2.4.17Thermodynamics & Statistical Mechanics (Advanced)

Fermi-Dirac statistics — fermions, Fermi energy

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WHY does Fermi-Dirac statistics exist?

WHAT problem are we solving? Classical Maxwell-Boltzmann statistics tells us how distinguishable particles spread over energy levels. But quantum particles are indistinguishable, and fermions have an extra rule: the Pauli exclusion principle. We need a counting rule that respects this.

WHY does the rule matter? Without exclusion, all electrons in a metal would collapse to the ground state at T=0T=0 and metals would behave totally differently (no electron degeneracy pressure, no white dwarfs, no semiconductor band gaps mattering the way they do).


HOW we derive the Fermi-Dirac distribution (from scratch)

We use the grand canonical ensemble: the system exchanges particles and energy with a reservoir at temperature TT and chemical potential μ\mu.

Step 1 — Focus on a single quantum state of energy ε\varepsilon. Why? Because fermion states are independent in occupation — each single-particle state is its own tiny subsystem that can hold n=0n=0 or n=1n=1 particle (exclusion!).

Step 2 — Write the grand partition function for that one state. The grand canonical weight of a microstate with nn particles and energy nεn\varepsilon is e(nεμn)/kBTe^{-(n\varepsilon-\mu n)/k_BT}. Z=n=01en(εμ)/kBT=1+e(εμ)/kBT\mathcal{Z} = \sum_{n=0}^{1} e^{-n(\varepsilon-\mu)/k_BT} = 1 + e^{-(\varepsilon-\mu)/k_BT} Why only n=0,1n=0,1? Pauli exclusion: a single state can't hold two identical fermions.

Step 3 — Average occupation number. nˉ=nnen(εμ)/kBTZ=01+1e(εμ)/kBT1+e(εμ)/kBT\bar n = \frac{\sum_n n\, e^{-n(\varepsilon-\mu)/k_BT}}{\mathcal{Z}} = \frac{0\cdot 1 + 1\cdot e^{-(\varepsilon-\mu)/k_BT}}{1 + e^{-(\varepsilon-\mu)/k_BT}}

Divide top and bottom by e(εμ)/kBTe^{-(\varepsilon-\mu)/k_BT}:


The Fermi energy: the T=0T=0 limit

WHAT is EFE_F? Define the Fermi energy EFμ(T=0)E_F \equiv \mu(T=0).

Take T0T\to 0 in f(ε)f(\varepsilon):

  • For ε<EF\varepsilon < E_F: exponent e=0f=1\to e^{-\infty}=0 \Rightarrow f=1.
  • For ε>EF\varepsilon > E_F: exponent e+=f=0\to e^{+\infty}=\infty \Rightarrow f=0.
Figure — Fermi-Dirac statistics — fermions, Fermi energy

Deriving EFE_F for a free electron gas (3D)

Step 1 — Count states (density of states). In a box of volume VV, allowed momenta are quantized; in kk-space states fill uniformly with density V/(2π)3V/(2\pi)^3. Including spin factor gs=2g_s=2: # states with k<kF=2V(2π)343πkF3\text{\# states with } |\mathbf k|<k_F = 2\cdot\frac{V}{(2\pi)^3}\cdot\frac{4}{3}\pi k_F^3 Why the 43πkF3\tfrac43\pi k_F^3? Volume of a sphere of radius kFk_F — at T=0T=0 the filled states form a sphere (the Fermi sphere).

Step 2 — Set this equal to the number of electrons NN. N=V3π2kF3kF=(3π2NV)1/3N = \frac{V}{3\pi^2}k_F^3 \quad\Rightarrow\quad k_F = \left(3\pi^2 \frac{N}{V}\right)^{1/3}

Step 3 — Convert to energy using ε=2k2/2m\varepsilon = \hbar^2 k^2/2m:

We also define Fermi temperature TF=EF/kBT_F = E_F/k_B and Fermi velocity vF=kF/mv_F = \hbar k_F/m.


Worked Examples


Common Mistakes (Steel-manned)


Flashcards

What property defines a fermion?
Half-integer spin and an antisymmetric exchange wavefunction (obeys Pauli exclusion).
Write the Fermi-Dirac distribution.
f(ε)=1e(εμ)/kBT+1f(\varepsilon)=\dfrac{1}{e^{(\varepsilon-\mu)/k_BT}+1}
Why is there a +1+1 in the denominator (vs 1-1 for bosons)?
It caps occupation at f1f\le1, enforcing Pauli exclusion (one fermion per state).
What is ff exactly when ε=μ\varepsilon=\mu?
1/21/2, for any T>0T>0.
Define the Fermi energy.
EF=μ(T=0)E_F=\mu(T=0); the energy below which all states are filled and above which all are empty at T=0T=0.
At T=0T=0, what does f(ε)f(\varepsilon) look like?
A step function: 11 for ε<EF\varepsilon<E_F, 00 for ε>EF\varepsilon>E_F.
Fermi energy of a 3D free electron gas?
EF=22m(3π2n)2/3E_F=\dfrac{\hbar^2}{2m}(3\pi^2 n)^{2/3} with n=N/Vn=N/V.
How is kFk_F related to electron density?
kF=(3π2n)1/3k_F=(3\pi^2 n)^{1/3}.
What is the Fermi temperature and why does it matter?
TF=EF/kBT_F=E_F/k_B; if TTFT\ll T_F the gas is degenerate (metals: TF104T_F\sim10^410510^5 K).
What is the width of the smeared transition at finite T?
About kBT\sim k_BT (≈ 4.4kBT4.4\,k_BT from f=0.9f=0.9 to 0.10.1).
To get particle number from ff, what must you multiply by?
The density of states g(ε)g(\varepsilon): dN=f(ε)g(ε)dεdN=f(\varepsilon)g(\varepsilon)\,d\varepsilon.
What holds up a white dwarf star?
Electron degeneracy pressure from Pauli exclusion (electrons can't all sit in ground state).

