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Dynamics in a spin glass model with large order parameter fluctuations
A. Jagannathan
To cite this version:
A. Jagannathan. Dynamics in a spin glass model with large order parameter fluctuations. Journal de
Physique I, EDP Sciences, 1991, 1 (5), pp.659-667. �10.1051/jp1:1991160�. �jpa-00246360�
Classification
Physics
Abstracts75.10N 75.40G 75.50L
Dynamics in
aspin glass model with large order parameter
fluctuations
A.
Jagannathan
Centre de
Physique Th60rique (*),
l3colePolytechnique,
91128 Palaiseau Cedex, France(Received
I October 1990, revised J7 December 1990,accepted
30January 1991)
Abs«act. A
dynamical
extension of the meanspherical
model forspin glasses
ispresented.
Features of
nonselfaveraging
andlarge
fluctuations present in theoriginal
model are seen to result in the existence of a spectrum of time scales of relaxation,leading
tonon-exponential spin
correlations.
Spherical
models mayarise, generally speaking,
in situations where thesystem
under consideration possesses certain local constraints that are difficult to treatexactly. Then,
apossible approximation
consists inreplacing
the set of local constraintsby
asingle, global,
constraint. The namespherical
arises from the first use of thisapproximation
intreating
theIsing ferromagnet [I]
when Berlin and Kac solved the modelby replacing
the localIsing spin
variablesby
continuous variables that satisfied asingle global spherical
normalization. In other contexts, one has the slave bosontechnique
in models forstrongly
correlated electronsystems,
where the fixed local(onsite) particle
number constraint isreplaced by
aglobal
number conservation of
particles
over the entire lattice[2].
Morerecently,
among models forHeisenberg antiferromagnets utilizing
theSchwinger
bosonrepresentation,
thespherical approximation
has been used toapproximate
the local bosonoccupation
number constraint[3].
In all these cases, it is assumed that the local variables will not be too much affectedby
theadmittedly
extremesimplification
madeby
thespherical approximation,
and that fluctuations remain in some sense small. Thisassumption
was proven correct in some of the cases aboveby
an
explicit
calculation of fluctuations. The interest of this paper lies in the case where thisassumption
is nolonger
true, and this occurs in the use of thespherical
model for random systems.The
present study
considers apossible dynamics
for aspin glass
system that issubject
to the weak version of thespherical length
constraint. The unusual fluctuationproperties
in themodel,
describedbelow,
areexpected
togive
rise to unconventionaldynamical properties
inspite
of thesimplicity
of the model.Compared
with results obtained forstatics,
the results for itsdynamical properties
arenecessarily
on less firmground,
asthey
are modeldependent,
andone can
certainly
conceive of a number ofquite
differentdynamical
extensions of theoriginal
(*)
CNRSLaboratory
UPR 14.660 JOURNAL DE PHYSIQUE I N 5
model. Here we
present
what wehope
to be aplausible, physically
relevant but notrigorously justified, dynamics
for the meanspherical spin glass
model. The motivation isfinally,
ofcourse, to
gain
someunderstanding
of the timedependent properties
of random systems, which aretypically nonselfaveraging,
have manycoexisting
time scales ofbehavior,
and are stillpoorly
understood.The
spherical
model of the infinite rangespin glass
possesses aphase
transitionanalogous
to that of Bose-Einstein condensation in a gas of
noninteracting
Boseparticles.
Thespherical ferromagnet
in dimensions greater than two does so aswell,
about which more is said later. In the case of the bosons it has been shown that the choice ofensemble,
canonical(constraining
the
particle
number to be a fixedvalue)
orgrand
canonical(where
the constraint isapplied
to the average number ofparticles)
does not affect thethermodynamic
averages butgives
rise instead to very different fluctuationproperties
in the condensedphase [4].
A similar situation arises in the case of thespin
model. Theanalogue
ofrelaxing
theparticle
number constraintis,
in the case of thespin model,
the relaxation of the strictspherical spin length
constraint in favour of the meanspherical
constraint(where
the constraint is satisfiedonly
on theaverage).
