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The fluctuation–dissipation theorem states that thermal-equilibrium fluctuations and linear dissipative response are two spectral combinations of the same transitions. The ordered correlation spectrum counts thermally weighted transition strength. The absorptive susceptibility counts absorption minus the thermally reversed process. Equilibrium detailed balance fixes the ratio of those two directions, so the dissipative response determines the nonzero-energy fluctuation spectrum and conversely. Exactly zero-energy fluctuations must be specified separately: they cancel from the commutator.

For a Hermitian observable AA, one familiar angular-frequency form is

SAAsym(ω)=ℏcoth⁡(βℏω2)Im⁡χAAR(ω),S_{AA}^{\mathrm{sym}}(\omega) = \hbar \coth\left( \frac{\beta\hbar\omega}{2} \right) \operatorname{Im} \chi_{AA}^{\mathrm R}(\omega),

for nonzero frequency (or the regular part at zero frequency), under the source, Fourier, and spectral conventions stated below. The hyperbolic cotangent is not a decorative quantum correction. It encodes the Kubo–Martin–Schwinger, or KMS, balance between a thermal system absorbing and releasing energy.

The theorem is exact for equilibrium linear response. It is not a general identity for an arbitrary stationary, noisy, driven, or open state.

Helpful background. Retarded and advanced response defines the absorptive part; thermal density operators supplies the Gibbs weights used in the derivation.

Equilibrium assumptions for fluctuation–dissipation

Section titled “Equilibrium assumptions for fluctuation–dissipation”

Assume positive inverse temperature β>0\beta>0, a normalizable Gibbs state (or a well-defined thermodynamic KMS limit), and finite correlators in the chosen channel. The equilibrium theorem requires more than stationarity.

  1. Thermal equilibrium. The reference state is a Gibbs or grand-canonical Gibbs state for the generator used in time evolution.
  2. Stationarity. Correlations depend on a time difference, so a one-frequency representation exists.
  3. Linear response. The source is weak enough that first-order response is meaningful.
  4. Conjugate source. The perturbation and the susceptibility use the same declared source coupling.
  5. Compatible orderings. Ordered, reversed, commutator, and symmetrized spectra are built from the same operator pair.
  6. Compatible conventions. Fourier signs, factors of ℏ\hbar and 2π2\pi, and the meaning of positive energy are held fixed.
  7. Well-defined transforms. Correlators are distributions or sufficiently regular functions for the spectral manipulations being used.

Time-reversal symmetry is not required for the basic equilibrium theorem. Time reversal enters reciprocity relations between different channels, not the KMS balance that follows from a Gibbs state.

Write the equilibrium state as

ρβ=e−βKZ,Z=Tr⁡e−βK.\rho_\beta = \frac{ e^{-\beta\mathcal K} }{ \mathcal Z }, \qquad \mathcal Z = \operatorname{Tr} e^{-\beta\mathcal K}.

For a canonical ensemble,

K=H.\mathcal K = H.

For a grand-canonical ensemble,

K=H−μN^.\mathcal K = H-\mu\hat N.

Operators evolve with the same generator:

A(t)=eiKt/ℏAe−iKt/ℏ.A(t) = e^{i\mathcal Kt/\hbar} A e^{-i\mathcal Kt/\hbar}.

For number-preserving observables, evolution with HH or H−μN^H-\mu\hat N is identical. For a number-changing operator, the distinction shifts the spectral energy by the appropriate chemical work. Mixing the two generators changes the detailed-balance exponent.

Define

δA=A−⟨A⟩β,δB=B−⟨B⟩β.\delta A = A-\langle A\rangle_\beta, \qquad \delta B = B-\langle B\rangle_\beta.

Subtracting the means removes the trivial elastic line produced by one-point functions. It does not remove every zero-energy contribution: conserved projections and exact degeneracies can still produce singular weight at E=0E=0.

The commutator is unchanged by this subtraction, but the fluctuation spectrum is not.

The spectral variable is the target energy transfer

E=ℏω.E = \hbar\omega.

