Practice Problems: Chapter 29

Chapter 29 practice problems on the Fermi-Dirac and Bose-Einstein distributions, worked by hand: the Fermi-Dirac function as a tanh, symmetric about E = μ, and its limits; then counting the ways fermions and bosons fill g_j states, with Stirling's approximation and Lagrange multipliers giving both occupation numbers. Only the problems I'm sure of, so corrections are welcome!

Chapter 29 was about the Fermi-Dirac & Bose-Einstein distributions.

So why did the post order suddenly jump to Chap 29?

That was just the order I covered the concepts in. The reason is, to derive Stefan-Boltzmann in Chap 23, this is how it had to be done…. (It would have been nice if the book’s order had been this way too, but) I switched the post order for a bit.

Anyway, since I’m only uploading the problems I solved with certainty, it’s a shame there aren’t answers to every problem. Please just use it for reference, and corrections are always welcome!!

Prob 29.3

Let’s keep one quantity in view: $x=\beta(E-\mu)$, with $\beta=1/(k_BT)$. The distribution tells us the mean occupation of one state, so its value is between zero and one. At $E=\mu$, it is exactly $1/2$.

Prob 29.3: rewrite the Fermi-Dirac function f(E) = 1/(e^(β(E−μ)) + 1) as ½(1 − tanh(½β(E−μ))), show that it has point symmetry about (E, f) = (μ, ½), and simplify f(E) for E ≪ μ, E ≫ μ and E very close to μ

Shift by −μ along the E axis, E → E + μ: f = ½ − ½ tanh(½βE); tanh is odd; after subtracting ½ from f, the centered curve is odd, and sketches of tanh(½βE), −½ tanh(½βE) and −½ tanh(½βE) + ½ give the shape of f(E)

The useful identity is

$$ f(E)=\frac12\left[1-\tanh\!\left(\frac{\beta(E-\mu)}2\right)\right]. $$

Shift the center of the graph to $(\mu,1/2)$ and the remaining tanh is odd. That’s point symmetry, which we can check without drawing anything: $f(\mu+\delta)+f(\mu-\delta)=1$. The extra $1/2$ inside the brackets on the first sheet is a slip; the formula above is the one to use.

The three limits: for E ≪ μ and E ≫ μ the sheet drops the smaller energy inside the exponent; for E close to μ, tanh x ≈ x − x³/3 gives f(E) ≈ ½ − ¼β(E−μ) + (1/48)β³(E−μ)³

For the limits, compare the energy difference with $k_BT$. If $E-\mu\gg k_BT$, the exponential dominates and $f\approx e^{-\beta(E-\mu)}$. If $\mu-E\gg k_BT$, the state is almost full: $f\approx1-e^{\beta(E-\mu)}$. We keep both $E$ and $\mu$ in those exponents.

Right near the center, $|E-\mu|\ll k_BT$, the expansion on the sheet gives

$$ f(E)\approx\frac12-\frac{\beta(E-\mu)}4 +\frac{\beta^3(E-\mu)^3}{48}. $$

The negative linear term is a quick check: as energy increases through $\mu$, the occupation should fall.

Prob 29.6

(a) Fermions

Prob 29.6 a): show that the number of ways of distributing n_j fermions over g_j states, no more than one per state, is Ω_j = g_j!/(n_j!(g_j − n_j)!)

The g_j boxes are quantum states of the same energy; by the Pauli exclusion principle each holds a fermion (O) or not (X), so we count rows of n_j O’s and g_j − n_j X’s: Ω_j = g_j!/(n_j!(g_j − n_j)!)

Here $g_j$ is the number of distinct single-particle states with energy $E_j$, and $n_j$ is how many particles occupy that group. The particles aren’t labeled. For fermions we only choose which $n_j$ of the $g_j$ states are filled:

$$ \Omega_j=\binom{g_j}{n_j},\qquad 0\le n_j\le g_j. $$

That’s why swapping two particles doesn’t produce an extra arrangement.

The rest of a): with S = k_B ln Π_j g_j!/(n_j!(g_j − n_j)!), show S = −k_B Σ_j g_j(n̄_j ln n̄_j + (1 − n̄_j) ln(1 − n̄_j)) with n̄_j = n_j/g_j, then maximize it at fixed E and N to get n̄_j = 1/(e^(α+βE_j) + 1)

S = Σ_j k_B ln Ω_j, and Stirling’s approximation ln x! ≈ x ln x − x gives k_B Σ_j(g_j ln g_j − n_j ln n_j − (g_j − n_j) ln(g_j − n_j))

Dividing by g_j: S = −k_B Σ_j g_j(n̄_j ln n̄_j + (1 − n̄_j) ln(1 − n̄_j)); one down, now maximize it with Lagrange multipliers

Multiplying the counts for the different energy groups gives the total count; taking its logarithm turns that product into the entropy sum. The sheets then use Stirling’s approximation for large counts. With $f_j=n_j/g_j$ (the $\bar n_j$ on the sheets), the result is

$$ \frac{S}{k_B}=-\sum_jg_j\big[f_j\ln f_j+(1-f_j)\ln(1-f_j)\big]. $$

So far this counts possible arrangements. To find the equilibrium occupation, we still have to maximize it without changing the total particle number or energy.

