PHY304: Statistical Mechanics · 2021. 5. 11. · Ideal Gas in the Grand Canonical Ensemble That...

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PHY304: Statistical Mechanics Lecture 24, Monday, March 8, 2021 Dr. Anosh Joseph IISER Mohali

Transcript of PHY304: Statistical Mechanics · 2021. 5. 11. · Ideal Gas in the Grand Canonical Ensemble That...

Page 1: PHY304: Statistical Mechanics · 2021. 5. 11. · Ideal Gas in the Grand Canonical Ensemble That is, for the case of the ideal gas lnZ = N. (16) In some cases we may need to consider

PHY304: StatisticalMechanicsLecture 24,Monday, March 8, 2021

Dr. Anosh JosephIISER Mohali

Page 2: PHY304: Statistical Mechanics · 2021. 5. 11. · Ideal Gas in the Grand Canonical Ensemble That is, for the case of the ideal gas lnZ = N. (16) In some cases we may need to consider

The Grand Canonical Ensemble [Cont’d]

In the last lecture we encountered the grand canonicalpartition function

Z(T , V ,µ) =∞∑

N=0

1h3N

∫d3Nq

∫d3Np e−β[H(qν,pν)−µN]. (1)

The above expression is for distinguishable particles.

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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The Grand Canonical Ensemble [Cont’d]

For indistinguishable particles we need to add theGibbs’ correction factor.

Microstates differing only by a different enumerationof the N particles should not be counted as differentmicrostates.

This correction factor ensures that.

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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The Grand Canonical Ensemble [Cont’d]

Z(T , V ,µ) =∞∑

N=0

1N !h3N

∫d3Nq

∫d3Np e−β[H(qν,pν)−µN].

(2)

From Eq. (2) we find

Z(T , V ,µ) =∞∑

N=0

(eβµ

)NZ(T , V , N). (3)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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The Grand Canonical Ensemble [Cont’d]

That is, the grand canonical partition function is theweighted sum of all canonical partition functions.

The weighting factor

z = eβµ (4)

is called fugacity.

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The Grand Canonical Ensemble [Cont’d]

In Eq. (3) we can identify the principle which connectsthe microcanonical, canonical, and grand canonicalensembles.

The canonical partition function Z was formed as thesum of all microcanonical “partition functions” g ...

... at energy E, volume V , and particle number N ,weighted by the Boltzmann factor e−βE.

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The Grand Canonical Ensemble [Cont’d]

We have

Z(β, N , V ) =∑

E

e−βEg(E, V , N). (5)

Here the energy E is now non longer a fixed quantity,but only its mean value 〈E〉 = U is fixed.

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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The Grand Canonical Ensemble [Cont’d]

However, the temperature T = (kBβ)−1 has fixed value

given by the heat bath.

The grand canonical partition function Z is formed asthe sum of all canonical partition functions Z ...

... at temperature T , particle number N , and volumeV , weighted by eβµN .

In general, for non-interacting systems (withindistinguishable particles), we have

Z(T , V , N) =1N !

[Z(T , V , 1)]N . (6)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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The Grand Canonical Ensemble [Cont’d]

In we insert this into Eq. (3) we get

Z(T , V ,µ) =

∞∑N=0

1N !

[eβµZ(T , V , 1)

]N= exp

[eβµZ(T , V , 1)

]. (7)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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The Grand Canonical Ensemble [Cont’d]

This shows that we can directly write down Z(T , V ,µ)for many problems which we have already treated inthe canonical formalism.

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Ideal Gas in the Grand Canonical Ensemble

We can make use of Eq. (7) to compute Z(T , V ,µ) inthis case.

For an ideal gas we have

Z(T , V , 1) =Vλ3 , (8)

with

λ =

(h2

2πmkBT

)1/2

. (9)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Ideal Gas in the Grand Canonical Ensemble

Thus

Z(T , V ,µ) = exp[eβµZ(T , V , 1)

]= exp

[eβµV

(2πmkBT

h2

)3/2]

. (10)

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Ideal Gas in the Grand Canonical Ensemble

The grand canonical potential φ has the form

φ(T , V ,µ) = −kBT lnZ(T , V ,µ),

= −kBTeβµV(

2πmkBTh2

)3/2

. (11)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Ideal Gas in the Grand Canonical Ensemble

From this we can get the equations of state

−∂φ

∂T

∣∣∣∣∣V ,µ

= S(T , V ,µ) = eβµV(

2πmkBTh2

)3/2

kB

[52− βµ

],

(12)

−∂φ

∂V

∣∣∣∣∣T ,µ

= p(T , V ,µ) = kBTeβµ(

2πmkBTh2

)3/2

, (13)

−∂φ

∂µ

∣∣∣∣∣T ,V

= N(T , V ,µ) = eβµV(

2πmkBTh2

)3/2

. (14)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Ideal Gas in the Grand Canonical Ensemble

If we insert Eq. (14) into Eq. (13) we get the ideal gasequation.

If we insert Eq. (14) into Eq. (12) we get the wellknown expression for entropy S(T , V , N) of the idealgas.

