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Statistical Mechanics Shihabudheen M M E S Kalladi College Mannarkkad

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Page 1: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Statistical MechanicsShihabudheen M

M E S Kalladi CollegeMannarkkad

Page 2: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Statistical distributions-Maxwell-Boltzmann statistics –Distribution of molecular energies in an ideal

gas-Average molecular energy- Equipartition theoremMaxwell-Boltzmann speed distribution law-Expressions for

rms speed, most probablespeed and mean speed

Page 3: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

The branch of physics called statistical mechanics considers how the overall behavior of a system of many particles is related to the properties of the particles themselves.

The statistics obeyed by any system generally belongs to one of the following two categories:

Classical StatisticsQuantum Statistics.

Classical statistics treats particles as distinguishable whereas quantum statistics treats them as indistinguishable.

Page 4: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Statistical DistributionsStatistical mechanics deals with the behavior of

systems of a large number of particles. We give up trying to keep track of individual

particles.If we can’t solve Schrödinger’s equation in closed

form for helium (4 particles) what hope do we have of solving it for the gas molecules in this room (10really big number particles).

Statistical mechanics handles many particles by calculating the most probable behavior of the system as a whole, rather than by being concerned with the behavior of individual particles.

Page 5: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Four balls and two boxes

1 2

Page 6: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal
Page 7: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

statistical mechanics determines the most probable way in which a certain total amount of energy E is distributed among the N members of a system of particles in thermal equilibrium at the absolute temperature T.

Thus we can establish how many particles are likely to have the energy 1, how many to have the energy 2, and so on.

E N

4 n4

3 n3

2 n2

1 n1

Page 8: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

The particles are assumed to interact with one another and with the walls of their container to an extent sufficient to establish thermal equilibrium

More than one particle state may correspond to a certain energy .

If the particles are not subject to the exclusion principle, more than one particle may be in a certain state.

Page 9: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Let W be the number of different ways in which the particles can be arranged among the available states to yield a particular distribution of energies

The greater the number W, the more probable is the distribution.

It is assumed that each state of a certain energy is equally likely to be occupied. (equal a priori probability )

Page 10: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

The program of statistical mechanics begins by finding a general formula for W for the kind of particles being considered.

The most probable distribution, which corresponds to the system being in thermal equilibrium, is the one for which W is a maximum, subject to the condition that the system consists of a fixed number N of particles whose total energy is some fixed amount E.

(The No. of particles in a state of energy E) = (The No. of states having energy E) x (probability that a particle occupies the state of energy E).

Page 11: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

If we know the distribution function, the (probability that a particle occupies a state of energy E), we can make a number of useful calculations.

Mathematically, the equation is written

g( ) = number of states of energy (statistical weight corresponding to energy )

f( ) = distribution function = average number of particles in each state of energy = probability of occupancy of each state of energy

= n ε g ε f ε

Page 12: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

In systems such as atoms, only discrete energy levels are occupied, and the distribution g() of energies is not continuous.

On the other hand, it may be that the distribution of energies is continuous, or at least can be approximated as being continuous. In that case, we replace g(ε) by g(ε)dε, the number of states between ε and ε+dε.

We will find that there are several possible distributions f(ε) which depend on whether particles are distinguishable, and what their spins are.

Page 13: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Three different kinds of particles:

Identical particles that are distinguishable.

Two particles can be considered distinguishable if their separation is large compared to their de Broglie wavelength.

Example: ideal gas molecules. In quantum terms, the wave functions of the

particles overlap to a negligible extent.The Maxwell-Boltzmann distribution

function holds for such particles.

Page 14: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Three different kinds of particles

Identical particles of zero or integral spin that cannot be distinguished one from another because their wave functions overlap.

Such particles, called bosons They do not obey the exclusion principleThe Bose-Einstein distribution function

holds for them. Photons are bosonsWe shall use Bose-Einstein statistics to account

for the spectrum of radiation from a blackbody.

Page 15: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Three different kinds of particles

Identical particles with odd half-integral spin that also cannot be distinguished one from another.

Such particles, called fermions,They obey the exclusion principle, The Fermi-Dirac distribution function holds

for them. Electrons are fermions We shall use Fermi-Dirac statistics to study the

behavior of the free electrons in a metal that are responsible for its ability to conduct electric current.

Page 16: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Statistics

Classical statistics

Maxwell-Boltzmann Statistics

Quantum statistics

Bose-Einstein statistics

Fermi-Dirac

statistics

Page 17: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

The Maxwell-Boltzmann distribution:We know that classical particles which are

identical but far enough apart to be distinguishable obey Maxwell-Boltzmann statistics.

Or Two particles can be considered distinguishable if their separation is large compared to their de Broglie wavelength.

The Maxwell-Boltzmann distribution function states that the average number of particles fMB(ε) in a state of energy ε in a system of particles at the absolute temperature T is

-ε/kTf ε = A e .

Page 18: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

The is the distribution function for ‘n’ no. of particles in ‘g’ states.

The number of particles having energy ε at temperature T is

A is like a normalization constant; we integrate n(ε) over all energies to get N, the total number of particles.

ε is the particle energy, k is Boltzmann's constant

-ε/kTn ε = A g ε e .

Page 19: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Molecular Energies in an ideal Gas

We assume a continuous distribution of energies so that, the no. of particles having energies between ϵ and ϵ+dϵ is given by

where g(ϵ) dϵ is the no of states in the energy range ϵ and ϵ+dϵ. g(ϵ) is called density of states.