Positive EE means that the equilibrium target absorbs energy from the source or probe. Negative EE describes the thermally reversed direction.

Define

SAB>(E)=12πℏ∫−∞∞dt eiEt/ℏ×⟨δA(t)δB(0)⟩β,\mathcal S_{AB}^{>}(E) ={} \frac{1}{2\pi\hbar} \int_{-\infty}^{\infty} dt\, e^{iEt/\hbar} \times \left\langle \delta A(t) \delta B(0) \right\rangle_\beta,

and

SAB<(E)=12πℏ∫−∞∞dt eiEt/ℏ×⟨δB(0)δA(t)⟩β.\mathcal S_{AB}^{<}(E) ={} \frac{1}{2\pi\hbar} \int_{-\infty}^{\infty} dt\, e^{iEt/\hbar} \times \left\langle \delta B(0) \delta A(t) \right\rangle_\beta.

For a Hermitian autochannel, set B=AB=A and abbreviate these as SA>\mathcal S_A^{>} and SA<\mathcal S_A^{<}. They obey

SA<(E)=SA>(−E).\mathcal S_A^{<}(E) = \mathcal S_A^{>}(-E).

With this normalization,

∫−∞∞dE SA>(E)=⟨(δA)2⟩β.\int_{-\infty}^{\infty} dE\, \mathcal S_A^{>}(E) = \left\langle (\delta A)^2 \right\rangle_\beta.

Use the source convention

Hpert(t)=−f(t)B.H_{\mathrm{pert}}(t) = -f(t)B.

The retarded susceptibility is

χABR(t)=iℏθ(t)⟨[δA(t),δB(0)]⟩β.\chi_{AB}^{\mathrm R}(t) = \frac{i}{\hbar} \theta(t) \left\langle [ \delta A(t), \delta B(0) ] \right\rangle_\beta.

Its energy-domain transform is

χABR(E)=∫−∞∞dt eiEt/ℏχABR(t).\chi_{AB}^{\mathrm R}(E) = \int_{-\infty}^{\infty} dt\, e^{iEt/\hbar} \chi_{AB}^{\mathrm R}(t).

Write

χAB′(E)=χABR(E)+χABA(E)2,χAB′′(E)=χABR(E)−χABA(E)2i.\chi_{AB}'(E)=\frac{\chi_{AB}^{\mathrm R}(E)+\chi_{AB}^{\mathrm A}(E)}{2}, \qquad \chi_{AB}''(E)=\frac{\chi_{AB}^{\mathrm R}(E)-\chi_{AB}^{\mathrm A}(E)}{2i}.

Here χA\chi^{\mathrm A} is the advanced partner. For a Hermitian autochannel these are the ordinary real and imaginary parts; for a matrix of Hermitian channels, χA=χR†\chi^{\mathrm A}=\chi^{\mathrm R\dagger}, so χ′′\chi'' is the Hermitian absorptive matrix. It is not the elementwise imaginary part of a general cross response. With this definition, the cross-channel formulas below remain valid even when their entries are complex.

For a Hermitian autochannel and E>0E\gt0, passivity gives

χAA′′(E)≥0\chi_{AA}''(E) \geq 0

with these conventions.

Let

f(t)=Re⁡(f0e−iωt),ω>0.f(t) = \operatorname{Re} \left( f_0 e^{-i\omega t} \right), \qquad \omega\gt0.

The cycle-averaged work delivered to the system is

P‾=ω2∣f0∣2χAA′′(ω).\overline P = \frac{\omega}{2} \lvert f_0\rvert^2 \chi_{AA}''(\omega).

Thus χ′′\chi'' is the absorptive part for the declared source sign. Reversing the sign in the retarded definition or source coupling reverses intermediate signs, but a passive system must still absorb nonnegative average power.

Define the response spectral density

ρAB(E)=SAB>(E)−SAB<(E).\rho_{AB}(E) = \mathcal S_{AB}^{>}(E) - \mathcal S_{AB}^{<}(E).

