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The Problem of Constructing Phenomenological Equations for Subsystem Interacting with non-Gaussian Thermal Bath
Alexander DubkovAlexander Dubkov
Nizhniy Novgorod State University, Russia
UPoN 2008UPoN 2008
Lyon (France),Lyon (France), JuneJune 2-62-6
This work was supported by RFBR grant 08-02-01259
Peter HPeter Häänggi and Igor Goychuknggi and Igor Goychuk
Institut für Physik, Universität Augsburg, Germany
OUTLINEOUTLINE
• IntroductionIntroduction
• Different methods to obtain a stochastic Langevin Different methods to obtain a stochastic Langevin equations with Gaussian thermal bathequations with Gaussian thermal bath
• Constructing the Langevin equation for Brownian Constructing the Langevin equation for Brownian particle interacting with non-Gaussian thermal bathparticle interacting with non-Gaussian thermal bath
• Additive or multiplicative noise? Stratonovich’s Additive or multiplicative noise? Stratonovich’s approach to constructing Fokker-Planck equationsapproach to constructing Fokker-Planck equations
• ConclusionsConclusions
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 22
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 33
1. Introduction1. Introduction
The main problem of phenomenological theory:construction of the thermodynamically correct stochastic
equations for variables of subsystem interacting with thermal bath
CENTRAL LIMIT THEOREM GAUSSIAN THERMAL BATH
DtFtFtFtFvdt
dvm 2)()(,0)(),(
Einstein’s relationEinstein’s relation Tk
D
B
Classic Langevin equation with white Gaussian random forceClassic Langevin equation with white Gaussian random force
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 44
Why non-Gaussian thermal bath?Why non-Gaussian thermal bath?
• Particle collisions with molecules of solvent (Particle collisions with molecules of solvent (PoissonianPoissonian noise) noise)
• Electrical circuits with nonlinear resistance at thermal equilibriumElectrical circuits with nonlinear resistance at thermal equilibrium
• A relatively small number of charge carriers in a conductorsA relatively small number of charge carriers in a conductors
• Anharmonic Anharmonic molecular vibrations in molecular solidsmolecular vibrations in molecular solids
• Newton’s nonlinear friction (Newton’s nonlinear friction ((v)~|v|(v)~|v|))
Generalized Langevin equation (GLE) of Kubo-Mori typeGeneralized Langevin equation (GLE) of Kubo-Mori type
Ft
KtFtFtFtFdvtdt
dvm )()(,0)(),(
Fluctuation-dissipation theorem:Fluctuation-dissipation theorem: 0, TkK BF
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 55
Derivation of the current-voltage Derivation of the current-voltage characteristic of the semiconductor characteristic of the semiconductor
diode from Poissonian model of diode from Poissonian model of charge transportcharge transport
G.N. Bochkov and A.L. Orlov, Radiophys. and G.N. Bochkov and A.L. Orlov, Radiophys. and Quant. Electron. 1986. V.29. P.888Quant. Electron. 1986. V.29. P.888
A knowledge of nonlinear dissipative flow is not sufficient to A knowledge of nonlinear dissipative flow is not sufficient to reconstruct the original stochastic dynamicsreconstruct the original stochastic dynamics
P. HP. Häänggi, Phys. Rev. A 1982. V.25. P.1130nggi, Phys. Rev. A 1982. V.25. P.1130
Nonlinear stochastic models of Nonlinear stochastic models of oscillator systemsoscillator systems
G.N. Bochkov and Yu.E. Kuzovlev, Radiophys. G.N. Bochkov and Yu.E. Kuzovlev, Radiophys. and Quant. Electron. 1976. V.21. P.1019and Quant. Electron. 1976. V.21. P.1019
Experimental evidence of non-Gaussian statistics of current Experimental evidence of non-Gaussian statistics of current fluctuations in thin metal films at thermal equilibriumfluctuations in thin metal films at thermal equilibrium
R.F.Voss and J.Clarke, Phys. Rev. Lett. 1976. V.36. P.42; Phys. Rev. A 1976. V.13. P.556R.F.Voss and J.Clarke, Phys. Rev. Lett. 1976. V.36. P.42; Phys. Rev. A 1976. V.13. P.556
Theoretical investigationsTheoretical investigations
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 66
Excluding thermal bath variables from microscopic dynamics Excluding thermal bath variables from microscopic dynamics
(Kubo approach, (Kubo approach, Rep. Progr. Phys. 1966, V.29, P.255 Rep. Progr. Phys. 1966, V.29, P.255))
j
jjj
j
j xqm
m
p
m
pH
222
2222
xqmp
mpq
xqmp
mpx
jjjj
jjj
jjjj
2
2
/
)(
/
Equations of Hamiltonian mechanicsEquations of Hamiltonian mechanics
2. Different methods to reconstruct stochastic 2. Different methods to reconstruct stochastic macrodynamicsmacrodynamics
xqq
xqmxm
jjjj
jjjj
22
2
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 77
0,22
,22
0000002
kjB
jkj
kjBjk
kjjjpq
Tk
m
ppTkqqm
After solving the second equation and substituting in the first one we findAfter solving the second equation and substituting in the first one we find
jjjjjjjj
t
jjjj tptqmdxtmxm sincoscos 0022
