3He Nagle et al. (2014) and made publicly available as part of the PHOBOS Monte Carlo Glauber package Loizides et al. (2015). Calculations in a similar formalism are now included for four-nucleon configurations of 4He. These configurations are generated from a Greenâs Function Monte Carlo simulation of 4He using the Argonne V18 two-nucleon Wiringa et al. (1995) and Urbana IX Pudliner et al. (1997) three-nucleon potentials. The resulting binding energy and charge radius are in very good agreement with experiment (better than 1% agreement)âsee Ref. Carlson et al. (2015) for more details.
Full 12-nucleon configurations are included for carbonâsee Ref. Carlson et al. (2015) for details. Full 16-nucleon configurations are calculated for oxygen. The 16O configurations are generated from quantum Monte Carlo calculations using chiral effective field theory Hamiltonians. In more detail, the employed interaction consists of two- and three-body local chiral potentials at next-to-next-to-leading order (N2LO) with the parametrization of the three-body contact term and coordinate-space cutoff  fm, see Refs. Gezerlis et al. (2013, 2014); Tews et al. (2016); Lynn et al. (2016, 2017); Lonardoni et al. (2018a, b). The initial trial wave function is optimized to minimize the variational expectation value of the chiral Hamiltonian Lonardoni et al. (2018a, b). Such an optimized variational wave function is then used to extract the nucleus configurations in coordinate space.
III Initial Conditions
With the nucleon configurations for the relevant nuclei in hand, we calculate the initial energy density deposited in the collision of two nuclei in the two-dimensional transverse plane. There are various methodologies for such calculations, the simplest of which is to include a two-dimensional Gaussian distribution of energy for each participating nucleon (i.e., any nucleon with at least one inelastic collision). As the simplest case, we employ a Gaussian of width  fm and then have a single scale factor on the overall energy density such that, when run through the full hydrodynamic evolution and hadronic cascade of the sonic model, one matches the measured (or predicted) charged particle multiplicity ().
For small system collisions at = 200 GeV at RHIC, a nucleon-nucleon inelastic cross section of 42 mb is employed, and the scale factor is determined so as to match the measured at midrapidity in 3HeAu collisions measured by the PHENIX experiment Adare et al. (2018). The identical parameter set, including this scale factor, is utilized for all the RHIC collision system predictions. For the p$$+O and OO calculations at = 7 TeV at the LHC, a nucleon-nucleon inelastic cross section of 71 mb is employed, and the scale factor is determined by matching the measured at midrapidity in p$$+Pb collisions at = 5.02 TeV and 8.16 TeV Acharya et al. (2018b); Sirunyan et al. (2018); Abelev et al. (2013). A single scale factor with different inelastic cross sections, namely 68 mb for = 5.02 TeV and 72 mb for = 8.16 TeV, can reproduce at both energies. Of course, in these systems for which no measurements exist, an important check before comparing flow predictions will be to compare particle multiplicity distributions with the measurements after data taking.
As an alternative calculation for the energy density, we utilize the publicly available IP-Jazma framework Nagle and Zajc (2018b). The calculation follows the observation that eccentricities from a full calculation in the saturation dense-dense limit, as encoded in IP-Glasma Schenke et al. (2012), are fully reproduced by modeling Gaussian distributions for each participating nucleon (motivated by the IP-Sat model Kowalski and Teaney (2003)) and then simply multiplying the target and projectile densities in lattice sites in the transverse plane Romatschke and Romatschke (2017). This modeling should provide a closer match than the TRENTO model with parameter , often used to approximately match IP-Glasma conditions Moreland et al. (2015). We note that neither model has the single lattice site spikes characteristic of IP-Glasma calculations, which are essentially artifacts regardless. We have run the IP-Jazma code in the dense-dense mode, without fluctuations, and with IP-Sat Gaussian width 0.32 fm. These IP-Jazma initial conditions should lead to more compact hot spots in OO collisions and thus to somewhat steeper pressure gradients. Of course, these can be reduced by including an additional pre-hydrodynamization stageâoften modeled via free streaming. For the central p$$+O case, the IP-Jazma initial conditions would lead to a somewhat circular energy density distribution, just as earlier implementations of IP-Glasma, and including an ad hoc three-quark substructure would mitigate that effect Mntysaari et al. (2017). For now, we leave such modeling of nucleon sub-structure to future calculations.