Thermal equilibrium gives detailed balance:

SAB<(E)=e−βESAB>(E).\mathcal S_{AB}^{<}(E) = e^{-\beta E} \mathcal S_{AB}^{>}(E).

Therefore

ρAB(E)=(1−e−βE)SAB>(E).\rho_{AB}(E) = \left( 1-e^{-\beta E} \right) \mathcal S_{AB}^{>}(E).

For the retarded convention above,

χAB′′(E)=πρAB(E).\chi_{AB}''(E) = \pi \rho_{AB}(E).

For E≠0E\ne0, the ordered form of the theorem is consequently

SAB>(E)=χAB′′(E)π(1−e−βE).\mathcal S_{AB}^{>}(E) = \frac{ \chi_{AB}''(E) }{ \pi \left( 1-e^{-\beta E} \right) }.

For a Hermitian autochannel, define the symmetrized spectrum

SAsym(E)=12[SA>(E)+SA<(E)].\mathcal S_A^{\mathrm{sym}}(E) = \frac12 \left[ \mathcal S_A^{>}(E) + \mathcal S_A^{<}(E) \right].

For nonzero energy, combining the preceding relations gives

SAsym(E)=12πcoth⁡(βE2)χAA′′(E).\mathcal S_A^{\mathrm{sym}}(E) = \frac{1}{2\pi} \coth\left( \frac{\beta E}{2} \right) \chi_{AA}''(E).

Equivalently,

SA>(E)=[1+nB(E)]ρAA(E),SA<(E)=nB(E)ρAA(E),\begin{aligned} \mathcal S_A^{>}(E) &= \left[ 1+n_{\mathrm B}(E) \right] \rho_{AA}(E), \\ \mathcal S_A^{<}(E) &= n_{\mathrm B}(E) \rho_{AA}(E), \end{aligned}

for E>0E\gt0, where

nB(E)=1eβE−1.n_{\mathrm B}(E) = \frac{1}{ e^{\beta E}-1 }.

The Bose factor appears because an observable response compares transitions differing by an energy EE. It does not assert that the microscopic constituents are bosons.

Map from equilibrium ordered spectra through detailed balance to absorptive response and symmetrized fluctuations

At equilibrium and nonzero energy, KMS detailed balance fixes the reversed ordered spectrum from the forward one. Their difference is the response spectral density and hence the absorptive susceptibility; their average is the symmetrized fluctuation spectrum. The hyperbolic-cotangent factor converts the difference into the average. Exactly zero-energy fluctuation weight cancels from the difference and cannot be reconstructed by this division.

Many texts omit the 1/(2πℏ)1/(2\pi\hbar) factor and use angular frequency directly:

SAAsym(ω)=12∫−∞∞dt eiωt×⟨{δA(t),δA(0)}⟩β.S_{AA}^{\mathrm{sym}}(\omega) ={} \frac12 \int_{-\infty}^{\infty} dt\, e^{i\omega t} \times \left\langle \{ \delta A(t), \delta A(0) \} \right\rangle_\beta.

The relation between the two conventions is

SAAsym(ω)=2πℏ SAsym(ℏω).S_{AA}^{\mathrm{sym}}(\omega) = 2\pi\hbar\, \mathcal S_A^{\mathrm{sym}} \left( \hbar\omega \right).

Therefore the same theorem becomes

SAAsym(ω)=ℏcoth⁡(βℏω2)χAA′′(ω).S_{AA}^{\mathrm{sym}}(\omega) = \hbar \coth\left( \frac{\beta\hbar\omega}{2} \right) \chi_{AA}''(\omega).

The unnormalized ordered spectrum

SAA>(ω)=∫dt eiωt⟨δA(t)δA(0)⟩βS_{AA}^{>}(\omega) = \int dt\, e^{i\omega t} \left\langle \delta A(t)\delta A(0) \right\rangle_\beta

obeys

SAA>(ω)=2ℏ1−e−βℏωχAA′′(ω).S_{AA}^{>}(\omega) = \frac{ 2\hbar }{ 1-e^{-\beta\hbar\omega} } \chi_{AA}''(\omega).

