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1 Pair Contact Process with Diffusion Uwe T¨ auber, Olivier Deloubri` ere and Fr´ ed´ eric van Wijland Department of Physics, Virginia Polytechnic Institute and State University, Blacksburg, Virginia, USA. ITF, Utrecht ; LPT, Orsay and Pˆ ole Mati` ere et Syst` emes Complexes, Paris VII. [email protected] 1 Non-Equilibrium Statistical Physics in Low Dimensions and Reaction Diffusion Sys- tems, Dresden, 22/09/2003 – 10/10/2003

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Page 1: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

1

Pair Contact Process withDiffusion

Uwe Tauber, Olivier Deloubriere and Frederic van Wijland

Department of Physics, Virginia Polytechnic Institute and State University,Blacksburg, Virginia, USA.

ITF, Utrecht ; LPT, Orsay and Pole Matiere et Systemes Complexes, ParisVII.

[email protected]

1Non-Equilibrium Statistical Physics in Low Dimensions and Reaction Diffusion Sys-tems, Dresden, 22/09/2003 – 10/10/2003

Page 2: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Outline

•Motivations

•PCPD (definition, known facts)

•State of the art

•Systematic study of fluctuations (technical)

•Consequences for the critical behavior

•Other processes

Page 3: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Phase transitions in NonEquilibrium Steady-States

•Understanding NESS

•Long-range order without macroscopic currents

•Universality

•Absence of rationalized classification

Page 4: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Absorbing State Transitions

•A particular subclass

•Transition from an active state to a frozen state (possibly degenerate)

•Specific analytical and numerical difficulties

•Experimental issue

Page 5: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Pair Contact Process with Diffusion

•Contact ProcessA → 2A, A → ∅

with exclusion, without diffusion;

•Pair Contact Process

2A → 3A, 2A → ∅

with exclusion, without diffusion;

•�

�Pair Contact Process with Diffusion

2Aλ→ 3A, 2A

k→ ∅

with exclusion, with diffusion;

•Higher order processes

•Coupling to conserved modes

Page 6: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Known analytical facts about the PCPD

•Mean-field equation of the local density field ρ(x, t) = 〈nA(x, t)〉:

∂tρ = D∆xρ − 2kρ2 + λρ2(1 − ρ)︸ ︷︷ ︸

λρ2−λ′ρ3

•Predicted phase diagram

•For k ≥ kc the system falls into an absorbing, particle-free, state.

•For k < kc it reaches a stationary nonzero density

ρ(∞) =λ − 2k

λ′∼ ∆β , ∆ = kc − k

•At k = kc,

ρ(t) =1√2λ′t

∼ t−δ

•Relaxation to the absorbing state is as 1/t

Page 7: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

•Relaxation to the active state is exponentially fast, with typical timeτ ∼ ∆−2.

•Correlation length in the active phase is ξ ∼ τ 1/2.

•β = 1, δ = 1/2, ν = 1 and z = 2.

•�

�Keep in mind the λ′ dependence.

Page 8: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Relevant questions

•Upper critical dimension above which mean-field is valid

•Critical properties below dc

– .New universality class?

– .or known one, like the contact process or the parity conservingone.

– .Understanding why simulations are difficult.

Page 9: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Answers from the simulation experts in d = 2

•G. Odor, M.C. Marques and M.A. Santos (2002): Effective exponentδ

0.48 ≤ δ ≤ 0.55

depending on the diffusion constant.

•H. Chate (2003): Again a slightly faster-than-mean-field decay atcriticality.

•Similar behavior for P. Grassberger (19??).

• Probably mean-field with strong corrections. Hints at dc = 2.

Page 10: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Answers from the simulation experts in d = 1

•Odor, Chate, Kockelkoren: There is an independent universality classwith δ = 0.20.

•Carlon, Barkema: This is the Directed Percolation (or Contact Pro-cess) class.

•All: z ' 1.7 � 2.

•All: Absorbing phase follows A + A → ∅ kinetics. There is an entirecritical line.

•Barkema, Chate: The density of p-uplets scales with time as theparticle density.

•Dornic, Chate: Anticorrelations, which are present in the absorbingphase do not survive up to the critical point.

Page 11: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Analytic strategies

•Howard, Tauber: without mutual exclusion of particles there is nei-ther a critical point (see poster by Paessens and Schutz) nor a steady-state and there are an infinite number of generated vertices;

•Hinrichsen: Phenomenological Langevin equations for ρ(x, t). Doesthis exist? How to choose the noise?

∂tρ = ∆ρ + (λ − 2k)ρ2 − λ′ρ3 + η

〈η(x, t)η(x′, t′)〉 = ...ρ2δ(t − t′)δ(d)(x − x′)

Page 12: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Master equation

•P (n = {ni}, t) is the probability to observe the microscopic config-uration of occupation numbers n.

•|Ψ〉 ≡ ∑

n P (n, t)|n〉.

•Master equation

∂tP (n) =∑

n′

W (n′ → n)P (n′) −∑

n′

W (n → n′)P (n)

is equivalent tod|Ψ〉dt

= −H|Ψ〉

with appropriately chosen H.

• Examples:

Hannihilation = k∑

x

(a†2

x − 1)a2

x

Page 13: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Bosonic field theory with built-in exclusion

• H may evolve only |0〉 or |1〉 states.

• Spin chain formulation not convenient when nonintegrable (all phasetransitions in d ≥ 1, all in d ≥ 2).