The latter case
corresponds
totaking
thegrand
canonical ensemble for the Bose gas, where the average number ofparticles
isfixed, using
a chemicalpotential,
but fluctuations around this number occur. Ingeneral,
oneexpects
that these fluctuations aresmall, typically finite,
in thethermodynamic limit,
so that total number ofparticles
is a well definedthermodynamic
observable. However this is not the case in the ideal Bose gas, and its
spin analogue,
thespherical
model. Thisproperty
of thespin glass
is notaltogether
a trivialresult,
and there are some subtleties involved as will become evident furtherbelow,
when we discuss the effects of external fields and spontaneous symmetrybreaking
in the model.In the mean
spherical spin glass
modelit
has been shown that there isa nontrivial distribution of
possible
values of the orderparameter,
which is theexpectation
value of a certainappropriately
definedspin
variable[5].
In contrast to thecorresponding Ising
or S~models,
or indeed the strictspherical model,
where the order parameterdensity
is well defined its fluctuationsbeing typically
of order IIN
where N is the system size in the case of the meanspherical model,
thepossible
values run over a wide range. Associated with eachpossible
value of the order parameter and thecorresponding
value of thesystem
free energy, is aprobability density.
The fact that this
probability density
has a finitewidth,
even in the limit Ngoing
toinfinity,
leads to
nonselfaveraging
behavior and to thepossibility
ofdefining
an order parameter function such as the function for thespin glass
orderparameter Q
in[5].
In contrast, when thelength
constraint isstrictly
enforced(as
in [6] where thespherical
model for thespin glass
was first
considered, by
Kosterlitz etal.)
fluctuations are of order IIN compared
with the average, and the orderparameter
does have a well defined value in thethermodynamic
limit.Finally,
to address thequestion
of nonrandommodels,
theproperty
oflarge
fluctuations is sharedby
the uniformferromagnet,
which alsoundergoes
a form of Bosecondensation,
as noted in[7]. Notably however,
in this case theapplication
of an infinitesimal extemal field has theproperty
ofsharpening
the distribution ofmagnetization
to aspike
ofvanishing
width in thethermodynamic
limit. Hence for theferromagnet,
oneexpects
that the order parameter isa well defined
quantity, except
instrictly
zero extemal field. In thespin glass
an infinitesimal external field does not have this effect and fluctuations remainimportant.
It should be noted that the fluctuations in the mean
spherical
model that lead to the definition of an order parameter function have a differentinterpretation
from those describedby
the Parisi solution for theIsing spin glass [8, 9].
In the case of thespherical model,
the fluctuations areentirely
due to thelength
fluctuationspermitted by
the relaxation of thespherical
constraint. If one were to hold the overallspin length fixed,
as we remarkedbefore,
these fluctuations would be
insignificant. However,
the fact that there is anunderlying disorder,
embodied in the random interactions betweenspins
iscrucially important
for the existence ofnonselfaveraging
in thespherical spin glass.
This is the reason for the differencein behavior from the
ferromagnet
of Berlin and Kac[I],
which(when
considered in thepresence of an infinitesimal external
field,
which can later be set tozero)
does have theselfaveraging
property even in the lowtemperature phase.
Thus the mean
spherical
model for thespin glass
is ofparticular
interest. It admits the definition of an orderparameter
function that resembles that of theIsing spin glass,
but unlike the latter owes its existenceonly indirectly
to the disorder. One mayobviously object
that theanalysis
here may be far fromapplicable
to any real system,dealing
as it does with ahighly
artificial
(although arguments
may be made in itsfavor) length
constraint on thespins, and,
inaddition,
considers the mean field or infinite range limit(although that,
aswell,
may beargued
not to be unreasonable in realsystems). Nevertheless,
there may be valuableinsights
to be
gained given
theinteresting
structure described in this introduction. One greatadvantage
of the model is that the fundamental distributionunderlying
thephysics
can bereadily calculated,
and thus itprovides
analternative, exactly soluble,
model of asystem
withlarge
fluctuations andnonselfaveraging
behavior.And,
as we willshow, interesting
timedependences
in several differentregimes,
such as the stretchedexponential decay
at short times emerge in a natural way.we
begin
with an outline of themodel,
and then present the main results obtained.Model for relaxational
dynandcs
in theSpherical spin glass.