The constraints Σ n_jE_j = E and Σ n_j = N with Lagrange multipliers λ₁ and λ₂: f₁ = k_B Σ_j ln(g_j!/(n_j!(g_j − n_j)!)) + λ₁(N − Σ n_j) + λ₂(E − Σ n_jE_j)

Stirling again, then ∂f/∂n_j = k_B(ln(g_j/n_j − 1) − λ₁ − λ₂E_j) = 0, so ln(1/n̄_j − 1) = λ₁ + λ₂E_j and n̄_j = 1/(e^(λ₁+λ₂E_j) + 1)

Those two restrictions are $\sum_jn_j=N$ and $\sum_jn_jE_j=E$. Maximizing $S/k_B-\alpha\sum_jn_j-\beta\sum_jn_jE_j$ gives

$$ \ln\frac{g_j-n_j}{n_j}=\alpha+\beta E_j, \qquad f_j=\frac{1}{e^{\alpha+\beta E_j}+1}. $$

The constants are fixed by the restrictions; in thermodynamic notation $\alpha=-\beta\mu$ and $\beta=1/(k_BT)$. This is the Fermi-Dirac function from the first problem again! The sheets absorb a factor of $k_B$ into their multiplier symbols; using $S/k_B$ here makes that convention explicit.

(b) Bosons

Prob 29.6 b): with any number of particles allowed per state, show Ω_j = (g_j + n_j − 1)!/(n_j!(g_j − 1)!) for n_j bosons in g_j states, then S = k_B Σ_j g_j((1 + n̄_j) ln(1 + n̄_j) − n̄_j ln n̄_j), and maximize it at fixed E and N to get n̄_j = 1/(e^(α+βE_j) − 1)

Counting the boson arrangements: bosons as dots in g_j boxes with no limit per box; drawn as one row of dots and boxes, the last box always sits at the end of the row

So n_j dots and g_j − 1 boxes in a row: (n_j + g_j − 1)!/(n_j!(g_j − 1)!) arrangements, which is Ω_j

Now the occupancy restriction is gone: several bosons can share a state. Put $n_j$ identical dots in a row and use $g_j-1$ dividers to separate the $g_j$ states. Empty gaps are allowed. Choosing the positions of the dots among the dots and dividers gives

$$ \Omega_j=\binom{n_j+g_j-1}{n_j}. $$

That’s the little counting trick in the drawings. We haven’t changed what $g_j$ means; we’ve changed what is allowed inside each state.

S = Σ_j k_B ln Ω_j with Stirling; with 1/g_j → 0 and g_j − 1 → g_j for large g_j, S = k_B Σ_j g_j((n̄_j + 1) ln(n̄_j + 1) − n̄_j ln n̄_j)

Taking $k_B\ln\Omega$ and using Stirling again gives, for large groups where the $-1$ terms can be neglected,

$$ \frac{S}{k_B}=\sum_jg_j\big[(1+f_j)\ln(1+f_j)-f_j\ln f_j\big]. $$

The factorial count above is exact. This smooth entropy expression is the large-number approximation used in the differentiation below.

Back to f with the two Lagrange terms, Stirling, and ∂f/∂n_j = k_B(ln((n_j + g_j − 1)/n_j) − λ₁ − λ₂E_j) set to zero; ignoring the −1 for large g_j, ln((n_j + g_j)/n_j) = λ₁ + λ₂E_j

1 + g_j/n_j = e^(λ₁+λ₂E_j), so 1 + 1/n̄_j = e^(λ₁+λ₂E_j) and n̄_j = 1/(e^(λ₁+λ₂E_j) − 1)

Keeping the same two restrictions, the derivative now gives

$$ \ln\frac{g_j+n_j}{n_j}=\alpha+\beta E_j, \qquad f_j=\frac{1}{e^{\beta(E_j-\mu)}-1}. $$

Compare the denominators: $+1$ for fermions, $-1$ for bosons. That small change came from the counting rules, not from a different temperature definition. Far out in the dilute tail, where $e^{\beta(E_j-\mu)}\gg1$, both reduce to $e^{-\beta(E_j-\mu)}$.


Heads-up. The figures here are the original notes, slips and all. A few things to watch for:

  • In the statement of Prob 29.3, the Fermi-Dirac function is $f(E) = \frac{1}{2}\left(1 - \tanh\left(\frac{1}{2}\beta(E - \mu)\right)\right)$, without a second $\frac{1}{2}$ in front of the tanh; the next sheet writes it right.
  • In the limits of Prob 29.3, the exponent keeps both $E$ and $\mu$: for $E-\mu\gg k_BT$, $f(E) \approx e^{-\beta(E - \mu)}$ (the Boltzmann tail), and for $\mu-E\gg k_BT$, $f(E) \approx 1 - e^{\beta(E - \mu)} \approx 1$. Dropping $E$ or $\mu$ from the exponent changes the result by a factor $e^{\beta\mu}$.
  • The symmetry is point symmetry about $(\mu,1/2)$: $f(\mu+\delta)+f(\mu-\delta)=1$. The near-μ expansion assumes $|E-\mu|\ll k_BT$; the far limits must likewise be judged relative to $k_BT$, not just by comparing E and μ.

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