Because ofBecause of
we immediately obtain GLE and fluctuation-dissipation theoremwe immediately obtain GLE and fluctuation-dissipation theorem
Phenomenological approachPhenomenological approach
Basic principles of statistical mechanics:Basic principles of statistical mechanics: Equilibrium Gibbsian Equilibrium Gibbsian distributiondistribution
Microscopic time reversibilityMicroscopic time reversibility
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 88
dztvPtm
zvP
z
ztvPv
vmt
tvP
,,,
1,2
dz
m
zqPqP
z
zdq
vP
mv stst
v
st
0 2
We will try to describe the particle of mass We will try to describe the particle of mass mm interacting with non- interacting with non-Gaussian white thermal bath Gaussian white thermal bath (t)(t) of the temperature of the temperature T T by the Langevin by the Langevin
equation containing additive noise sourceequation containing additive noise source
tvvm )( where (v) is unknown nonlinear dissipation
We use the general Kolmogorov’s equation obtained in the paperWe use the general Kolmogorov’s equation obtained in the paperA. Dubkov and B. Spagnolo, Fluct. Noise Lett. 2005. V.5, P.L267A. Dubkov and B. Spagnolo, Fluct. Noise Lett. 2005. V.5, P.L267
Taking into account the evident condition Taking into account the evident condition (0) =0=0 we find in asymptoticswe find in asymptotics
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 99
wherewhere
Tk
mvcvP
Bst 2
exp2
0
If the moments of the kernel function are finiteIf the moments of the kernel function are finite
we arrive atwe arrive at
dzzzB n
n 22
where where
1122/1
22
!2n Bnn
B
n vTk
mH
nTmk
Bv
is the equilibrium Maxwell is the equilibrium Maxwell distributiondistribution
are Hermitian polynomials are Hermitian polynomials 2/2/ 22
1)( zn
nzn
n edz
dezH
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 1010
i
ii ttat
For white Gaussian noise sourceFor white Gaussian noise source (z(z))==2D2D((zz))
we havewe have
For Poissonian white noiseFor Poissonian white noise
with Gaussian distribution of amplitudeswith Gaussian distribution of amplitudes
2
2
2exp
2
1)(
x
xPa
TkDvv B/,
verfverfe
mv v
12
2
zerfTmkTkm BB ,/,2/ 2
is the error functionis the error function
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 1111
In accordance with Stratonovich’s theoryIn accordance with Stratonovich’s theoryR.L. Stratonovich, Nonlinear Nonequilibrium R.L. Stratonovich, Nonlinear Nonequilibrium Thermodynamics. Springer-Verlag, Berlin, 1992Thermodynamics. Springer-Verlag, Berlin, 1992
3. Additive of multiplicative?3. Additive of multiplicative?
the stochastic Langevin equation should be multiplicative!the stochastic Langevin equation should be multiplicative!
tvvvm )(
From Kolmogorov’s equation we find for such a caseFrom Kolmogorov’s equation we find for such a case
tvdzPvv
zvv
zz
ztvPv
vmt
tvP,1exp,
1,2
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 1212
If we put If we put P/ P/ t=0 t=0 we obtain complex relation between three functionswe obtain complex relation between three functions
is the Maxwell equilibrium distributionis the Maxwell equilibrium distribution vPst
01exp2
vdzPv
dv
dzv
dv
dz
z
zmvPv
dv
dstst
wherewhere
Choosing the statistics of noise Choosing the statistics of noise ((zz) ) we have the relationship between we have the relationship between the nonlinear dissipation and velocity-dependent noise intensitythe nonlinear dissipation and velocity-dependent noise intensity
For Poissonian noise we arrive atFor Poissonian noise we arrive at
01exp
vPdzv
dv
dav
dv
damvPv
dv
dst
ast
The Problem of Constructing Phenomenological Equations for SubsystemThe Problem of Constructing Phenomenological Equations for SubsystemInteracting with non-Gaussian Thermal BathInteracting with non-Gaussian Thermal Bath
UPoN 2008UPoN 2008 Lyon (France),Lyon (France), June 2-6June 2-6 1133
ConclusionsConclusions
1. For additive noise the nonlinear friction function can be derived exactly for given statistics of the thermal bath.
2. The construction of physically correcting stochastic 2. The construction of physically correcting stochastic Langevin equation corresponding to the non-Gaussian Langevin equation corresponding to the non-Gaussian thermal bath and the nonlinear friction requests introducing a thermal bath and the nonlinear friction requests introducing a multiplicative noise sourcemultiplicative noise source..
3. This noise source should be non-Gaussian3. This noise source should be non-Gaussian..
4. Using the Gibbsian form of the equilibrium distribution one 4. Using the Gibbsian form of the equilibrium distribution one can find only relation between the nonlinear friction and the can find only relation between the nonlinear friction and the velocity-dependent noise intensityvelocity-dependent noise intensity..
5. Solution of this unsolved problem in the noise theory opens a way to the new realm of Brownian motion.