The Hamiltonian of the
Spherical Spin glass
model is H=-1/2 £ (jS, ),
everypair
(I, j
of spinsbeing
assumed to interact with some fixed randomcoupling
,,j(~.
The
spherical length
constraint is that the continuousspin
variables($) satisfy
£ S)
=
N. In this infinite range
model,
thecouplings
are all taken from asingle probability
distribution
P[(~]=l/fi~ exp(-N((/2J~).
The different realizations of theN x N matrix of
couplings J, corresponding
to differentsamples,
then form a Gaussian random matrix ensemble whoseeigenvalue spectrum
is known in the limit that N- co
[10].
Written in
diagonal form,
this Hamiltonian is H=-1/2 £AS(
where the are theeigenvalues
of the matrix J. The newspin
modes(S~)
are related to the site variablesif by
anorthogonal
transformation$
=£a;~ S~
where the a;~ are functions of theA
random
couplings,
and are thus timeindependent
for agiven sample.
The time evolution of this system, like its
thermodynamic properties,
is easiest treated in theeigen
basis of J. The low temperaturephase
is characterizedby
amacroscopically large
amplitude
of thespin
modecorresponding
to thelargest eigenvalue
A= 2J. The critical
temperature corresponds
to that at which thesusceptibility
associated with this modediverges,
at T~ = J. In the meanspherical model,
it can be shown that in zerofield,
the orderparameter is
simply
theexpectation
value(S( ~j) IN
= q =
(T~ T)/l~ (where
theangular
brackets denote the thermal
average).
It is thisquantity
that has been demonstrated to possess verylarge
fluctuations in the static meanspherical
model. The strictspherical model,
on the contrary, does not exhibit
anomalously large
fluctuations in the condensedphase.
Assuming
a relaxationaldynamics
for thesystem,
webegin by considering
sufficient time to haveelapsed
that initial conditions havedecayed
away(the
time scale on which thishappens
will be seen
below).
In this case theequal
time correlations assume theirstationary
values662 JOURNAL DE PHYSIQUE I N 5
given by
the effective HanldltonianH~~= £(2z- PA )S(
where z is the « chemicalA
potential» conjugate
to the totalspin length.
It is chosen such that the weakspherical
constraint is
satisfied, namely
£ ($~(t)
=
N
(I)
;
The average denoted
by
theangular
brackets from thispoint
on is to be taken over the random noiseappearing
in the stochasticspin equation
of motion written below$(t)
=
ro)
+
1~;(t) (2)
with the Gaussian random noise
obeying (Y~;(t)Y~y(t')) =2ro3;y3(t-t'). ro
is amicroscopic spin flip frequency.
The
simplest (site-,
as well as disorder- in tl~iscase) averaged spin
correlation function in thisasymptotic
timetranslationally
invariantregime
isC(i)
=
( £ (s;(ii) s,(ii
+
i))
=
£ c~ (i) (3)
where
Ci (t)
= N~
(Si (0) Si (t))
are the correlation functions in the transformed variables.In the
stationary regime,
theequal
timespin expectation
value inequation (I)
becomesC
(0)
=
£ Ci (0)
=
£ (2
zPA )~
=
l
(4)
~
using
theequation
of motion(2),
aftertransforming
to thediagonal
basis of J.Equation (4)
isjust
thespherical
constraint relation obtained in the staticproblem,
and is used to determinethe parameter z as a function of the
temperature
T. The solution for z in thehigh temperature phase
is[6]
2 z= I +
p ~J~.
In the condensedphase,
the solution is 2 z=
2
pJ+ N/q
whereq is the order
parameter
definedalready.
The solution for q represents an averagevalue, by
which we mean here that thespin expectation (fj)
can take ona wide range of
values,
and its distribution isgiven by
the Kacdensity
function v. The definition of this function and itsexplicit
form aregiven
in the section on the low temperaturephase.
A note on the time
dependence
of the correlations : the functionsCi (t)
in this modeldecay
to zero at
long
times even in the condensedphase,
because themagnetization
remains zero in the absence of any extemal field. This can be seenby applying
a uniformfield, solving
for themagnetization subject
to theconstraint,
andletting
the field tend to zeroill].