IV Predictions: Oxygen Systems p$$+O and OO
We begin with results of calculations for p$$+O and OO collisions at = 7 TeV at the LHC. Shown in Fig. 1 are the mean initial geometric eccentricities () as a function of the collision impact parameter. These results are obtained using the Monte Carlo Glauber initial conditions with a simple nucleon participant Gaussian smearing. The results have somewhat similar in the small impact parameter range ( fm) as expected if there is very little intrinsic geometric shape and the moments are dominated by fluctuations.
A full ensemble of minimum bias events are run through the sonic calculation with an energy density scale factor chosen to match the LHC p$$+Pb data. The resulting at midrapidity in p$$+O (left) and OO (right) are shown in Figure 2. An example OO event is shown in Figure 3 stepping from the initial geometry through the time evolution. Because the geometry is dominated by fluctuations, each event looks quite distinct, and because the number of nucleons is small there are quite wide variations. In this particular event, the initial condition has a somewhat distinct quadrangular shape (i.e., large ) and after evolving hydrodynamically to  fm/c there are four outward patterns corresponding to a larger push along the short axes of the initial geometry (i.e., along the directions of steepest density gradient).
When averaging over many such events, we plot the flow coefficients as a function of in Fig. 4 for events in the highest 5% multiplicity class of p$$+O, OO at = 7 TeV and p$$+Pb at = 8.16 TeV. In the upper panels are the flow coefficients , , and from left to right, and in the lower panels, taking the ratio relative to the initial geometry eccentricities, are . The lower panels thus quantify the translation of the geometry into momentum anisotropies and we find that for the highest 5% multiplicity collisions, the largest translation occurs for OO, then p$$+Pb, and is smallest for p$$+O. Of course, this follows the relative multiplicities going from 72.9, 41.8, and 18.2 respectively. In Fig. 5, if we specifically select event categories such that all three systems have the identical multiplicity of \mbox{\langle dN_{\rm ch}/d\eta\rangle}\approx 18 the ordering changes such that is approximately the same for p$$+O and p$$+Pb, and smaller for OO. The OO geometry in this multiplicity class has the energy density spread over a larger area. The p$$+O and p$$+Pb geometries are more compact and thus have a steeper pressure gradient that translates into a slightly larger momentum anisotropy.
For exploring the initial condition dependence, we have run the identical sonic hydrodynamic evolution code on IP-Jazma generated initial conditions for OO collisions. Figure 6 shows the initial geometry eccentricities comparing the Monte Carlo Glauber and IP-Jazma results. In the small impact parameter collisions, the IP-Jazma initial conditions results in significantly larger eccentricities which is expected because the âhot spotsâ will be smaller because the energy deposit is a multiplicative result from the projectile and target color charge distributions. An interesting feature is that at large impact parameter, the IP-Jazma eccentricities all tend towards zero. In the case of a single nucleon-nucleon collision, the multiplication of two Gaussian color charge distributions, i.e., one from each nucleon, yields exactly a Gaussian which is circularly symmetric and has . We note that these eccentricities in IP-Jazma are sensitive to the IP-Sat Gaussian width and a value larger than 0.32 fm as used here will reduce the eccentricities. A value of 0.50 fm reduces the to the same level as the Monte Carlo Glauber for  fm.
Figure 7 shows a comparison between the previously discussed Monte Carlo Glauber initial conditions and the new IP-Jazma initial conditions both run through the sonic evolution. The left panel compares the multiplicity distributions in both cases. Note that at the lowest multiplicity, the Monte Carlo Glauber case cuts off because one requires at least one nucleon-nucleon collision whereas the IP-Jazma calculation can have a smaller and smaller overlap even in the one nucleon-nucleon collision case. The middle and right panels compare the resulting momentum anisotropies and the anisotropies relative to the initial eccentricity , respectively. As expected, the are larger with the IP-Jazma initial conditions but most of this effect is accounted for when normalizing by the initial geometric deformation. As seen when comparing different systems, the IP-Jazma initial hot spots are smaller and thus have larger pressure gradients and thus after evolution have a slightly larger . Full discrimination between different initial conditions will require the simultaneous constraints from experimental data on the multiplicity distributions, particle spectra, and flow coefficients.
V Predictions: Four (4He) is better than three (3He)
For the comparison of 3HeAu and 4HeAu, we first compute the root-mean-square (RMS) value for the three-dimensional nucleon central coordinates for 3He and 4He which are 1.57 fm and 1.46 fm, respectively. Hence the 4He, being more tightly bound, does in fact have its nucleons most closely held together spatially. Note that these values should not be compared with the RMS charge radius or RMS matter radius for these nuclei, as the quoted values are just accounting for the central coordinate of each nucleon. The full calculations detailed above have been checked and are in good agreement with the measured charge radius. Monte Carlo Glauber results for 3HeAu and 4HeAu at = 200 GeV using the full three- and four- nucleon configurations are shown in Fig. 8 characterizing the eccentricities as a function of impact parameter. The eccentricities are similar with larger values for 3HeAu, and notably the triangularity is quite similar in the two collision systems.