These formulas are equivalent to the energy-normalized forms. Combining a spectrum from one convention with a susceptibility from another produces exactly the stray factors of ℏ\hbar, 2π2\pi, and π\pi that frequently appear in incorrect comparisons.

Let

K∣n⟩=κn∣n⟩,pn=e−βκnZ.\mathcal K \lvert n\rangle = \kappa_n \lvert n\rangle, \qquad p_n = \frac{ e^{-\beta\kappa_n} }{ \mathcal Z }.

Insert a complete set of eigenstates into the ordered spectrum:

SAB>(E)=∑n,mpn(δA)nm(δB)mn×δ(E−κm+κn).\mathcal S_{AB}^{>}(E) ={} \sum_{n,m} p_n (\delta A)_{nm} (\delta B)_{mn} \times \delta \left( E-\kappa_m+\kappa_n \right).

The reversed order gives

SAB<(E)=∑n,mpm(δA)nm(δB)mn×δ(E−κm+κn).\mathcal S_{AB}^{<}(E) ={} \sum_{n,m} p_m (\delta A)_{nm} (\delta B)_{mn} \times \delta \left( E-\kappa_m+\kappa_n \right).

On the support of the delta function,

κm−κn=E,\kappa_m-\kappa_n = E,

so

pmpn=e−βE.\frac{p_m}{p_n} = e^{-\beta E}.

Term by term,

SAB<(E)=e−βESAB>(E).\mathcal S_{AB}^{<}(E) = e^{-\beta E} \mathcal S_{AB}^{>}(E).

This is frequency-domain KMS detailed balance. It follows from the Gibbs weights and cyclicity of the trace, not from weak interactions, a quasiparticle approximation, chaos, or a thermodynamic limit.

The corresponding time-domain identity is

⟨δA(t)δB(0)⟩β=⟨δB(0)δA(t+iβℏ)⟩β,\left\langle \delta A(t)\delta B(0) \right\rangle_\beta = \left\langle \delta B(0) \delta A(t+i\beta\hbar) \right\rangle_\beta,

when the analytic continuation and operator domains are well defined.

The commutator spectrum is

ρAB(E)=SAB>(E)−SAB<(E).\rho_{AB}(E) = \mathcal S_{AB}^{>}(E) - \mathcal S_{AB}^{<}(E).

The retarded spectral representation can be written as

χABR(E)=∫−∞∞dE′ ρAB(E′)E′−E−i0+.\chi_{AB}^{\mathrm R}(E) = \int_{-\infty}^{\infty} dE'\, \frac{ \rho_{AB}(E') }{ E'-E-i0^+ }.

The distributional identity

1x−i0+=PV⁡1x+iπδ(x)\frac{1}{ x-i0^+ } = \operatorname{PV} \frac{1}{x} + i\pi\delta(x)

then gives

χAB′′(E)=πρAB(E).\chi_{AB}''(E) = \pi\rho_{AB}(E).

The theorem follows by combining this response identity with detailed balance.

Suppose the state is grand canonical but operators are evolved with the physical Hamiltonian HH. If a transition changes particle number by ΔN\Delta N, then the Gibbs-weight ratio is

pmpn=exp⁡[−β(E−μΔN)].\frac{p_m}{p_n} = \exp \left[ -\beta \left( E-\mu\Delta N \right) \right].

The detailed-balance exponent is therefore the change in

H−μN^,H-\mu\hat N,

not the physical energy alone. Evolving with K=H−μN^\mathcal K=H-\mu\hat N packages this chemical work into the spectral variable. A number-changing spectrum must state which choice is being used.

The theorem combines three different spectral operations.

For E>0E\gt0,

SA>(E)\mathcal S_A^{>}(E)

counts thermally weighted transitions in which the target gains energy EE. It is nonnegative for a Hermitian autochannel.

The reversed process is

SA<(E)=e−βESA>(E).\mathcal S_A^{<}(E) = e^{-\beta E} \mathcal S_A^{>}(E).

At low temperature it is suppressed because the target must begin in an excited state to release the same energy.