Thus our calculation refersonly
to the condensedphase
for thespin
model that isanalogous
to thesuperfluid phase
in the Bose gas. The relaxation times and the timedependence
of the various modes will now be considered in the varioustemperature regimes
of interest.Spin
correlations above the transition.In the
high temperature phase (Tm J~,
astraightforward analysis yields
C
(t)
=
j
CA(t)
=
& ~
dxfi(f x)
e
~ ~~~°~~ ~~
(5)
using
theWigner
semicircular distributionii 2]
indoing
the sum overeigenvalues (rescaled
tolie in
[- I,
I in the secondstep (I
=
z/pJ~.
Forsufficiently long
times 2pJro
t »I,
onefinds for
example
attemperatures
much greater than the critical temperature thatC(t)
m(4 gr)~
~'~(roJ/Tt)~~'~e~~°~ (Recall
that t is defined as the difference in times of measurements of thesfins
in the correlation functionequation (3),
whereas the time tjelapsed
sinceletting
thesystem
relaxfreely
isalways
assumed to begreater
than any of the characteristic relaxation times of thesystem,
which therefore isindependent
of the initialconditions).
The onsite
spin
correlations thusdecay
with theexpected
rate ofro
fortemperatures
T» T~.Close to the transition and
just
above it we mayexpand
in=
(T- T~)/l~,
and forsufficiently long
times it is found thatC(t)
m$~(2 grro t)~
~'~ e~~°~°~(6)
which
gives
the time scalegoveming
fluctuationsr
(T)
= I
fro
~ near the transition. We see that as in theIsing model,
zv=
2
(meaning
hereby
z thedynamical
criticalexponent).
If oneassumes a mean field correlation
length exponent
as in theIsing model,
thisyields
z = 4 in accord with the
expected
Van Hove result for relaxationaldynamics
forIsing-like
models
[13].
Infact, equation (6)
for thespin
correlation is the same result as found for theIsing spin glass
model close to the AT line andjust
above it(see
Ref.[9],
p.880].
At
l~ exactly,
in thespherical
model the correlationsdecay
as t~ ~'~ This is in accordance with results from avariety
of models with disorderedHamiltonians,
such as the random axismodel
[14],
the SK model[15],
the randomanisotropy
model[16]
and in numerical studies of the ± J short rangespin glass [17j.
Thus in theparamagnetic
as well as critical behavior thespherical
modelreproduces
some familiar results. Now we turn to the low temperaturephase,
where it is necessary to consider more
carefully
the various averages that are to beperformed.
Spin
correlations in the lowtemperature phase.
When T
< T~ it is necessary to consider the contribution of the critical mode
separately
from that of theremaining
modes. Above T~ the fluctuations in the meanspherical
model arenegligibly
small and do notplay
any role. Howeverthey
do so for T<T~,
where the fluctuations inexpectation
value of the condensed mode6~j
areimportant.
In the lowtemperature phase,
we have seen,phases
that aremacroscopically
different contribute to thethermodynamic properties.
In the lowtemperature phase,
theequation
of motion for the condensed mode contains informationonly
about the average relaxation rate of correlations inSi
2J, which is
ro(2
z 2pJ).
Theequal
timeexpectation
value(S)j(t))
which is timeindependent
isgiven accordingly
to be(2
z 2pJ)~
=
Nq.
This is theexpected
averagevalue. However there are
large
fluctuations in thisquantity.
The basicquantity expressing
thephysics
of the meanspherical
model is the Kacdensity
v(p T),
whichgives the weight
of the contribution of an ensemble ofspins
with differentspin length normalization, namely
of an ensemble that satisfies the condition£ ii
=
pN.
Thethermodynamic properties
of the mean,
spherical
model areweighted
averages with respect to the measure v, I.e.Am(T~
=
dp v(p; T) Aj(T)
in which A ~ is a
thermodynamic
observable calculated in the meanspherical model,
for which the normalization is fixed as inequation (I),
while A~ is the same observable evaluatedusing
664 JOURNAL DE PHYSIQUE I N 5
the
strictly
constrainedensemble,
with a value of p notnecessarily equal
tounity.
