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Measuring flow, nonflow, fluctuations

Measuring flow, nonflow, fluctuations. Jean-Yves Ollitrault, Saclay BNL, April 29, 2008 Workshop on viscous hydrodynamics and transport models. Outline. Definition Methods & observables An improved event-plane method to measure flow without nonflow

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Measuring flow, nonflow, fluctuations

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  1. Measuring flow, nonflow, fluctuations Jean-Yves Ollitrault, Saclay BNL, April 29, 2008 Workshop on viscous hydrodynamics and transport models

  2. Outline • Definition • Methods & observables • An improved event-plane method to measure flow without nonflow • Residual systematic errors on v2, v4 • Flow fluctuations

  3. Definition Elliptic flow is defined as v2=<cos(2(φ-φR))>, where φRis the azimuthal angle of the reaction plane, but we cannot measure φR: There is always a model underlying flow analyses.

  4. A simple model In a sample of events with the same centrality and same reaction plane (same geometry), assume • Symmetry with respect to φR • No long-range correlation: • f(p1,p2)-f(p1) f(p2) scales like 1/M (multiplicity), with M»1, • 3-particle correlations (cumulants) scale like 1/M2, etc. Bhalerao Borghini JYO nucl-th/0310016 Note that elliptic flow involves only the single-particle distribution f(p): v2=<cos(2(φ-φR))>. 2. implies in particular no fluctuation of elliptic flow. Then, one can extract v2 from data.

  5. Methods & observables • 2-particle <cos(2(φ1-φ2))>=v22 Variants: Event-plane method (all experiments at RHIC), scalar-product method (STAR), 2-particle cumulants (PHENIX, STAR) • 3-particle <cos(2φ1-φ2-φ3)>=v2v12 v2{ZDC-SMD} (STAR) • ≥ 4-particle «cos(2(φ1+φ2-φ3-φ4))»=v24 4-particle cumulants, Lee-Yang zeroes (STAR)

  6. The event-plane method Uses an event-by-event estimate of the reaction plane φR, the event plane ψR, defined as the azimuth of the Q vector Qx=Q cos(2 ψR)=∑ cos(2 φj) Qy=Q sin(2 ψR)=∑ sin(2 φj) One then estimates elliptic flow as v2{EP}=<cos(2(φ-ψR))>/R Where R is a « resolution » correction.

  7. Comparison between methods • The event plane method is intuitive, but it amounts to measuring (sums of) 2-particle correlations, which doesn’t mean collective motion into some preferred direction. One measures flow+nonflow. • Higher-order methods (4-particle cumulants, Lee-Yang zeroes) are able to get rid of nonflow systematically, but they are less intuitive: appear as a « black box » to non experts. They also have larger statistical errors.

  8. Nonflow: should we bother? • Recent results seem to indicate that differences between methods at RHIC are dominated by flow fluctuations, rather than nonflow effects. • However, one should remember that a price has been paid for removing nonflow: e.g., rapidity gaps between particle and event plane • Nonflow is there at high pt. Will be larger at LHC. • In addition, there are detector-induced nonflow effects: split tracks, detectors with overlapping acceptance. • A method which is free from nonflow effects guarantees more flexibility in the analysis, and an increased resolution (all pieces of the detector can, and should, be used: we are interested in collective effects).

  9. Autocorrelations & nonflow In the event-plane method, one must remove the particle under study from the event plane (Danielewicz & Odyniec, 1985) Qx=Q cos(2 ψ’R)=∑’ cos(2 φj) Qy=Q sin(2 ψ’R)=∑’ sin(2 φj) Otherwise there are trivial autocorrelations between φ and ψR. There is not a unique event plane for all particles! v2 from autocorrelations alone is ~5% at RHIC! Nonflow effects are qualitatively similar to autocorrelations: a particle in the event plane is correlated (~ collinear) to the particle under study. Unfortunately, there are much harder to remove. A method which removes nonflow effects will automatically remove autocorrelations as well.

  10. Improving the event-plane method A. Bilandzic, N. van der Kolk, JYO, R. Snellings, arXiv:0801.3915 A mere reformulation of Lee-Yang zeroes Event-plane method: v2{EP}=<cos(2(φ-ψR))>/R Q 2(ψR-φR) V2 Reaction plane φR One uses only ψR, not Q. We improve the event-plane method by using also Q This can be done in such a way as to remove nonflow effects !