From Eq. (11) we have

−kBT lnZ(T , V ,µ) = −kBTeβµV(

2πmkBTh2

)3/2

= −kBTN . (15)

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Ideal Gas in the Grand Canonical Ensemble

That is, for the case of the ideal gas

lnZ = N . (16)

In some cases we may need to consider systems withother thermodynamic variables, instead of (E, V , N),(T , V , N), or (T , V ,µ).

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Ideal Gas in the Grand Canonical Ensemble

For example, we can consider (T , p, N).

We can obtain the partition function involving thesevariables another Laplace transformation.

We have

Ξ(T , p, N) =∑V

e−γVpZ(T , V , N), (17)

with a Lagrange multiplier γ.

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Ideal Gas in the Grand Canonical Ensemble

This partition function is very convenient when wehave systems with a given temperature, particlenumber, and pressure.

Here, the volume is no longer fixed, but at a constantpressure a mean value of the volume 〈V 〉, will beestablished.

The logarithm of all partition functions treated up tonow could be related to thermodynamic potentials.

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Ideal Gas in the Grand Canonical Ensemble

That is,

g ↔ S = kB ln g, (18)

Z ↔ F = −kBT ln Z , (19)

Z ↔ φ = −kBT lnZ. (20)

We can also find a potential associated with Ξ.

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Ideal Gas in the Grand Canonical Ensemble

Let ρΞ denote the phase space density related to Ξ,

ρΞ =e−βH−γpV∑

V∫

d3Nq∫

d3Np 1h3N exp[−βH − γpV ]

. (21)

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Ideal Gas in the Grand Canonical Ensemble

Then we have

S = 〈−kB ln ρΞ〉

=∑V

∫d3Nqd3Np

h3N ρΞ [kB lnΞ(T , p, N) + kBβH + kBγpV ]

= kB lnΞ+ kBβ〈H〉+ kBγp〈V 〉. (22)

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Ideal Gas in the Grand Canonical Ensemble

That is,−kBT lnΞ = U − TS + kBγTp〈V 〉. (23)

By a procedure analogues to the one performed in thecase of Z, we can identify γ with β.

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Ideal Gas in the Grand Canonical Ensemble

Thus we getG = −kBT lnΞ. (24)

Thus, the Gibbs’ free enthalpy is the thermodynamicpotential associated with the partition function Ξ.

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Fluctuations in the Grand Canonical Ensemble

Earlier we calculated the probability pi,N of finding asystem of the grand canonical ensemble at a particlenumber N and in the phase space point i.

We got the expression

pi,N =1Z

e−β(Ei−µN). (25)

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Fluctuations in the Grand Canonical Ensemble

Here Ei is the energy corresponding to the phase spacecell i, and Z is the grand canonical partition function

Z =∑i,N

e−β(Ei−µN). (26)

From Eq. (25) we can, in analogy to the canonicalensemble, calculate the probability density p(E, N) ...

... of finding a system of the ensemble at energy E (nomatter which micro state i) and at particle number N .

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Fluctuations in the Grand Canonical Ensemble

If gN (E) is the number of microstates i in the energyinterval (E, E + dE) at particle number N , then

p(E, N) =1Z

gN (E)e−β(E−µN), (27)

and the grand canonical partition function is given by

Z =

∞∑N=1

∫∞0

dE gN (E) e−β(E−µN). (28)

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Fluctuations in the Grand Canonical Ensemble

That is, when the particle number N is fixed, thedistribution of the energies in the grand canonicalensemble is the same as in the canonical ensemble.

In addition, however, there is still a distribution in theparticle number N .

We can calculate the most probable values for theenergy and the particle number.

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

From Eq. (27)

∂p(E, N)

∂E

∣∣∣E=E∗

= 0 =⇒ ∂gN (E)

∂E

∣∣∣∣∣E=E∗

− βgN (E∗) = 0.

(29)

That is,∂gN (E)

∂E

∣∣∣∣∣E=E∗

= βgN (E∗). (30)

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Fluctuations in the Grand Canonical Ensemble

We have1

gN (E)

∂gN (E)

∂E

∣∣∣∣∣E=E∗

= β. (31)

We also have

gN (E)∆E ≈ Ω(E, V , N). (32)

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Fluctuations in the Grand Canonical Ensemble

On the left hand side of Eq. (31) multiplying bothnumerator and denominator by ∆E and using ∂∆E

∂E = 0(the thickness ∆E of the energy shell is independent ofthe energy E) we get

∂ lnΩ∂E

∣∣∣∣∣E=E∗

=1

kBT. (33)

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Fluctuations in the Grand Canonical Ensemble

Thus the most probable energy of the grand canonicalensemble, just as in the canonical case, is given by

∂S∂E

∣∣∣∣∣E=E∗

=1T

, (34)

and is thus identical to the fixed energy of themicrocanonical case.

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Fluctuations in the Grand Canonical Ensemble

The most probable particle number N∗ must obey

∂p(E, N)

∂N

∣∣∣∣∣N=N∗

= 0 =⇒ ∂gN (E)

∂N

∣∣∣∣∣N=n∗

+ βµgN (E) = 0

(35)

We have∂gN (E)

∂N

∣∣∣∣∣N=N∗

= −βµgN (E). (36)

or∂S∂N

∣∣∣∣∣N=N∗

= −µ

T. (37)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

That is, N∗ is also identical to the given particlenumber N of the microcanonical case.