This is the Kac relation[18]
relevant to thespin problem.
We now take the
point
of view that vrepresents
aprobability
offinding
agiven
canonical ensemble ofspin length density
p # I in the meanspherical
model(where
we have set p =I).
We thenwrite,
ineffect,
ageneralization
to timedependent properties
of the Kacrelation as follows
G
(t T)
=
dp
v(p
;T)
G~(t T) (7)
where G
might represent,
forexample,
thespin
correlation function. The relation above would holdprovided
the system has attained the time translation invariantasymptotic
state,and also
providing
that the time t is smallcompared
with the characteristic timesr(p )
= I
fro (2 z(p )
2pJ),
after which the variousp-ensembles
wouldbegin
to mix. Thus the time scales of observation for which the observations hold isnecessarily
short except rather close to thetransition,
where the characteristic timesdiverge.
Forsufficiently
short timesthen,
we argue, the evolution of thespin
mode will be aweighted
average of theevolution of states of different
spin length density.
As these have amacroscopically differing
value of free energy
they
would not beexpected
to be connectedby spin
fluctuations for very short times. Atlonger times,
the energy differences may bebridged,
so that many ensemblesare
averaged
over, and for timeslonger
than the systemsize,
one would obtain behavioraveraged
over all ensembles and thus describedby
thesingle
average time scale(2
z 2pJ)~ '.
The
weight corresponding
to aspin
ensemble whoselength density
» is p is[5]
)
(p po)~~~
~
~ ~ ~~ ~°~ ~~~(x) being
the thetafunction,
and with po =T/J.
It remains now to calculate the correlation function
C(j
for agiven
value ofp in the
strictly
constrained model, andintegrate
withrespect
to the measure inequation (8).
The calculation of
C(j
is done onceagain
with reference to a stochasticequation
as inequation (2),
however thistime,
inplace
of the effectiveHamiltonian,
it is necessary to substitute theappropriate quantity.
This is doneby recognising
that the relaxation rate which issimply given
in the meanspherical
modelby ro
3~H~~/36~
has now to becomputed
for thecase of the
strictly
constrained model. The relaxation time obtainedby looking
at the energychange
due to fluctuations is a factor N down from that obtained for the meanspherical
model. This follows from
calculating
the free energychange
due to small fluctuations aboutthe mean value
occurring
in thestrictly
constrainedmodel,
to getr~'(p)cc
N(2 z(p
2pJ),
aquantity
of order one.Using
this in theLangevin equation
one finds(t
<
O(N))
Cjj(t)
=(p
po)
e~ ~°~'~~ ~°~(9)
The statistical average over ensembles is defined
by (temperature
T < T~ understood fixed and for t < O(N))
c~j(t)
=
dp
v(p) cjj(t)
=
fi(2 qro t)3'4 K~,~( ro t/2 q) (io)
= q
t/r~~
+ i e~fi
where an average time
r~~=q/2ro= @/2ro
was introduced(as
well as theidentity K~,~(x)
=
fie~~
1+). Thus,
for timeslonger
than the time scale r~~ thisyields
x
C~j
~
t~'~exp (-
~),
while for short times it is a stretched
exponential
without the power lawprefactor.
Noteagain
that this isexpected
to hold for short times(times typically
accessible to
experiment)
in a time window whichexpands
as oneapproaches
T~ from below.This non
exponential
relaxationessentially
due to theaveraging
ofdynamical
response over all statespermitted
thus arises in a natural fashion in the meanspherical
model. At verylong times,
t ccN,
there is a crossover to the averageexponential decay given by
C~ fit)
- e~ ~° "'~°(l I)
The full response below T~ contains contributions from the other modes as
well,
C(1)
=
C2J(t)
+Crest (t)
with
(for
t < O(N))
~rest
~~~"
J« ) J)
~~~~
The inverse square root
dependence
appears in the condensedphase
in other systems suchas the random axis model
[14]
and the randomanisotropy
model[16],
however in the present model thisdependence
holdsonly upto
times of the order ofN,
after which thedecay
becomes
exponential
as inequation (11).
