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Twenty five years after KLS a celebration of non-equilibrium statistical mechanics

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Title: Driven Lattice Gases Author: rkpzia Last modified by: rkpzia Created Date: 6/6/2004 4:34:40 AM Document presentation format: On-screen Show Company – PowerPoint PPT presentation

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Title: Twenty five years after KLS a celebration of non-equilibrium statistical mechanics


1
Twenty five years after KLS a celebration of
non-equilibrium statistical mechanics
SMM100, Rutgers, December 2008
R. K. P. Zia Physics Department, Virginia Tech,
Blacksburg, Virginia, USA
Many here at SMM100
supported in part by
2
Whats KLS ? and 25 years after?
3
Outline
  • Overview/Review (devoted to students and
    newcomers)
  • Whats the context of KLS? .. Why study
    these systems?
  • Driven Ising Lattice Gas (the standard model -
    KLS) .and Variations
  • Novel properties many surprises
  • some understood, much yet to be understood

4
Outline
  • Over/Review what did we learn?
  • Outlook what else can we look forward to?

5
Whats the context of KLS? Why study these
systems?
Over/Review
  • Non-equilibrium Statistical Mechanics
  • detailed balance respecting/violating dynamics
  • t-dependent phenomena vs. being stuck
  • stationary states with d.b.v. dynamics
  • non-trivial probability currents and
    through-flux .of energy, matter (particles),
    etc.
  • ps Master equation approach, detailed balance,
    Kolmogorov criterion

P, P
?t P(C , t) S R(C ? ? C) P(C ?, t) ? R(C ?
C ?) P(C , t) C ?
.

6
cartoon of equilibrium vs. non-quilibrium
7
Whats the context of KLS? Why study these
systems?
Over/Review
  • Non-equilibrium Statistical Mechanics
  • Fundamental issue
  • Systems in non-equilibrium steady states
    cannot be understood in the Boltzmann-Gibbs
    framework.
  • Whats the new game in town?

8
Whats the context of KLS? Why study these
systems?
Over/Review
  • Non-equilibrium Statistical Mechanics
  • Physics of many systems all around us
  • fast ionic conductors (KLS)
  • micro/macro biological systems
  • vehicular/pedestrian traffic, granular flow
  • social/economic networks
  • ?

9
Whats the context of KLS? Why study these
systems?
Over/Review
Perhaps we can gain some insight through SIMPLE
systems, like the Ising model
  • Non-equilibrium Statistical Mechanics
  • Physics of many systems all around us

But, real life is VERY COMPLEX!
10
Whats the original KLS?
Over/Review
  • Take a simple interacting many-particle system
  • (Ising model lattice gas version, for the ions)
  • Drive it far from thermal equilibrium
  • (by an external DC electric field)
  • Does anything new show up ?

11
Ising Lattice Gas
Over/Review
  • Take a well-known equilibrium system

12
Ising Lattice Gas
Over/Review
  • Take a well-known equilibrium system,
  • evolving with a simple dynamics

going from C to C ? with rates R(C ? C ?) that
obey detailed balance
R(C ? C ?) / R(C ? ? C) expH(C ?) ?
H(C)/kT
so that, in long times, the system is described
by the Boltzmann distribution P(C) ? exp ?
H(C) / kT
13
Ising Lattice Gas
Over/Review
  • Take a well-known equilibrium system,
  • evolving with a simple dynamics

R(C ? C ?) / R(C ? ? C) expH(C ?) ?
H(C)/kT
one favorite R is Metropolis, e.g.,
14
Driven Ising Lattice Gas
Over/Review
  • Take a well-known equilibrium system
  • Drive it far from thermal equilibrium..... (by
    some additional external force, so particles
    suffer biased diffusion.)

e.g., effects of gravity (uniform field)
a - lattice spacing J0 case
  • Cant have PBC !!
  • Get to equilibrium with
    extra potential term NOTHING new!

15
Driven Ising Lattice Gas
Over/Review
  • Take a well-known equilibrium system
  • Drive it far from thermal equilibrium..... (by
    some additional external force, so particles
    suffer biased diffusion.)

PBC possible with electric field, E
(non-potential, rely on ?tB)
LOTS of surprises!
unit charge and a with E gt 2J
E tends to break bonds T tends to satisfy bonds
16
Driven Ising Lattice Gas
Over/Review
  • How does this differ from the equilibrium case?
  • Dynamics violates detailed balance.
  • System goes into non-equilibrium steady state
  • non-trivial particle current and
  • energy through-flux.

