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The Partition Function
The Boltzmann Factor
Suppose that we have two states accessible to a system. Let the energy
of the first be given by
and the energy of the second be
given by . It can be derived that the ratio of the
probabilities of occupation of the two states is given by:
= ![]()
Any term of the form e-
/τ is called a Boltzmann
Factor.
You may wonder why we cannot simply write P(1) = e-
/τ.
The reason is that we are not guaranteed that the sum
of the probabilities is equal to one yet, and therefore we can only talk
of relative probabilities right now (see
Quantum). In order to speak of the
absolute probability we need to introduce a new concept.
The Partition Fucntion
Notice that the partition function adds up all of the Boltzmann factors
for a system. We can use it to make a crucial statement about absolute
probability:
P( ) = ![]()
The equation should make sense to you. If the Boltzmann factor for a
particular state were 2, and the partition function were 5, then we
should expect our probability to by 0.4. Notice that P ranges from 0
to 1 as desired.
Energy and the Partition Function
We can relate the partition function to the total energy of the system. Recall that we
can determine the average value of a property
by using the
probability. Let us investigate <
>, the average value of the energy of an
occupied state. It turns out that < > is precisely what we mean when we
say U. We can calculate it using the above equation for the absolute probability:
< > = U = ![]() ![]() = τ2![]() ![]() ![]()
The final result seems strange but is mathematically tidier and is equivalent to
the messier formulation.
Finally, and significantly, we can relate the Helmholtz free energy, sometimes
just called the free energy, to Z as well. By a simple substitution, F = U - τσ,
we find an important result:
F = - τ log Z
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