Recall Feynman: explain to a 12-year-old

Imagine a movie theater where every seat can hold exactly one person — no sitting on laps allowed (that's the Pauli rule). People always want the cheapest front-row seats first. If you bring in a big crowd even when it's freezing cold (zero temperature), they still fill seats row by row from the front, because the front seats are already taken. The last filled row is the Fermi level. When it warms up a little, only the people near that last row get restless and jump to a slightly higher row — everyone deep in front stays put. That's why metals barely change even when heated: only electrons near the Fermi level can move.


Connections

  • Pauli Exclusion Principle — the microscopic origin of the +1+1 and the step function.
  • Maxwell-Boltzmann Statistics — recovered when f1f\ll1 (dilute / high-TT limit).
  • Bose-Einstein Statistics — the 1-1 sibling; allows condensation.
  • Density of States — needed to turn ff into actual particle counts.
  • Grand Canonical Ensemble — the framework used to derive ff.
  • Electron Degeneracy Pressure & White Dwarfs — astrophysical consequence of the Fermi sea.
  • Chemical Potentialμ\mu, the half-filling energy; equals EFE_F at T=0T=0.
  • Sommerfeld Expansion — how μ(T)\mu(T) and heat capacity follow from ff.

Concept Map

has

forces

limits to

needs new

builds

sum only n=0,1

gives

equals

+1 signals

f=1/2 at

at T=0 defines

causes

water level is

Pauli exclusion principle

Antisymmetric wavefunction

Fermions half-integer spin

Indistinguishable particles

Grand canonical ensemble

Grand partition function Z

Average occupation n-bar

Fermi-Dirac distribution f

n=0 or n=1 per state

Fermi energy E_F

Chemical potential mu

States fill bottom up

Hinglish (regional understanding)

Intuition Hinglish mein samjho

Dekho, fermions (jaise electrons) bahut "antisocial" hote hain — Pauli exclusion principle kehta hai ki ek quantum state mein sirf ek hi fermion baith sakta hai, do nahi. Isliye jab hum particles ko energy levels mein bharte hain, to woh neeche se upar tak stack hote jaate hain, bilkul almari mein kitabein rakhne jaise. Yeh batane ke liye ki kisi energy level ke occupied hone ka probability kitna hai, hum Fermi-Dirac distribution use karte hain: f(ε)=1/(e(εμ)/kBT+1)f(\varepsilon)=1/(e^{(\varepsilon-\mu)/k_BT}+1). Yeh formula grand canonical ensemble se nikalta hai, jahan ek single state sirf n=0n=0 ya n=1n=1 particle rakh sakta hai (exclusion ki wajah se).

Sabse important baat: jab ε=μ\varepsilon=\mu, to ff exactly 1/21/2 hota hai — yani chemical potential woh energy hai jahan state aadha bhara hota hai. Aur jab temperature T=0T=0 ho jaye, to ff ek step function ban jaata hai — EFE_F ke neeche sab full, upar sab khaali. Is EFE_F ko Fermi energy kehte hain, aur neeche ke bhare hue region ko Fermi sea.

3D free electron gas ke liye EF=22m(3π2n)2/3E_F=\frac{\hbar^2}{2m}(3\pi^2 n)^{2/3} — sirf number density nn pe depend karta hai. Copper ke liye EF7E_F\approx 7 eV nikalta hai, aur Fermi temperature TF80,000T_F\approx 80{,}000 K! Iska matlab room temperature pe electrons "degenerate" hain — sirf EFE_F ke aas-paas wale electrons (width kBT\sim k_BT) hi heat ya current mein hissa lete hain. Yahi reason hai ki metals ki specific heat classical prediction se bahut kam hoti hai, aur yahi degeneracy pressure white dwarf stars ko collapse hone se bachata hai. Bas yeh yaad rakhna — ff probability hai, particle count nahi; count ke liye usse density of states g(ε)g(\varepsilon) se multiply karna padta hai.

Go deeper — visual, from zero

Test yourself — Thermodynamics & Statistical Mechanics (Advanced)

Connections