We then run a full ensemble of minimum bias collisions for both systems using identical geometry modeling and hydrodynamic sonic parameters. An example event for 4HeAu is shown in Fig. 9. We then calculate the flow coefficients as a function of for both systems in the highest 5% multiplicity events as shown in Fig. 10. The resulting values are quite similar for the two systems, though the translation from geometry as characterized by is larger for the 4HeAu system. To determine if this is related to the slightly higher multiplicity or the more compact initial geometry, we make the comparison in Fig. 11 where the event categories are selected to match in multiplicity. The results confirm that, just as in the p$$+O, OO, and p$$+Pb comparison above, it is also true in the 3HeAu and 4HeAu case that the more compact source leads to larger flow.
VI Carbon/Oxygen/Beryllium and Alpha-Clusterization
Numerous studies have been carried out following the hypothesis that some light nuclei have structures dominated by clustering RybczyĹski et al. (2018); Zhang et al. (2017); Bozek et al. (2014). For example, if a carbon nucleus was composed of three clusters centered on the corners of a triangle, observable consequences might be seen in the measurement of enhanced triangular flow in collisions of carbon on a heavy nucleus, e.g., CAu. Of course, if the goal is to resolve questions regarding nuclear structure, the effects must be significantly larger than uncertainties in the hydrodynamic evolution translating these initial structures into momentum flow anisotropies. Most analyses have implemented very simple nuclear geometries, and we have implemented one such geometry following Ref. RybczyĹski et al. (2018). For carbon, one assumes that three -like clusters are centered at the corners of a perfect equilateral triangle with the length of each side taken to be  fm. The RMS distance of each nucleon within the -like cluster relative to a corner of the triangle is set to  fm. This is significantly smaller than the RMS radius of 1.46 fm for nucleon center coordinates in the 4He configurations discussed above. In a similar fashion, Oxygen is assumed to have -like clusters at the corners of a tetrahedronâa pyramid with four sides, each being an identical equilateral triangle. The length along each triangle is set to  fm, and again the RMS distance of each nucleon within the -like cluster relative to a corner of the triangle is set to  fm. It is notable that in some other works, for example, Ref. Bozek et al. (2014), they also enforce a minimum closest distance between nucleons of  fm. In a recent analysis of p$$+Pb and PbPb data, a similarly large value of  fm was favored though with large uncertainties Moreland et al. (2018). We do not include any minimum distance and highlight that in the full -nucleon configurations there nucleon pairs at significantly smaller separations and thus these large values are likely compensating for some other geometric effect.
Figure 12 shows the as a function of the number of participating nucleons from Monte Carlo Glauber simulations of CAu (left) and OAu (right). The blue lines are the results from the above detailed triangle and tetrahedron configurations for carbon and oxygen, respectively. In the CAu case, for \mbox{N_{\rm part}}>45 there is an increase in the triangularity, and then for \mbox{N_{\rm part}}>65 a slight decrease is seen. The intrinsic triangularity imposed by the carbon geometry is substantially washed out by the fact that the plane of the triangle is randomly oriented in three-dimensional space. However, the number of participating nucleons is increased by having the triangle oriented in the transverse plane such that the three clusters hit different parts of the target nucleus. This explains the enhancement. Once the triangle is oriented as such, one can gain some further increase in hitting the target nucleons by having the randomly thrown nucleons from each cluster being further spread out from each other, which slightly decreases the triangularity. If instead of using the parameter  fm, we actually generate the four-nucleon positions relative to the corner coordinate by sampling from the full 4He configurations, it is almost equivalent to just using a larger value for . We find that doing so results in a significant reduction in the for \mbox{N_{\rm part}}>45.
A similar pattern for as a function of participating nucleons is seen for OAu collisions, except that the enhancement is more pronounced even at lower . This is because the tetrahedron geometry always has some triangularity in the transverse plane regardless of its orientation in three dimensions.
Also shown as black curves are the results from the full 12- and 16- nucleon configurations from carbon and oxygen respectively. In this case, no strong enhancement is observed. To glean if any effect of -clustering or nucleon correlations is apparent, we generated so-called âreshuffledâ configurations such that the radial distribution of nucleons is identical to the full configurations but with no nucleon-nucleon correlations possible. These reshuffled results are shown as red curves. One can see only a very small enhancement in the triangularity in both the CAu and OAu cases in the full configuration relative to the reshuffled one.