Here also, in analogy to the canonical case, we have

N∗ = 〈N〉 = Nmc, (38)

andE∗ = 〈E〉 = Emc. (39)

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Fluctuations in the Grand Canonical Ensemble

The mean energy coincides with the thermodynamicinternal energy U , and thus also with the fixed energyE given in the microcanonical case.

For the mean particle number

〈N〉 =∑i,N

Npi,N

=1Z

∑i,N

Ne−β(Ei−µN)

=∂

∂µ(kBT lnZ)

∣∣∣∣∣T ,V

= −∂φ

∂µ

∣∣∣∣∣T ,V

. (40)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

The mean particle number 〈N〉 is identical to thethermodynamic particle number

N = −∂φ

∂µ

∣∣∣∣∣T ,V

, (41)

which was equal to the fixed given particle number ofthe microcanonical ensemble.

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

The deviations of the mean values in the grandcanonical ensemble are given by the standarddeviations of the distributions

σ2N = 〈N2〉− 〈N〉2. (42)

We have

〈N2〉 =∑i,N

N2pi,N

=1Z

∑i,N

N2e−β(Ei−µN)

=(kBT )2

Z

∂2

∂µ2Z

∣∣∣∣∣T ,V

. (43)

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Fluctuations in the Grand Canonical Ensemble

Since

kBT∂Z

∂µ

∣∣∣∣∣T ,V

= Z · 〈N〉 (44)

we have

〈N2〉 = kBTZ

∂µ(Z · 〈N〉)

∣∣∣∣∣T ,V

= 〈N〉2 + kBT∂〈N〉∂µ

∣∣∣∣∣T ,V

. (45)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

That is,

σ2N = kBT

∂〈N〉∂µ

∣∣∣∣∣T ,V

= kBT∂N∂µ

∣∣∣∣∣T ,V

. (46)

In the last equation, 〈N〉 has been replaced by thethermodynamic particle number N .

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

From the above equation we get the relative meansquare fluctuation in the particle density n(= N/V ).

σ2N

N2 =kBTN2

∂N∂µ

∣∣∣∣∣T ,V

. (47)

In terms of the variable

v =VN

, (48)

we may write

σ2N

N2 =kBTv2

V 2∂V/v∂µ

∣∣∣∣∣T ,V

= −kBTV

(∂v∂µ

) ∣∣∣∣∣T

. (49)

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

To put this relation into a more practical form, werecall the thermodynamic relation (Gibbs-Duhemrelation)

dµ = vdp − sdT , (50)

according to which

dµ(at constant T ) = vdp. (51)

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Fluctuations in the Grand Canonical Ensemble

The above equation then takes the form

σ2N

N2 = −kBTV

1v

(∂v∂p

) ∣∣∣∣∣T

=kBTVκT , (52)

where κT is the isothermal compressibility of thesystem.

Thus, the relative root-mean-square fluctuation in theparticle density of the given system goes like O(N−1/2)and, hence, negligible.

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Fluctuations in the Grand Canonical Ensemble

However, there are exceptions: situationsaccompanying phase transitions.

For instance, at a critical point the compressibilitydiverges, so it is no longer intensive.

For the case of experimental liquid-vapor criticalpoints,

κT (Tc) ∼ N0.63. (53)

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Fluctuations in the Grand Canonical Ensemble

Accordingly, the root mean square density fluctuationsgrow faster than N0.5 – in this case, like N0.82.

Thus, in the region of phase transitions, especially atthe critical points, we encounter unusually largefluctuations in the particle density of the system.

Such fluctuations indeed exist and account forphenomena like critical opalescence.

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

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Fluctuations in the Grand Canonical Ensemble

Critical opalescence is caused by the occurrence ofdensity fluctuations in the fluid with a correlationlength comparable to the wavelength of light.

These cause certain wavelengths of light to scatterwhich gives rise to the colored or cloudy appearance.

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Fluctuations in the Grand Canonical Ensemble

It is clear that under these circumstances theformalism of the grand canonical ensemble could, inprinciple, ...

... lead to results that are not necessarily identical tothe ones following from the corresponding canonicalensemble.

In such cases, it is the formalism of the grandcanonical ensemble that will have to be preferredbecause only this one will provide a correct picture ofthe actual physical situation.

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References

I W. Greiner, L. Neise, H. Stocker, and D. Rischke,Thermodynamics and Statistical Mechanics,Springer (2001).

I R. K. Pathria and Paul D. Beale, StatisticalMechanics, Elsevier; Third edition (2011).

PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali

Page 47: PHY304: Statistical Mechanics · 2021. 5. 11. · Ideal Gas in the Grand Canonical Ensemble That is, for the case of the ideal gas lnZ = N. (16) In some cases we may need to consider

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PHY304: Statistical Mechanics Dr. Anosh Joseph, IISER Mohali