REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado...

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REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012

Transcript of REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado...

Page 1: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

REGGAE – Generator for Uniform Filling of LIPS

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

Zimanyi Winter School 6. 12. 2012

Page 2: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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

2/20

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

n ≥ 4 n ≥ 5,6,8 n ≥ 100

Multiparticle phase space?

Page 3: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

Lorentz invariant phase space - LIPS

dynamics

kinematics & statistics

3/20

LIPS:

Page 4: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

• to calculate σ by Monte Carlo integration

• to generate events

Uniform filling of LIPS?

4/20

Page 5: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

GENBOD generator (F. James)

7/20

fills LIPS uniformly

Page 8: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

Small w Large w

Gas in a box

For large n → Maxwell-Boltzmann with temperature T

11/20

Page 12: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

E(GeV)12/20

Page 13: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

LIPS

Microcanonical ensemble Boltzmann

LIPS-Boltzmannlarge n

large n

E 13/20

Darwin-Fowler method

V n

Page 14: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

Information entropy

14/20

Page 15: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

REGGAE vs other generators numerical integration

15/20

Page 16: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

From LIPS to 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

σ

|M|2 = 2E1 2E

2 …. 2E

n Vn

Page 19: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

Statistical model of hadronization

fireball hadrons

finite V

20/20

Described by microcanonical phase space

Heavy ioncollision

Page 20: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

BACKUP

Page 21: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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 22: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

Standard Numerical Methods of Integration

a b

Rectangular

Trapezoidal

Simpson

6/20

Page 24: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

where

12 variables → 2

M22 = (p1 + p2)

2 M32 = (p1 + p2 + p3)

2

GENBOD generator (F. James)

10/20

Page 25: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.

Pure phase space(Lorentz Invariant Phase Space, LIPS)

numerically

… complicated

1

Pure multiparticle phase space = LIPS

kinematics & statistics4/20

Page 26: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 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: REGGAE – Generator for Uniform Filling of LIPS Ivan Melo, Boris Tomášik, Michal Mereš, Vlado Balek, Vlado Černý Zimanyi Winter School 6. 12. 2012.