These results indicate that though there may be some clustering in full configurations for carbon and oxygen, it is less than indicated in the simple toy geometry picture. This is not surprising as the toy model result is also seen to be reduced by additional spreading of the cluster geometry and it is obvious that there would be event-by-event variations in the triangle configuration parameter .
Because the LHC is planning p$$+O and OO runs Citron et al. (2018), it is insightful to compare just the distribution of when using the full 16-nucleon configuration for the oxygen as opposed to the -cluster tetrahedron model. The results for p$$+O (left) and OO (right) shown in Fig. 13 show a significant change in the distributions, and much more so for p$$+O. In fact, there is a pronounced enhancement in the tetrahedron model in the probability for \mbox{N_{\rm part}}=5 which means the single projectile proton is striking all four target nucleons, from the same cluster. There is also a significantly larger tail of large values going up to \mbox{N_{\rm part}}=9 which correspond to cases where the projectile proton is lined up with one edge of the tetrahedron and thus has an increased probability to hit all eight nucleons in two clusters centered on the corners of that edge. Even though detailed modeling of particle production will be required, the experimental data should easily be able to discriminate the full configuration case from the simple tetrahedron case.
A potentially more interesting collision projectile, instead of carbon or oxygen on a heavy nucleus, would involve beryllium isotopes 7Be or 9Be, as discussed also in Ref. RybczyĹski et al. (2018). The -cluster picture would predict 7Be as a molecule-like state of 4He and 3He, while 9Be would have two 4He nuclei and an extra neutron. This would lead to a significant elliptical deformation compared with a spherically symmetric distribution of seven or nine nucleons. In this case, there are strong theoretical indications for this deformation Reinhard et al. (2011), though currently there are no available seven- and nine- nucleon configurations, as we have used for other light nuclei. Such calculations would provide a key input to motivate such collisions of beryllium isotopes on heavy nuclear targets. One could view this as analogous to running d$$+Au but with a larger energy deposition and over a larger area for each of the two hot spots. An example 9BeAu event run through the sonic evolution is shown in Fig. 14. Running with 9Be projectiles at RHIC should be possible, while 7Be would present much greater challengesâĄâĄâĄPrivate communication from Wolfram Fischer. In our view, this would be quite interesting if the nuclear structure were well constrained, thus providing an additional key test of the time evolution dynamics. Running a new geometry to test both the nuclear structure and the evolution would be suboptimal. Additionally, any such running would require detector configurations capable of measuring long-range correlations via multiple pseudorapidity ranges to disentangle flow and non-flow.
VII Summary
Running different nuclear collision geometries at RHIC and the LHC has proven insightful for understanding the basic physics at play, particularly in small systems. In this paper we explore additional geometries and make specific predictions using the publicly available Monte Carlo Glauber, IP-Jazma, and hydrodynamic evolution sonic codes. The results incorporate new calculations of the full -nucleon configurations for 4He, carbon, and oxygen nuclei. Hydrodynamic calculations with sonic indicate flow anisotropies that approximately scale with initial eccentricities, and have an additional dependence on the compactness of the initial geometry. Having robust calculations on the nucleon configurations for beryllium isotopes could make 7,9BeAu collisions of great interest. Additionally, a future upgrade at the LHC to allow collision between two different nuclei would be most beneficial.
Acknowledgements
We acknowledge Paul Romatschke for useful discussions, support of the publicly available sonic code, and a careful reading of the manuscript. We acknowledge useful discussions on running options at RHIC with Wolfram Fischer in Brookhaven National Laboratory, Collider-Accelerator Division. We acknowledge Stefano Gandolfi for his help and support in generating the 16O configurations from quantum Monte Carlo simulations. J.L.N. also acknowledges Giuliano Giacalone, Jean-Yves Ollitrault, and Hugo Pereira da Costa for many helpful discussions on small system geometry.
S.H.L., J.L.N., and J.O.K. acknowledge support from the U.S. Department of Energy, Office of Science, Office of Nuclear Physics under Contract No. DE-FG02-00ER41152. J.L.N. is thankful for generous support from CEA/IPhT/Saclay during his sabbatical time in France and the Munich Institute for Astro- and Particle Physics (MIAPP) of the DFG cluster of excellence âOrigin and Structure of the Universeâ during his time in Germany. J.O. acknowledges support from the U.S. Department of Energy, Office of Science, Office of Nuclear Physics under Contract No. DE-SC0018117. C.L. is supported by the U.S. Department of Energy, Office of Science, Office of Nuclear Physics, under Contract No. DE-AC05-00OR22725. The work of D.L. was supported by the U.S. Department of Energy, Office of Science, Office of Nuclear Physics, under Contract No. DE-SC0013617, and by the NUCLEI SciDAC program. Computational resources have been provided by Los Alamos Open Supercomputing via the Institutional Computing (IC) program, and by the National Energy Research Scientific Computing Center (NERSC), which is supported by the U.S. Department of Energy, Office of Science, under Contract No. DE-AC02-05CH11231. The work of J.E.L. was supported by the BMBF under contract No. 05P15RDFN1. Calculations for this research were also conducted on the Lichtenberg high performance computer of the TU Darmstadt.