The absorptive response is proportional to

SA>(E)−SA<(E).\mathcal S_A^{>}(E) - \mathcal S_A^{<}(E).

Stimulated emission subtracts from absorption. This is why a highly populated excited transition can reduce or reverse dissipation.

The symmetrized spectrum is proportional to

SA>(E)+SA<(E).\mathcal S_A^{>}(E) + \mathcal S_A^{<}(E).

It records both directions without identifying which one can excite a detector. A nonzero zero-temperature symmetrized spectrum is therefore compatible with the absence of negative-energy emission from a ground-state target.

When

β∣E∣≪1,\beta\lvert E\rvert \ll 1,

the thermal factor is

coth⁡(βE2)=2βE+O(βE).\coth\left( \frac{\beta E}{2} \right) = \frac{2}{\beta E} + O(\beta E).

The energy-normalized theorem becomes

SAsym(E)≃kBTπEχAA′′(E).\mathcal S_A^{\mathrm{sym}}(E) \simeq \frac{ k_{\mathrm B}T }{ \pi E } \chi_{AA}''(E).

In angular-frequency notation,

SAAsym(ω)≃2kBTωχAA′′(ω).S_{AA}^{\mathrm{sym}}(\omega) \simeq \frac{ 2k_{\mathrm B}T }{ \omega } \chi_{AA}''(\omega).

The classical limit requires

ℏ∣ω∣≪kBT\hbar\lvert\omega\rvert \ll k_{\mathrm B}T

at the frequency being examined. A system can be classical at low frequency and quantum at high frequency at the same temperature.

For a classical equilibrium variable with correlation

CA(t)=⟨δA(t)δA(0)⟩,C_A(t) = \left\langle \delta A(t)\delta A(0) \right\rangle,

the time-domain form is

χAAR(t)=−βθ(t)dCA(t)dt,\chi_{AA}^{\mathrm R}(t) = -\beta \theta(t) \frac{dC_A(t)}{dt},

under the same source sign. The fully quantum analogue uses a Kubo-transformed imaginary-time correlation rather than the ordinary product.

At fixed nonzero energy,

β∣E∣≫1.\beta\lvert E\rvert \gg 1.

Then

coth⁡(βE2)⟶sgn⁡(E).\coth\left( \frac{\beta E}{2} \right) \longrightarrow \operatorname{sgn}(E).

For E>0E\gt0,

SA<(E)⟶0,\mathcal S_A^{<}(E) \longrightarrow 0,

while

SA>(E)⟶ρAA(E).\mathcal S_A^{>}(E) \longrightarrow \rho_{AA}(E).

The symmetrized spectrum retains half of the positive- and negative-energy pair:

SAsym(E)⟶12π∣χAA′′(E)∣.\mathcal S_A^{\mathrm{sym}}(E) \longrightarrow \frac{1}{2\pi} \left| \chi_{AA}''(E) \right|.

This is often called zero-point fluctuation. It does not mean that a ground-state target can supply positive energy to another system.

For a finite-dimensional system,

β⟶0\beta \longrightarrow 0

makes thermal populations equal. Then absorption and stimulated emission approach one another:

ρAA(E)=O(βE).\rho_{AA}(E) = O(\beta E).

The symmetrized fluctuation spectrum can remain finite even though the net dissipative difference vanishes. Large fluctuations and weak net absorption are therefore compatible.

The factor

coth⁡(βE2)\coth\left( \frac{\beta E}{2} \right)

diverges as E→0E\to0, while a regular passive response has

χAA′′(E)=O(E).\chi_{AA}''(E) = O(E).

Their product can have a finite limit. One should therefore evaluate

lim⁡E→0χAA′′(E)E,\lim_{E\to0} \frac{ \chi_{AA}''(E) }{ E },

not substitute E=0E=0 into the factors separately.

Singular cases require more care:

  • an exactly conserved operator can produce a delta function at E=0E=0;
  • ballistic transport can contain a Drude contribution;
  • spontaneous symmetry breaking can make the thermodynamic and dynamic limits noncommuting;
  • diffusion produces a pole whose form depends on the order of E→0E\to0 and q→0\mathbf q\to0;
  • finite systems retain exact zero-energy transitions inside degenerate subspaces.

