rare events and phase transition in reaction–diffusion systems

22
Rare Events and Phase Transition in Reaction–Diffusion Systems Vlad Elgart, Virginia Vlad Elgart, Virginia Tech. Tech. Alex Kamenev, Alex Kamenev, in collaboration with PRE 70, 041106 (2004); PRE 74, 041101 (2006); Ann Arbor, June, 2007

Upload: dustin

Post on 13-Jan-2016

26 views

Category:

Documents


0 download

DESCRIPTION

Rare Events and Phase Transition in Reaction–Diffusion Systems. Alex Kamenev,. in collaboration with. Vlad Elgart, Virginia Tech. PRE 70 , 041106 (2004); PRE 74 , 041101 (2006);. Ann Arbor, June, 2007. Binary annihilation. Lotka-Volterra model. Reaction–Diffusion Models. - PowerPoint PPT Presentation

TRANSCRIPT

Page 1: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Rare Events and Phase Transition in Reaction–Diffusion Systems

Vlad Elgart, Virginia Tech. Vlad Elgart, Virginia Tech.

Alex Kamenev,Alex Kamenev,

in collaboration with

PRE 70, 041106 (2004); PRE 74, 041101 (2006);

Ann Arbor, June, 2007

Page 2: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Reaction–Diffusion Models

FFR

F

RR

2

2

Lotka-Volterra model

Examples:

AA

Binary annihilation

Dynamical rules

Discreteness

Page 3: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Outline:Outline:

Hamiltonian formulation

Rare events calculus

Phase transitions and their classification

Page 4: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Example: Branching-Annihilation

A

AA

2

2 Rate equation:

2 nnt

n

sn

n

time

)(tn

t

sn

0n

Reaction rules:

PDF:

Extinction time

Page 5: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Master Equation Master Equation

• Generating Function (GF):

AAA 2 ; 2

• GF properties:

npn

• Multiply ME by and sum over :

extinction probability

Page 6: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Hamiltonian Hamiltonian

AAA 2 ; 2

• Imaginary time “Schrodinger” equation:

Hamiltonian is non-Hermitian

Page 7: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Hamiltonian Hamiltonian

mAnAFor arbitrary reaction:

mAnA

Conservation of probability

If no particles are created from the vacuum

Page 8: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Semiclassical (WKB) treatment Semiclassical (WKB) treatment

),(exp ),( tpStpG

• Assuming: 1),( tpS

p

SpH

t

SR , Hamilton-Jacoby equation

(rare events !)

),(

),(

qpHp

qpHq

Rq

Rp

ptp

nq

)(

)0( 0

• Boundary conditions:• Hamilton equations:

Page 9: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Branching-Annihilation

AAA 2 ; 2

qpppp

pqqpq

)1()(

)12(22

2

2

1

qqq

p

t

• Rate equation !

sn

Zero energytrajectories !

Page 10: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Extinction timeExtinction time

}exp{ 00 S

qpnqppH sR )1()1(

AAA 2 ; 2

snq )0(

0)( tp

sn

qdpS

)2ln1(2

t

0

Page 11: Rare Events and Phase Transition in  Reaction–Diffusion Systems

DiffusionDiffusion

)(

)(

xqq

xpp

“Quantum Mechanics”

“QFT “

][ ),( x qpDqpHdH R

),(

),(2

2

qpHpDp

qpHqDq

Rq

Rp

• Equations of Motion:

1

2 )(

1

pRp qHqDq

p

• Rate Equation:

Page 12: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Refuge

AAA 2 ; 2

R0),x(

);x(n,0)xq(

0;t)boundary,(

0

p

q

}exp{ dd S

/D

Lifetime:

Instantonsolution

Page 13: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Phase TransitionsPhase Transitions

AAA 2 ; 2

Thermodynamic limit

Extinction time vs. diffusion time

Hinrichsen 2000

c c c

Page 14: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Critical exponents Critical exponents

)( csn

Hinrichsen 2000|| c || c

||||

||

||

c

c

c c

Page 15: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Critical Exponents (cont)Critical Exponents (cont)

d=1 d=2 d=3 d>4

0.276

0.584

0.811 1

1.734

1.296

1.106 1||

How to calculate critical exponents analytically?

What other reactions belong to the same universality class?

Are there other universality classes and how to classify them?

Page 16: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Equilibrium Models Equilibrium Models

• Landau Free Energy:

V

][ 2)()( x )]x([ DVdF

42 )( umV

Ising universality class:

critical parameter

(Lagrangian field theory)

4cd Critical dimension

Renormalization group, -expansion)4 i.e.( d

Page 17: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Reaction-diffusion modelsReaction-diffusion models

• Hamiltonian field theory:

][ ),(dt xdt)],x(qt),,x([ qpDqpHqppS R

p

q

111

V

qqupmpqpHR v ),(

42)( umV

critical parameter

Page 18: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Directed PercolationDirected Percolation

][ 222 v)(dt xdq],[ pqqupmpqqDqppS

• Reggeon field theory Janssen 1981, Grassberger 1982

4cd Critical dimension

Renormalization group,

-expansion cf. in d=3 6/1 81.0

What are other universality classes (if any)?

Page 19: Rare Events and Phase Transition in  Reaction–Diffusion Systems

k-particle processes k-particle processes

• `Triangular’ topology is stable!

Effective Hamiltonian: qqupmpqpH )v( ],[ k

All reactions start from at least k particles

• Example: k = 2 Pair Contact Process with Diffusion (PCPD)

AA

A

32

2

kdc

4

Page 20: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Reactions with additional symmetriesReactions with additional symmetries

Parity conservation:

AA

A

3

02

Reversibility:

AA

AA

2

2

2cd

2cd

Page 21: Rare Events and Phase Transition in  Reaction–Diffusion Systems

First Order Transitions First Order Transitions

• Example:

AA

A

32

Page 22: Rare Events and Phase Transition in  Reaction–Diffusion Systems

Wake up !Wake up !

Hamiltonian formulation and and its semiclassical limit.

Rare events as trajectories in the phase space

Classification of the phase transitions according to the phase space topology