uniform filling of multiparticle phase space ivan melo, boris tomášik, michal mereš, vlado balek,...

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Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

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Page 1: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Uniform Filling of Multiparticle Phase Space

Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý

Seminár Bratislava 24. 12. 2012

Page 2: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

e+e- event s at 4 5 +4 5 GeV / c

D E L PH I

A u+A u E vent s at 10 0 +10 0 GeV / c

S T A R

e+e- , L E P H eavy ion, RH I C

Event: E, px, py, pz každej častice E2 = p2 + m2

2/20

LEP:LHC (pp):LHC (Pb Pb):

n ≥ 4 n ≥ 5,6,8 n ≥ 100

Multiparticle phase space?

Page 3: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Lorentz invariant phase space - LIPS

dynamics

kinematics & statistics

3/20

LIPS:

Page 4: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

• to calculate σ by Monte Carlo integration

• to generate events

Uniform filling of LIPS?

4/20

Page 5: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Monte Carlo Integration

x1x2x3 x4 x5x6 x7 x8

Sample mean method

xi have to be uniformly distributed

5/20

Φn

f = |M|2

Page 6: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Event generation

• Take event uniformly distributed in

• Calculate weight w = |M|2 for this event

• Accept this event with probability w/wmax

wmax

w = |M|2

Φn

w

Φn

6/20

Page 7: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

GENBOD generator (F. James)

7/20

fills LIPS uniformly

Page 8: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

• Generate M2, M3 uniformly within kinematic limits• Calculate weight w • Accept M2, M3 with probability w/wmax• Generate angles, calculate momenta, boost to Lab system

M2

wM3

wmax

Generate events with Genbod

8/20

M22 = (p1 + p2)

2

M32 = (p1 + p2 + p3)

2

Page 9: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

GENBODw/wmax very lowGood for n < 30

RAMBOw/wmax much better, = 1 for massless particlesGood for n < 100 relativistic particles

NUPHAZw/wmax best so far, = 1 for massless particlesBetter than RAMBO, relativistic particles

GENBOD vs other generators

9/20

Page 10: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

REGGAE (Tomášik, Mereš, Melo,Balek,Černý)

• Use Genbod in the 1st step to generate event with any w

• Let the particles in the event collide virtually to reach the most probable configurations in the phase space with w → 1

Aim to generate pure phase space events with high multiplicity and efficiency for both relativistic and nonrelativistic particles

(REscattering after Genbod GenerAtor of Events)

θ

10/20

Computer Physics Communications 182 (2011) 2561-2566.

Page 11: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Small w Large w

Gas in a box

For large n → Maxwell-Boltzmann with temperature T

11/20

Page 12: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

LIPS

Microcanonical ensemble Boltzmann

LIPS-Boltzmannlarge n

large n

E 12/20

Darwin-Fowler method

Page 13: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

E(GeV)13/20

Page 14: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Information entropy

14/20

Page 15: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

REGGAE vs other generators numerical integration

15/20

Page 16: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

n = 30 particles with mass 1 GeV, pa+pb = (100 GeV, 0, 0, 0)

n = 60 particles with mass 1 GeV

16/20

Page 17: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

What next?REGGAE can fill LIPS uniformly for fixed n and chemical composition

… but can we predict if total CM energy prefers to convert to, say, n=50 or n=60 particles? I.e. generate events with different n?

17/20

Page 18: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Question: Molecules colliding in a box give canonical Boltzmann, how is this different from REGGAE collisions which give LIPS-Boltzmann?

Answer: Molecules in a box collide in both momentum and configuration space

Question: Can we adjust REGGAE collisions to get canonical Boltzmann?

Question: If we get canonical Boltzmann, do we also get uniform filling of the microcanonical phase space?

18/20

Page 19: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

What is the difference between LIPS and microcanonical phase space?

• LIPS counts states in the momentum space, these states are asymptotic (infinite volume)

• Microcanonical counts states both in momentum and configuration space

which has finite volume V

Vn

19/20

Page 20: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Statistical model of hadronization

fireball hadrons

finite V

20/20

Described by microcanonical phase space

Heavy ioncollision

Described by LIPS (?)

Page 21: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

BACKUP

Page 22: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Mn → 1 + 2 + 3 + … + n Mn2 = (pa + pb)

2

M2 → 1 + 2 M22 = (p1 + p2)

2

M3 → 1 + 2 + 3 → 3 + M2 M32 = (p1 + p2 + p3)

2

Mn Mn-1 M3 M2

n-1n 3 2

1. . .

GENBOD generator (F. James)

Each 2-body decay evaluated in the CM frame of 2 daughters

Page 23: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Standard Numerical Methods of Integration

a b

Rectangular

Trapezoidal

Simpson

6/20

Page 24: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

where

12 variables → 2

M22 = (p1 + p2)

2 M32 = (p1 + p2 + p3)

2

GENBOD generator (F. James)

10/20

Page 25: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Pure phase space(Lorentz Invariant Phase Space, LIPS)

numerically

… complicated

1

Pure multiparticle phase space = LIPS

kinematics & statistics4/20

Page 26: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012

Standard methods vs MC

SimpsonTrapezoidalRectangular

Standard methods

Monte Carlo Number of dimensions

1

2

d

1/n 1/n2 1/n4 1/√n

1/√n 1/n 1/n2 1/√n

1/√n1 1 1

n1/d n2/d n4/d

(Error scaling with n)

8/20

Page 27: Uniform Filling of Multiparticle Phase Space Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Seminár Bratislava 24. 12. 2012