  11. Event plane and event weight Instead of v2{EP}=<cos(2(φ-ψR))>/R, We define v2{LYZ}=<WR(Q)cos(2(φ-ψR))>. WR(Q)=J1(r Q)/Cis the event weight, where r=2.404/V2, and C is a normalization constant depending on the resolution (Simulations: Naomi van der Kolk)

  12. Why a Bessel function? Test: if there is no flow, the result should be 0. J1(rQ)cos(2(φ-ψR))=(-i/2π)∫dθ exp(irQθ) cos(2(φ-θ)), whereQθ≡Q cos(2(ψR-θ)) is the projection of the Q vector onto the direction 2θ. Separate the Q vector into flow and nonflow parts. Average over events: flow and nonflow are uncorrelated <exp(irQθ)cos(2(φ-θ))> = <exp(irQflowθ)> x <exp(irQnonflowθ) cos(2(φ-θ))> r is defined such that <exp(irQflowθ)>=0 (Lee-Yang zero). Test OK: nonflow & autocorrelations removed.

  13. Simulations for ALICE Input v2(pt) : linear below 2 GeV, constant above Resolution: χ=1, corresponding to R=<cos(2 ΔψR)>=0.71 in the standard event-plane analysis Top: flow only Bottom: flow+nonflow, simulated by embedding collinear pairs of particles, irrespective of pt. Simulations: Ante Bilandzic (cumulants) and Naomi van der Kolk (Lee-Yang zeroes)

  14. Technical issues • Statistical errors are much larger with Lee-Yang zeroes if the resolution is too low. As a rule of thumb, one needs χ2 ≡ ∑v22≥ 1 (typically 400 particles seen at RHIC) Use all detectors! • Lee-Yang zeroes do better than the standard event-plane method if the detector lacks azimuthal symmetry. No flattening procedure is required, because one projects the flow vector onto a fixed direction θ (Selyuzhenkhov & Voloshin, arxiv:0707.4672) With a 60 degrees dead sector in the detector, the relative error on v2 is only 1%, and this 1% can be corrected. • The improved event-plane method works for v2 only, not for v4 (the original Lee-Yang zeroes method does both).

  15. Systematic uncertainties There are residual systematic uncertainties due to • Non-gaussian fluctuations of the Q- vector (higher-order terms in the central limit expansion) : δv2/ v2~ 1/M2v22, where M is the multiplicity of detected particles • Non-isotropic fluctuations of the Q vector.δv2/ v2~ 1/M+v4/Mv22(cf talk by P. Sorensen) This must be compared to the error from nonflow effects in the standard method δv2/ v2~ 1/Mv22, a factor M~400 larger The higher harmonic v4has a systematic uncertainty of (absolute) order 1/M, due to an interference between flow and nonflow, which no method is presently able to correct. Borghini Bhalerao JYO nucl-th/0310016 STAR nucl-ex/0310029

  16. What are flow fluctuations? • v2 can be defined event by event if φR is known • Even if φR is not known, one can define an event v2 from the ellipse formed by outgoing particles Both quantities are dominated by trivial statistical fluctuations ~1/√M~5%. Not interesting! Consider a superposition of several samples of events, each sample as defined above (symmetry with respect to φR, no long-range correlation for fixed φR), with its own v2 We are interested in the dynamical fluctuations, i.e., the fluctuations of v2 from one sample to the other.

  17. Effect of fluctuations on flow estimates • 2-particle : v2{2}2=<v2>2+δv22+nonflow • 4-cumulant, Lee-Yang zeroes: v2{4}2=<v2>2-δv22 • v2{2}2- v2{4}2=nonflow+2 δv22: we always see the sum of fluctuations and nonflow, because fluctuations and correlations really are the same thing. • One possibility to disentangle nonflow from fluctuations is to use the reaction plane from directed flow Wang Keane Tang Voloshin nucl-ex/0611001 Nonflow only Reaction plane Nonflow+fluctuations

  18. Au +Au 200 GeV STAR preliminary No symmetry with respect to φR ! PHOBOS collaboration, nucl-ex/0510031 The ellipse defined by participant nucleons, which defines the direction where elliptic flow develops may be tilted relative to φR We should think of fluctuations of v2 as 2-dimensional. If fluctuations are gaussian, v2{4} is the center of the gaussian, i.e., the standard eccentricity, and v2{SMD-ZDC}=v2{4} Voloshin Poskanzer Tang Wang arXiv:0708.0800 Bhalerao JYO nucl-th/0607009

  19. Eccentricity fluctuations are not gaussian PHOBOS, arXiv:0711.3724 The positions of participant nucleons are strongly correlated! (2 dimensional percolation)

  20. Conclusions • We are able to eliminate nonflow correlations. This requires to weight events depending on the length of the flow vector. • In order to match theory with experiment, we must improve our quantitative understanding of eccentricity, and eccentricity fluctuations

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