1. Overview
The exercise proposed here consists of a search for strange particles, produced from proton collisions at LHC and recorded by the ALICE experiment. It is based on the recognition of their V0-decays, such as Kos → π+π-, Λ→ p + π- and cascades, such as Ξ- → Λ + π- ( Λ → p + π-). The analysis of the events is done visually, using the ALICE event display in the ROOT framework. The identification of the strange particles is based on the topology of their decay combined with the identification of the decay products; the information from the tracks is used to calculate the invariant mass of the decaying particle, as an additional confirmation of the particle species.
In what follows the ALICE experiment and its physics goals are first presented briefly, then the physics motivation for this analysis. The method used for the identification of strange particles as well as the tools are described in detail; then all the steps of the exercise are explained followed by the presentation of the results. In the end the method of collecting and merging all the results is presented and some possible discussion topics are proposed.
2. Introduction
ALICE (A Large Ion Collider Experiment), one of the four large experiments at the CERN Large Hadron Collider, has been designed to study heavy ion collisions. It also studies proton proton collisions, which primarily provide reference data for the nucleus–nucleus collisions. In addition, the proton collision data allow for a number of genuine proton proton physics studies. The ALICE detector has been designed to cope with the highest particle multiplicities anticipated for collisions of lead nuclei at the extreme energies of the LHC.
3. The ALICE Physics
Quarks are bound together into protons and neutrons by a force known as the strong interaction, mediated by the exchange of force carrier particles called gluons. The strong interaction is also responsible for binding together the protons and neutrons inside atomic nuclei.
Although much of the physics of strong interaction is, today, well understood, two very basic issues remain unresolved: the origin of confinement and the mechanism of the generation of mass. Both are thought to arise from the way the properties of the vacuum are modified by strong interaction.
Even though we know that quarks are elementary particles that build up all known hadrons, no quark has ever been observed in isolation: the quarks, as well as the gluons, seem to be bound permanently together and confined inside composite particles, such as protons and neutrons. This is known as confinement. The exact mechanism that causes it remains unknown.
The current theory of the strong interaction (called Quantum Chromo-Dynamics) predicts that at very high temperatures and very high densities, quarks and gluons should no longer be confined inside composite particles. Instead they should exist freely in a new state of matter known as quark-gluon plasma.
Such a transition should occur when the temperature exceeds a critical value estimated to be around 2 000 billion degrees... about 100 000 times hotter than the core of the Sun! Such temperatures have not existed in Nature since the birth of the Universe. We believe that for a few millionths of a second after the Big Bang the temperature was indeed above the critical value, and the entire Universe was in a quark-gluon plasma state.
When two heavy nuclei approach each other at a speed close to that of light and collide these extreme conditions of temperature are recreated and release the quarks and the gluons. Quarks and gluons collide with each other creating a thermally equilibrated environment: the quark–gluon plasma. The plasma expands and cools down to the temperature (10¹² degrees) at which quarks and gluons regroup to form ordinary matter, barely 10-23 seconds after the start of the collision. ALICE will study the formation and the properties of this new state of matter.
4. Strangeness enhancement as a signature for quark gluon plasma
The diagnosis and the study of the properties of quark-gluon plasma (QGP) can be undertaken using quarks not present in matter seen around us. One of the experimental signatures relies on the idea of strangeness enhancement. This was the first observable of quark-gluon plasma, proposed in 1980. Unlike the up and down quarks, strange quarks are not brought into the reaction by the colliding nuclei. Therefore, any strange quarks or antiquarks observed in experiments have been "freshly" made from the kinetic energy of colliding nuclei. Conveniently, the mass of strange quarks and antiquarks is equivalent to the temperature or energy at which protons, neutrons and other hadrons dissolve into quarks. This means that the abundance of strange quarks is sensitive to the conditions, structure and dynamics of the deconfined matter phase, and if their number is large it can be assumed that deconfinement conditions were reached.
In practice, the strangeness enhancement can be observed by counting the number of strange particles, that is particles containing at least one strange quark, and calculating the ratio of strange to non-strange particles. If this ratio is higher than that given by the theoretical models that do not foresee the creation of QGP, then enhancement has been observed.
5. Strange Particles
Strange particles are hadrons containing at least one strange quark. This is characterized by the quantum number of “strangeness”’. The lightest neutral strange meson is the Kos (ds) and the lightest neutral strange baryon is the Λ (uds), characterized as hyperon.
Here we will be studying their decays, for example Kos → π+π-, Λ→ p + π-. In these decays the quantum number of strangeness is not conserved, since the decay products are only composed of up and down quarks. Therefore these are not strong decays (which in addition would be very fast, with a τ = 10-23 s) but weak decays, in which the strangeness can be conserved (ΔS=0) or change by 1 (ΔS=1). For these decays the mean life τ is between 10-8 s and 10-10 s. For particles travelling close to the speed of light, this means that the particle decays at a distance (on average) of some cm from the point of production (e.g. from the point of the proton proton interaction).