17
Driven Ising Lattice Gas
Over/Review
  • How does this differ from the equilibrium case?
  • Dynamics violates detailed balance.
  • System goes into non-equilibrium steady state
  • Stationary distribution, P(C) , exists
  • ...but very different from Boltzmann.

A simple, exactly solvable, example half
filled, 2?4 lattice
18
Over/Review
Largest P normalized to unity
19
Driven Ising Lattice Gas
Over/Review
  • How does this differ from the equilibrium case?
  • Dynamics violates detailed balance.
  • System goes into non-equilibrium steady state
  • Stationary distribution, P(C) , exists
    ....but very different from Boltzmann.
  • Usual fluctuation-dissipation theorem violated.
  • Even simpler example 2?3 (E?)
  • specific heat ???U? has a peak at ?n3 /4J
  • energy fluctuations ??U2? monotonic in ?

20
Driven Ising Lattice Gas
Over/Review
  • How does this differ from the equilibrium case?
  • Dynamics violates detailed balance.
  • System goes into non-equilibrium steady state
  • Stationary distribution, P(C) , exists
    ....but very different from Boltzmann.
  • Usual fluctuation-dissipation theorem violated.
  • The many surprises they bring!!

21
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • for example, consider phase
    diagram

KLS
Lenz-Ising, Onsager
22
Whats your bet?
Over/Review
Tc goes up!!
My first guess just go into co-moving frame!
23
Typical configurations
Over/Review
24
Worse details depend on microscopics
Over/Review
E along one axis
Yet qualitative behaviour is the same for DC
drive, AC, or random drives !!
25
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • negative responses (E adds noise higher T
    but )

Freezing by heating H. E. Stanley, Nature
404, 718 (2000) Getting more by pushing less
RKPZ, E.L. Praestgaard, and O.G.
Mouritsen American Journal of Physics 70, 384
(2002)
26
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • negative responses
  • generic long range correlations r d (all T gt
    Tc )
  • related to generic discontinuity singularity in
    S(k)
  • related to number fluctuations in a window is
    .. geometry/orientation dependent
  • traced to generic violation of FDT

27
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • negative responses
  • generic long range correlations r d (all T
    not near Tc )
  • anisotropic scaling new universality classes,
    e.g.,
  • dc 5 3 for uniformly randomly driven case
  • K.t. Leung and J.L. Cardy (1986)
  • H.K. Janssen and B. Schmittmann (1986)
  • B. Schmittmann and RKPZ (1991)
  • B. Schmittmann (1993)

Fixed point violates detailed balance truly NEq
Mostly confirmed by simulations, though a
controversy lingers! J. Marro, P. Garrido,
Fixed point satisfies detailed balance
Equilibrium restored under RG
28
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • negative responses
  • generic long range correlations r d (all T
    not near Tc )
  • new universality classes
  • anomalous interfacial properties, e.g.,
  • G(q) q 0.67 1/(qc) for uniformly
    randomly driven case
  • ? interfacial widths do not diverge with L !

1/q2
K.t. Leung and RKPZ (1993)
meaning/existence of surface tension unclear!
29
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • negative responses
  • generic long range correlations r d (all T
    not near Tc )
  • new universality classes
  • anomalous interfacial properties
  • new ordered states if PBC ? SPBC, OBC
  • ?

reminder Interesting, new, but understandable,
phenomena
30
Over/Review
DILG with Shifted PBC J.L Valles, K.-t. Leung,
RKPZ (1989)
100x100 T 0.8 E 8
similar to equilibrium Ising
SINGLE strip, multiple winding
meaning/existence of surface tension unclear!
31
Over/Review
DILG with Shifted PBC T0.7 72x36 shift
6 M.J. Anderson, PhD thesis Virginia Tech (1998)
32
Over/Review
DILG with Open BC D. Boal, B. Schmittmann, RKPZ
(1991)
100x200
100x100 T 0.7 E 2J
Fill first row
ICICLES instead of strips
How many icicles if system is really long and
thin?
Empty last row
33
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • negative responses
  • generic long range correlations r d (all T
    not near Tc )
  • new universality classes
  • anomalous interfacial properties
  • new ordered states if PBC ? SPBC, OBC
  • complex phase separation dynamics