The universally safe relation is multiplication:

χ′′(E)=π(1−e−βE)S>(E).\chi''(E)=\pi(1-e^{-\beta E})\mathcal S^>(E).

If S>(E)=C0δ(E)+Sreg>(E)\mathcal S^>(E)=C_0\delta(E)+\mathcal S^>_{\rm reg}(E), the factor multiplying C0δ(E)C_0\delta(E) is zero. Dissipation therefore contains no information about C0C_0. Multiplying the zero result by a singular coth⁡(βE/2)\coth(\beta E/2) does not reconstruct it. For example, a conserved AA has SA>(E)=Var⁡(A)δ(E)\mathcal S_A^>(E)=\operatorname{Var}(A)\delta(E) and identically zero diagonal retarded response. Keep that static term separate from the regular FDT conversion.

Dynamic Versus Static Fluctuation Relations

Section titled “Dynamic Versus Static Fluctuation Relations”

The dynamic theorem should not be shortened to

χ(0)=βVar⁡(A)\chi(0) = \beta \operatorname{Var}(A)

for an arbitrary quantum observable.

The static isothermal susceptibility for

Hf=H0−fAH_f = H_0-fA

is

χT=∂⟨A⟩f∂f∣f=0.\chi_T = \left. \frac{ \partial\langle A\rangle_f }{ \partial f } \right|_{f=0}.

Its exact equilibrium form is

χT=∫0βdλ ⟨δA(−iℏλ)δA(0)⟩β.\chi_T = \int_0^\beta d\lambda\, \left\langle \delta A(-i\hbar\lambda) \delta A(0) \right\rangle_\beta.

This is β\beta times the Kubo–Mori covariance. If

[A,H0]=0,[ A,H_0 ] = 0,

the imaginary-time operator is constant and

χT=βVar⁡(A).\chi_T = \beta \operatorname{Var}(A).

Otherwise the ordinary variance and the static response differ.

The same distinction follows spectrally. A zero-frequency dispersion relation gives, when convergence and limit conditions hold,

χAA′(0)=PV⁡∫−∞∞dE ρAA(E)E.\chi_{AA}'(0) = \operatorname{PV} \int_{-\infty}^{\infty} dE\, \frac{ \rho_{AA}(E) }{ E }.

Using detailed balance for the nonzero-energy part,

χAA′(0)=∫E≠0dE 1−e−βEESA>(E),\chi_{AA}'(0) =\int_{E\ne0}dE\, \frac{1-e^{-\beta E}}{E}\mathcal S_A^{>}(E),

with principal-value limits if needed. For a finite Gibbs system, the full isothermal derivative instead includes the exact zero-energy part:

χT=βC0+∫E≠0dE 1−e−βEESA>(E),C0=∑κm=κnpn∣δAnm∣2.\chi_T=\beta C_0+\int_{E\ne0}dE\, \frac{1-e^{-\beta E}}{E}\mathcal S_A^{>}(E), \qquad C_0=\sum_{\kappa_m=\kappa_n}p_n|\delta A_{nm}|^2.

Thus χT−χAA′(0)=βC0\chi_T-\chi_{AA}'(0)=\beta C_0 under these finite-system assumptions. The energy-dependent factor away from zero is not generally the constant β\beta. Fluctuations and Susceptibilities develops the static Kubo–Mori identity and its thermodynamic consequences.

Contact terms, constrained ensembles, and the order of uniform and static limits can further distinguish a measured susceptibility from χAA′(0)\chi_{AA}'(0). Those protocol choices belong to Susceptibilities and the Kubo Formula.

Resolve a set of source channels into a linear combination

Bv=∑avaBa,B_v = \sum_a v_a B_a,

and let the conjugate detector be

Av=Bv†.A_v = B_v^\dagger.