6. How we look for strange particles
The aim of the exercise is to search for strange particles produced from proton proton collisions at LHC and recorded by the ALICE experiment.
As mentioned in the previous section, strange particles do not live long; they decay soon after their production. However, they live long enough to travel some cm distance from the interaction point (IP), where they were produced. Their search is thus based on the identification of their decay products, which must originate from a common secondary vertex.
Neutral strange particles, such as Kaons and Lambdas, decay giving a characteristic decay pattern, called V0. The mother particle disappears some cm from the interaction point and two oppositely charged particles appear in its place, which are bent in opposite directions inside the magnetic field of the ALICE solenoid.
In the following red tracks indicate positively charged particles; green tracks indicate negatively charged particles.
The decays we will be looking for are:
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Kos → π+π- | Λ→ p + π- | anti Λ→ p- + π+ |
We see that for a pion-pion final state the decay pattern is quasi-symmetric whereas in the pion-proton final state the radius of curvature of the proton is bigger than that of the pion: due to its higher mass the proton carries most of the initial momentum.
We will also be looking for cascade decays of charged strange particles, such as the Ξ-; this decays into π- and Λ; the Λ then decays into π- and proton; the initial pion is characterized as a bachelor (single charged track) and is shown in purple.
Ξ-→π-Λ→ π- p + π-
The search for V0s is based on the decay topology and the identification of the decay products; an additional confirmation of the particle identity is the calculation of its mass; this is done based on the information (mass and momentum) of the decay products as described in the following section.
7. The (invariant) mass calculation
We consider the above decay of the neutral kaon to two charged pions.
Let E, p and m be the total energy, momentum (vector!) and mass of the mother particle (K0)
Let E1 , p1 and m1 be the total energy, momentum and mass of the daughter particle number 1(π+); and E2 , p2 and m2 the total energy, momentum and mass of the daughter particle number 2 (π-).
Conservation of energy E = E1 + E2 (1)
Conservation of momentum p = p1 + p2 (2)
From relativity (with the assumption c = 1) E2 = p2 + m2 (3)
Where p = |p| is the length or magnitude of the momentum vector p.
This applies, of course, also for the daughter particles
E12 = p12 + m12 (4)
E22 = p22 + m22 (5)
where p1 = |p2| and p2 = |p2| are the lengths of p1 and p2.
From the above equations, we find that:
m2 = E2 - p2 = (E1+E2)2 - (p1 + p2) 2
= E12 + E22 + 2E1E2 - p1.p2 - p2.p2 - 2 p1.p2 (6)
where we have introduced the scalar product p1.p2 of the two vectors p1 and p2, which is equal to the sum of the products of the x, y and z components of the two vectors:
Equation (6) therefore becomes:
m2 = E12 + E22 + 2E1E2 - p12 - p22 - 2p1.p2We can therefore calculate the mass of the initial particle from the mass and the momentum components of the daughter particles.
The masses of the daughter particles m1 and m2 are known: a number of different detectors in ALICE identify particles.
We can therefore calculate the mass of the initial particle from the mass and the momentum components of the daughter particles.
The masses of the daughter particles m1 and m2 are known: a number of different detectors in ALICE identify particles.
The momenta of the daughter particles p1, p2 can be found by measuring the radius of curvature of their trajectory due to the known magnetic field. In the exercise we use the three components of the momentum vector of each track associated with the V0 decay, as in the above equations.
The invariant mass calculation gives typically distributions as shown below.
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The distribution on the left is the mass calculated for pion-proton pairs; the peak corresponds to Lambdas and the continuum is “background” from random combinations of pions and protons which appear as coming from the same secondary vertex or that have been misidentified; the distribution on the right is the mass calculated for negative and positive pion pairs; the peak corresponds to Kos.
8. The tools and how to use them
The exercise is done in the ROOT frame: in a terminal window which is already open on your computer (so that you are in the appropriate directory) you type root masterclass.C. You will be presented with a small window, as shown in the picture.
This offers the choice between demonstration mode, student mode for the event analysis and teacher mode for the collection and merging of the results.
The demo gives examples of Kos, Λ, anti-Λ and Ξ- decays.
The choice of “student mode” for the event analysis and visual search for V0s opens a window as shown in the next figure.
The column on the left offers a number of options: Instructions, Event Navigation, V0 and cascade finder, calculator, selection of what is displayed (tracks, detector geometry...). In addition there is event animation and “Encyclopedia”, with a brief description of the ALICE detector and its main components plus the V0 decay patterns.