• Incorporate exclusion at least for the branching process:

i

Ai+1

Ai+2

∅ →i

Ai+1

Ai+2

A

H = λ[

1 − a†i+2δni+2,0 − δni+2,0ai+2

]

δni,1δni+1,1δni+2,0

• Exact mapping to a field theory: normal order, replace creation a†x

and annihilation ax operators by fields a(x, t) and a(x, t).

Page 14: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Interaction vertices (bare action)

branching and exclusion

branching

annihilation and branching

Page 15: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Bubbles everywhere

=

a2a5

•Problem: all branching processes

2A → (n + 2)A, n ≥ 1

are wildly generated;

•Big problem: all of them are equally relevant;

•Renormalizable theory?

Page 16: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

+

+ +...

= + +

u3

2

u1u2u3

u2

2u2

u2

u3u1

Page 17: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Simple functional RG

• Write the action in the form

Sinteraction =

n≥1

unana2 +∑

n≥1

vnana3

• Identify dc = 2 as the upper critical dimension, and set ε = 2 − d.

• Microscopic couplings are

u1 = 2k − λ, u2 = k − 2λ

• DefineU(x) =

n≥1

unxn

V (x) =∑

n≥1

vnxn (irrelevant)

Page 18: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

• Sit at space scale e` and define scale-dependent couplings:

U(x, `) =∑

n≥1

un(`)xn

Page 19: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

• Sit at space scale e` and define scale-dependent couplings:

U(x, `) =∑

n≥1

un(`)xn

•�

�Beautiful miracle

∂`U = εU − 1

2U∂2

xU

with ε = 2 − d.

•Neither the field nor the diffusion constant pick up any anomalousdimension.

Page 20: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Analysis of the flow

• Fixed function is

G∗(x) = ∆x + εx2, ∆ = a constant

• Effective action at the fixed point is

S =

∫[∆aa2 + εa2a2

]

• Problem: such an effective action does not yield the expected phasediagram.

•�

�Do not throw all irrelevant couplings

• Keep those that are responsible for producing a nontrivial phasediagram.

Page 21: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

A dangerously irrelevant coupling

•RG irrelevance is not synonymous for physical irrelevance.

•To one-loop,

∂`V = (−2 + 2ε)V − 1

2∂2

xV U − 3

2V ∂2

xU

•Among the infinite number of couplings flowing to 0 only one reallymatters.

•The v1(0) = λ′ eventually flows to zero as

v1(`) ∝ exp(y`), y = −2 − ε + 3 ln4

3ε2 + O(ε2)

•Find the effective equation of state at scale e` with v1 and solve it.

Page 22: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Critical behavior of the PCPD near dc = 2

• Critical exponents:

δ =1

2− 3

4ε2 +

3

4ln

4

3ε2 + O(ε3)

β = 1 − 2ε + O(ε2)

ν = 1 +1

2ε + O(ε2)

• But there are two results valid to all orders in ε:

z = 2, η = 0

and a hyperscaling relation

β =2δ

d − 2δ

• Relaxation to the absorbing state follows the annihilation kinetics(as t−d/2).

Page 23: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

PCPD at the upper dc

• Logarithmic corrections in every corner.

• Active phase:

ρ(t → ∞) ∼ ∆ ln2 ∆, ξ ∼ 1

∆ ln1/2 ∆

• Critical point:

ρ(t) ∼ ln3/2 t

t1/2

• Relaxation to the absorbing state:

ρ(t) ∼ ln t

t

Page 24: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Critical comments

• Do the initial conditions lie in the basin of attraction of our fixedpoint?

• Couplings eventually responsible for anticorrelations starts in a pos-itive correlation region.

• Weird things happening at finite ε? Note the bad convergence ofthe ε expansion. Or is it just bad luck?

Page 25: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Comparison with numerical results

•Agreement that dc = 2.

•But the faster-than-mean-field decay in d = 2 is a sign that asymp-totics might not be reached.

•Needless to say both exact results on the exponents disagree withexisting simulations.

•Anticorrelations at variance with the clustering observed in all simu-lations.

Page 26: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Triplet Contact Process with Diffusion

•Triplets involved:

3Aλ→ 4A, 3A

k→ ∅with exclusion, with diffusion;

•dc = 1,

ρ(t) ∼ ln4/3 t

t1/3

•Quite consistent with δ = 0.27 in Kockelkoren-Chate’s simulations.is mean-field in d = 1.

•Similar but higher order processes are mean-field down to d = 1.

Page 27: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Conserved Pair Contact Process with Diffusion

• Idea: introduce an auxiliary species tuned to ensure conservation ofparticles. For instance

2A + Bλ→ 3A, 2A

k→ 2B

• The auxiliary species may be diffusing (faster or slower than theorder parameter) or static.

• Number of accessible absorbing states may become infinite.

• First order transition for DA < DB .

• Discrepancies with simulations expected to be even stronger, but forDA > DB ≥ 0 all exponents are known exactly

d ≤ 2, δ =d

4, z = 2

Page 28: Pair Contact Process with Di usionnesphy03/vanwijland.pdf · Pair Contact Process with Di usion Uwe T auber, Olivier Deloubri ere and Fr ed eric van Wijland Department of Physics,

Final comments

•Approaching a complete classification of absorbing phase transitions.

•Hope to bring some measurable quantities in d = 2 and a couple ofexact results in d = 1 or 2.

•Numerical issue.