It turns out to be easier to find the number of momentum states corresponding to a momentum p, and transform back to energy states.

-ε/kTn ε dε = A g ε e dε .

Page 20: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Corresponding to every value of momentum there is a value of energy.

Momentum is a 3-dimensional vector quantity. Every (px,py,pz) corresponds to some energy.

We need to find how many momentum states are in this spherical shell.

We count how many momentum states are there in a region of space and then transform to the density of energy states.

Page 21: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

2 2 2x y zp = 2 m ε = p + p + p .

The Maxwell-Boltzmann distribution is for classical particles, so we write

The number of momentum states in a spherical shell from p to p+dp is proportional to 4πp2dp (the volume of the shell).

Thus, we can write the number of states having momentum between p and p+dp as

2g p dp = B p dp

where B is a proportionality constant, which we will worry about later.

Page 22: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Because each p corresponds to a single ε,

2g ε dε = g p dp = B p dp .Now,

2 -1/21p = 2mε p = 2mε dp= 2m ε dε ,

2

so that 2 -1/2p dp ε ε dε , -1/2g ε dε ε ε dε .

and -ε/kTn ε dε = C ε e dε .

The constant C contains B and all the other proportionality constants lumped together.

Page 23: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

To find the constant C, we evaluate

-ε/kTn ε dε = C ε e dε

-ε/kT

0 0N = n ε dε = C ε e dε

where N is the total number of particles in the system.Now

The result is 3/2C

N = kT , 2

kTaaa

dxex ax \12

1

0

2

1

Page 24: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

so that

-ε/kT3/2

2 Nn ε dε = ε e dε .

kT

This is the number of molecules having energy between ε and ε+dε in a sample containing N molecules at temperature T.

“It forms the basis of the kinetic theory of gases, which accurately explains many fundamental gas properties, including pressure and diffusion.”“The Maxwell-Boltzmann distribution also finds important applications in electron transport and other phenomena.”

Page 25: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Here’s a plot of the distribution:

Page 26: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Continuing with the article, the total energy of the system is

3/2 -ε/kT3/2

0 0

2πNE = ε n ε dε = ε e dε .

kT

Evaluation of the integral gives

This is the total energy for the N molecules, so the average energy per molecule is

3NkTE = .

2

3ε = kT ,

2

exactly the result you get from elementary kinetic theory of gases.

Page 27: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Calculation:

aadxex ax

20

2

3

4

3

kTkT

kT

NE

2

2

3 4

3

}{

2

3NkTE = .

2

Page 28: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Results of Kinetic TheoryKE of individual particles is related to the

temperature of the gas:

½ mv2 = 3/2 kT

Where v is the average velocity.

Page 29: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Boltzmann DistributionDemonstrated

that there is a wide range of speeds that varies with temperature.

Page 30: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Equipartition of EnergyEach degree of translational freedom takes ½

kT. KEx +KEy+KEz = ½ kT + ½ kT + ½ kT

KEtotal = 3/2 kT

This is true for single point masses that possess no structure.

Each new DOF requires ½ kT of energy.Each new DOF contributes ½ kT to the total

internal energy of the gas. This is the Equipartition Theorem.

Page 31: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Equipartition of EnergyFor molecules, i.e. multi-atom particles, there

are added degrees of freedom.

Page 32: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Internal Energy of Di-AtomThree translational DOF + 2 rotational DOF

= 5 DOF.Each DOF contributes ½ kt, so the internal

energy of a diatomic gas is,U = 5/2 NkT,

For a gas of N molecules.

Page 33: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Because ε = mv2/2, we can also calculate the number of molecules having speeds between v and v + dv. The result is

23/2

2 -mv /2kT3/2

2 N mn v dv = v e dv .

kT

Here’s a plot (number having a given speed vs. speed):

“We” (Beiser) call this n(v).

Page 34: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

The speed of a molecule having the average energy comes from solving

for v. The result is

2mv 3ε = = kT

2 2

2rms

3kTv = v = .

m

vrms is the speed of a molecule having the averageenergy .

ε

It is an rms speed because we took the square root of the square of an average quantity.

Page 35: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

The average speed can be calculated fromv

0

0

v n(v) dvv = .

n(v) dV

The result is

8kT

v = .m

Comparing this with vrms, we find that

rmsv = 1.09 v .

Page 36: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

You can also set dn(v) / dv = 0 to find the most probable speed. The result is

p

2kTv = .

m

The subscript “p” means “most probable.”

Summarizing the different velocity results:

rms

3kTv =

m 8kT

v = m

rmsv = 1.09 v

p

2kTv =

m

Page 37: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Plot of velocity distribution again:

n(v

)

Page 38: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

Example 9.4 Find the rms speed of oxygen molecules at 0 ºC.

You need to know that an oxygen molecule is O2. The atomic mass of O is 16 u (1 u = 1 atomic mass unit = 1.66x10-27 kg).

-27-26

2

1.66×10 kgmass of O = 2 16 u = 5.31×10 kg

u

rms

3kTv =

m

0 m/s? 10 m/s? 100 m/s? 1,000 m/s? 10,000 m/s?

Page 39: Shihabudheen M M E S Kalladi College Mannarkkad. Statistical distributions- Maxwell-Boltzmann statistics – Distribution of molecular energies in an ideal

-23

rms -26

3 1.38×10 J /K 0+273 Kv =

5.31×10 kg

rmsv = 461 m/s

rmsv = 461 m/s mile / 1610 m 3600 s/h

rmsv = 1031 miles / hour .