Appendix A Predictions from the AMPT Model
In the hydrodynamic paradigm, small system collectivity arises from the translation of the initial collision geometry into the final state through interactions among fluid elements. In contrast, the model known as A-Multi-Phase-Transport Lin et al. (2005) (ampt) achieves this same translation in its string melting mode by modeling the medium as a collection of interacting quarks and antiquarks. In brief, the model uses hijing Wang and Gyulassy (1991) for the geometric initialization of the colliding nuclei, extending Lund color strings between pairs of interacting nucleons from which hadrons are emitted. These hadrons then dissociate into their valence quark content, which enter a partonic scattering stage. At the end of this stage, hadronization proceeds via coalescence of (anti)quarks in close spatial proximity. Lastly, the hadrons enter a hadronic scattering stage.
The ampt model was successfully used to describe various aspects of small system collectivity, as observed both at LHC Bzdak and Ma (2014) and RHIC energies Orjuela Koop et al. (2015, 2016); Aidala et al. (2017, 2018b). It is, therefore, of interest to examine flow predictions from the publicly available ampt model in p$$+O and OO collisions.
Final-state particle production in ampt depends primarily on the parametrization of the Lund string fragmentation function, which determines the tension of the color string. It was shown that a specific set of string parameters (namely, and GeV*-2*) are well suited to simultaneously describe charged particle multiplicity, spectra, and particle-identified in PbPb and p$$+Pb collisions at LHC energies Lin (2014). In the absence of experimental p$$+O and OO data to constrain the model, we take the above set of string parameters to run our ampt calculations. All ampt results are calculated with a parton-parton cross section  mb.
Figure 15 shows particle production at midrapidity per participant nucleon pair, \mbox{\langle dN_{\rm ch}/d\eta\rangle}/({N_{\rm part}}/2), as obtained from ampt for PbPb, p$$+Pb, and OO collisions at  TeV. Here we show all systems at the same to directly compare particle production. Shown for comparison is a corresponding experimental measurement in PbPb by the ALICE collaboration Adam et al. (2016), which demonstrates that the chosen string parameters indeed allow the model to reproduce particle production as observed in PbPb collisions at LHC energies.
A striking feature of Fig. 15 is the steep rise in particle production in OO compared to PbPb collisions. It is notable that the ratio of the number of binary collisions to number of participating nucleons is significantly higher in OO collisions compared to either PbPb or p$$+Pb collisions and it may explain the difference in particle production scaling in ampt. We highlight that in the hydrodynamic sonic calculations shown earlier, we follow the assumption that deposited energy density is additive via the contributions from each participating nucleon. Thus, the sonic calculations have a significantly lower in the 0â5% highest multiplicity events compared with the ampt results. Experimental data will be needed to constrain these particle production models before a final comparison can be made with the calculated flow coefficients.
Figure 16 shows flow coefficients , , and for unidentified charged hadrons in ampt p$$+O and OO collisions at  TeV, as a function of particle for the 0%â5% most central events. Flow coefficients are calculated in two different ways. The true flow, defined as that relative to the initial event geometry, is calculated as follows
[TABLE]
where the collision plane is estimated using the early-time coordinates of partons as they emerge from string melting. In contrast, flow coefficients calculated using two-particle correlations are given by
[TABLE]
and include non-flow contributions from processes such as jet fragmentation, resonance decays, etc. The are always larger than the corresponding . One reason is that the former also include these non-flow contributions that are random with respect to the initial geometry. Furthermore, is a measure of the RMS of the flow coefficient, while the is strictly the average. This difference is particularly notable in the results where the quantity has a significant cancellation effect from positive and negative contributions, and the average in the p$$+O case is in fact negative (and hence does not appear in the panel).
Both the ampt and are larger than the sonic results. This is expected just from the larger particle production in ampt. One could tune the ampt selection to more closer match the participant scalings used for the sonic energy density input; however, we leave this as a future exercise when experimental data can constrain the models.
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