To
reiterate,
the above lowtemperature
formulae areexpected
to holdonly
for times shorter than the time scaleexpressed by
r~~. As we remarkedbefore,
in thelong
time limitlength
fluctuations would getarbitrarily large.
Then one would use the average relaxation rate inequation (2)
instead ofperforming
an average over ensemblesevolving separately
as inequation (7).
Discussion.
In
conclusion,
we havepresented
onepossible
formulation for the short timedynamical
response of the mean
spherical model,
in an extension of its known staticproperties.
We Stress here that thisrepresents
apossible
butby
no meansunique
formulation of thespin dynamics
within the context of aspherical
constraint. It is based on theplausible assumption
that thelong
timedynamics
differs fromdynamics
at shorttime,
since theenergetic
costrenders
large spin
fluctuationsimprobable
at short times.Here we have considered zero field correlations
only.
As we mentionedearlier, application
of a finite uniform field does not result in any dramatic
change
in theproperties
of themodel,
as far as the
large
fluctuations are concemed.We comment now on the
applicability
of these results toexperiments
on thedynamical
response of
spin glasses.
Inspite
of theoversimplified
character of thespherical approxi-
mation
itself,
it can beargued
that the model aspresented
here allows for some intrinsic features ofspin glasses
in afairly
natural and tractable fashion. One feature is of course thenon
selfaveraging property
of thespin
correlations in thespin glass,
and the second(related)
is the existence of aspectrum
of time scales in the system. Theseadmittedly
have theirorigin
in the way that the constraints areimposed
in thesystem,
but it can behoped
that theirconsequences share
something
in common with the models that have beenproposed
forrandom systems, and with the measurements made on real
spin glasses
where it should beJOURNAL DE PHYSIQUE T I, M 5, MAT 199> 28
666 JOURNAL DE PHYSIQUE I N 5
recalled the
longest
times of observations arequite small,
andonly
the very shortest time scales of response areexplored.
The correlations studied herecould,
forexample
be looked for in zero field muonspin
relaxationexperiments,
whichprobe
localspin
correlations(a
review of such
experiments
can be found in[19]).
In the above we have not studied the
interesting dynamical
effects inspin glasses
that are due to so-calledwaiting
timedependence.
In this paper it is assumed that the initial state isone in thermal
equilibrium.
Effects due toswitching
on extemal fields andstudying
the relaxation of thepartially equilibrated system
have been studiedby
several groups[20],
andare not considered in this paper. Here we note
only
that inequilibrium,
wepredict
a nonexponential decay
of thespin
autocorrelations at shorttimes,
with atemperature dependent
time scale
given by
r~~ cc @.Finally,
a comment on theinterpretation
of the spectrum of relaxation processes embodied inequation (10),
which is asuperposition
ofexponential decays
with different characteristicdecay
times. There exist a number of models forglassy
relaxation which assume the existence of a distribution of relaxation times. These are often taken to arise due to a distribution ofenergy barriers that the
system
issupposed
toleap
over. A hierarchicaldynamics
based on activated processes is found forexample
in[21].
Unlike thesemodels,
the relaxation times in this paper refer to characteristic times associated with small oscillations around themultiple
allowed states of the meanspherical
model. Therefore there is noVogel-Fulcher
law for the relaxation time r~~ in thespin decay.
The short time behavior crosses over(the
model hasnothing
to say about the crossoverregion)
at verylong
times to asimple exponential decay
with a
macroscopically large
time scale which is associated withmacroscopic
excursions in state space.Acknowledgment.
I thank J. Rudnick for useful
discussions,
and the Centre dePhysique Thkorique
at EcolePolytechnique
for its kindhospitality.
References
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BERLIN T. H. and KAc M.,Phys.
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A different situation obtains if one assumes that the symmetrybreaking
field in the meanspherical
model can take on values of order one, I.e. that thephysical applied
field is of the order of@.
In thiscase one would find that the induced « random moment »
(3~j)
isindependent
of the field. The fluctuations in this case are very different from those in the zero field case, and are nolonger
extensive in character. Theanalysis presented
here isinapplicable
in this case.However this situation is
presumably
irrelevant as it assumes an unreasonablescaling
of thephysical
fieldapplied.
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