34
Over/Review
Coarsening in DILG F.J. Alexander. C.A. Laberge,
J.L. Lebowitz, RKPZ (1996)
Inverted icicles, or Toll plaza effect
but, modified Cahn-Hilliard eqn. leads to
icicles!
  • no simple dynamic scaling
  • transverse and longitudinal exponents differ

128x256 in 512x1024
t 1K MCS
t 5K MCS
t 10K MCS
T 0.6 E 0.7J
can modify rules of DILG to get icicles cannot
modify Cahn-Hilliard to get toll plazas
35
Driven Ising Lattice Gas
Over/Review
  • The surprises they bring!!
  • breakdown of well founded intuition
  • need new intuition/paradigm

How about if we look at even simpler versions of
KLS?
How about if we follow Ising? and consider d 1
systems?
One way forward is to study many other, similar
systems
36
Driven Ising Lattice Gas
Over/Review
  • The surprises continue
  • E 0 J ? 0 d 1,2 (Lenz-Ising, Onsager,
    Lee-Yang, )
  • E gt 0 J gt 0 d 2 KLS
  • E gt 0 J gt 0 d 1
  • lose anisotropy (no SPBC)
  • stationary distribution still unknown
  • no ordered state at low T for PBC
  • non-trivial states for OBC

37
Driven Ising Lattice Gas
Over/Review
  • The surprises continue
  • E 0 J ? 0 d 1,2 (Lenz-Ising, Onsager,
    Lee-Yang, )
  • E gt 0 J gt 0 d 2 KLS
  • E gt 0 J 0 d 1 Asymmetric Simple
    Exclusion Process
  • E8 J 0 d 1 Totally ASEP (Spitzer 1970)
  • for PBC, P trivial, but dynamics non-trivial
    (Spohn,)
  • for OBC, P non-trivial (Derrida, Mukamel,
    Schütz,)
  • boundary induced phases (Krug,)

(G. Schütz,, H. Widom)
38
Driven Ising Lattice Gas
Over/Review
  • The surprises continue
  • E 0 J ? 0 d 1,2 (Lenz-Ising, Onsager,
    Lee-Yang, )
  • E gt 0 J gt 0 d 2 KLS
  • E gt 0 J 0 d 1 Asymmetric Simple
    Exclusion Process
  • E8 J 0 d 1 Totally ASEP (Spitzer 1970)
  • for PBC, P trivial, but dynamics non-trivial
    (Spohn,)
  • for OBC, P non-trivial (1992 Derrida, Mukamel,
    Schütz,)
  • boundary induced phases (1991 Krug,)

39
d 1 DILG
  • HUGE body of literature on ASEP and TASEP!!
  • Many exact results much better understood
  • Nevertheless, there are still many surprises
  • Topic for a whole conference not just the next
    5 minutes!

40
Other Driven Systems
Outlook
What can we look forward to?
  • Various drives
  • AC or random E field (more accessible
    experimentally)
  • Two (or more) temperatures (as in cooking)
  • Open boundaries (as in real wires)
  • Mixture of Glauber/Kawasaki dynamics (e.g.,
    bio-motors)
  • ?

41
Other Driven Systems
Outlook
  • Various drives
  • Multi-species
  • Two species (e.g., for ionic conductors,
    bio-motors,)
  • Baseline Study driven in opposite directions,
    with no interactions
  • American football, Barber poles, and Clouds
  • ?
  • Pink model (with 10 or more species) for
    bio-membranes
  • ?

42
Other Driven Systems
Outlook
  • Various drives
  • Multi-species
  • Anisotropic interactions and jump rates
  • Layered compounds
  • Lamella amphiphilic structures.
  • ?

43
Other Driven Systems
Outlook
  • Various drives
  • Multi-species
  • Anisotropic interactions and jump rates
  • Quenched impurities
  • ?

44
Take-home message
Many-body systems, with very simple constituents
and rules-of-evolution (especially
non-equilibrium rules), often display a rich
variety of complex and amazing behavior.
Atoms and EMgravity
45
Conclusions
  • Lots of exciting things yet to be discovered and
    understood
  • in driven lattice gases (just tip of iceberg
    here)
  • in other non-equilibrium steady states (e.g.,
    reaction diffusion)
  • in full dynamics
  • Many possible applications (biology, chemistry,
    , sociology, economics, )
  • A range of methods (from simple MC to rigorous
    proofs)

Come, join the party, and
46
Conclusions
Let's celebrate Non-equilibrium Stat Mech
come, join the party!
47
Thank you... Joel for the last 100 SMM's
Looking forward to the 150th!
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