The event display shows three views of the ALICE detector (3-dimensional view, rφ projection and rz projection). This is a simplified version of the event display used by ALICE. You can select the information displayed for each event. If you click on the relevant box, you see all the clusters and tracks of the event; if you click the V0 (and cascade) finder boxes, the V0s (and cascades) are highlighted, if they exist. Once a V0 is found, the rest of tracks and clusters of the event can be removed from the display so that only the tracks associated with the V0 are shown. The colour convention is that positive tracks from V0s are red, negative tracks are green (and “bachelors”, in the case of cascades, purple).
By clicking on each track the values of the momentum components and the particle mass, (the one with the maximum probability, from the particle identification algorithms) appear on a little box (next figure, right). This information can be copied to the calculator, which then calculates the invariant mass of the mother particle, using the formula explained in the previous section.
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Rapidity calculation and histograms have been also implemented; these have been foreseen for university students and are beyond the scope of this exercise.
9. The exercise - Analyse events and find the strange hadrons
The analysis part consists of the identification and counting of strange particles in a given event sample, typically containing 100 events. When starting the exercise, you should go to student mode and select the event sample that you will analyse. Currently there are 8 different event samples with data from proton proton collisions at 900 GeV centre-of-mass energy, recorded during November/December 2009.
When looking at each event display, you initially have to click on the vertex, clusters and tracks; you can observe the complexity of the events and the high number of tracks produced by the collisions inside the detectors.
By clicking on ‘V0’ and ‘Cascades’ the tracks from V0 decays - if any - and cascade decays –if any – appear highlighted. By clicking on each track you get the track information – the charge, the three components of the momentum vector and the mass of the most probable particle associated with the track. This has been found from the information provided by the different detectors used for Particle Identification (link). From the decay products you can already guess what the mother particle is; to confirm it, you calculate the invariant mass as described in section 7 and compare its value with the values on the table of your calculator.
If the mass is 497 MeV±13 MeV (in the interval [484, 510] MeV) it is a Kaon;
If the mass is 1115 MeV ±5 MeV (in the interval [1110, 1120] MeV) and the daughter particles are a proton and a negative pion then it is a Lambda.
If the mass is 1115 Me ± 5 MeV (in the interval [1110, 1120] MeV) and the daughter particles are an antiproton and a positive pion then it is an antiLambda.
For a cascade decay, if the mass calculated from the 3 tracks is 1321± 10 MeV (in the interval [1311, 1331] MeV) then it is a Ξ-.
Depending on the outcome, you click on the button “It is a Kaon, Lambda etc”. In this way this entry is added in the corresponding invariant mass histogram.
It can happen that the calculated mass does not correspond to any of the above values; this is “background”: the tracks appear as coming from a secondary vertex, but in this case the vertex has been misidentified. For the purpose of this exercise we will ignore these V0’s.
Not all 100 events in your sample contain V0s and cascade decays. In reality, your sample contains a higher proportion of some strange particles than the real data, otherwise you would hardly see any. For the rarer Ξ- each sample of 100 events has been enriched with respect to the "real" numbers measured from the data analysis by a factor of 10.
10. Presentation of the results
Table 1 summarises the results. The column on the right contains the numbers of Kos, Λ, anti-Λ and Ξ- that you found (provided you remembered to press the “This is a Kaon, Lambda etc“ button). The column on the left contains the numbers of Kos, Λ, anti-Λ and Ξ- corresponding to 100 events (in this case 900 GeV proton-proton interactions) as in the Monte Carlo generators (for example Pythia). These “Monte Carlo numbers” are predicted by theoretical models that do not foresee QGP formation; when an enrichment factor has been used for a particle species in the data sample it is taken into account for the “Monte Carlo numbers” calculation.
You can also look at the invariant mass histograms and check the number of entries for each particle type. When you have analysed all events in your data sample, save the results on a file following the instructions inside the analysis program.
In Table 2 the number of each strange particle species (found in a 100-event sample) is divided by the average number of pions corresponding to 100 events. In this case,
11. Collection of all results
Selecting the option “Teacher” in the initial MasterClass menu, you can collect all the results. Under “Teacher Controls” you select the Get Files option and get, one at a time, the files with the analysis results from each data sample. Obviously you need to transfer the files with the results to the “Teacher’s” computer first! Then, under “Results”, you can look at Table 1 using the full statistics and Table 2, giving the strange/non strange particle ratios, as in the previous section.
12. Discussion
The analysis of the minimum bias proton proton events at 900 GeV shows that this ratio is slightly enhanced but not enough to conclude that QGP was created. The next step is to perform this measurement for high multiplicity proton proton events and finally for lead lead events. Then the ratio of strange to non-strange particles might increase, possibly by a factor 2.
Event samples from 7 TeV proton proton collisions, recorded between 30 March and 4 November 2010, will be created in the future, once the data have been fully analysed and understood; the same applies for the recently recorded data from lead lead collisions at an energy of 2.76 Tev per nucleon pair (first LHC heavy ion run, 7 November – 6 December 2010). At that point the exercise can really “look for quark gluon plasma” based on the strangeness enhancement signature.