For a complex BvB_v, a physical Hamiltonian includes both −fBv-fB_v and its conjugate; equivalently use two Hermitian quadratures. For every channel vector vv, the conjugate-pair spectrum obeys

Sv<(E)=e−βESv>(E),\mathcal S_v^{<}(E) = e^{-\beta E} \mathcal S_v^{>}(E),

and

Svsym(E)=12πcoth⁡(βE2)χv′′(E).\mathcal S_v^{\mathrm{sym}}(E) = \frac{1}{2\pi} \coth\left( \frac{\beta E}{2} \right) \chi_v''(E).

This quadratic-form statement is safer than asserting componentwise positivity. Off-diagonal cross spectra and cross susceptibilities can be complex. Their Hermitian-conjugation, index-reversal, and time-reversal properties must be handled before reducing the theorem to separate real components.

KMS detailed balance still holds without time-reversal symmetry. Onsager–Casimir reciprocity is an additional statement involving operator parities and reversal of magnetic fields or other time-reversal-odd controls.

For a Hermitian local density or spin field,

Oq†=O−q.O_{\mathbf q}^{\dagger} = O_{-\mathbf q}.

Define the ordered structure factor

SO(q,E)∝∫dt eiEt/ℏ×⟨δOq(t)δO−q(0)⟩β,S_O(\mathbf q,E) \propto{} \int dt\, e^{iEt/\hbar} \times \left\langle \delta O_{\mathbf q}(t) \delta O_{-\mathbf q}(0) \right\rangle_\beta,

with the volume and Fourier normalization declared separately. Detailed balance is

SO(q,−E)=e−βESO(−q,E).S_O(\mathbf q,-E) = e^{-\beta E} S_O(-\mathbf q,E).

Only when symmetry or reciprocity permits

SO(q,E)=SO(−q,E)S_O(\mathbf q,E) = S_O(-\mathbf q,E)

may one write the same-q\mathbf q shortcut

SO(q,−E)=e−βESO(q,E).S_O(\mathbf q,-E) = e^{-\beta E} S_O(\mathbf q,E).

The corresponding density or spin response obeys, in compatible normalization,

χO′′(q,E)∝(1−e−βE)SO(q,E).\chi_O''(\mathbf q,E) \propto \left( 1-e^{-\beta E} \right) S_O(\mathbf q,E).

This relation connects scattering intensity to absorptive response. Probe form factors, polarization projectors, detector efficiency, and resolution still belong to the experimental forward model; they are not part of the intrinsic theorem.

Consider

H=ℏω0(a†a+12)H = \hbar\omega_0 \left( a^\dagger a+\frac12 \right)

and

x=ℏ2mω0(a+a†).x = \sqrt{ \frac{\hbar}{ 2m\omega_0 } } \left( a+a^\dagger \right).

The thermal occupation is

n‾=1eβℏω0−1.\overline n = \frac{1}{ e^{\beta\hbar\omega_0}-1 }.

The ordered correlation is

⟨x(t)x(0)⟩β=ℏ2mω0[(n‾+1)e−iω0t+n‾eiω0t].\begin{aligned} \langle x(t)x(0)\rangle_\beta = \frac{\hbar}{ 2m\omega_0 } \big[ (\overline n+1)e^{-i\omega_0t} + \overline n e^{i\omega_0t} \big]. \end{aligned}

Therefore

Sx>(E)=ℏ2mω0[(n‾+1)δ(E−ℏω0)+n‾δ(E+ℏω0)].\mathcal S_x^{>}(E) = \frac{\hbar}{ 2m\omega_0 } \big[ (\overline n+1) \delta(E-\hbar\omega_0) + \overline n \delta(E+\hbar\omega_0) \big].

The detailed-balance ratio is

n‾n‾+1=e−βℏω0.\frac{ \overline n }{ \overline n+1 } = e^{-\beta\hbar\omega_0}.

The response spectral density is temperature independent:

ρxx(E)=ℏ2mω0[δ(E−ℏω0)−δ(E+ℏω0)].\rho_{xx}(E) = \frac{\hbar}{ 2m\omega_0 } \big[ \delta(E-\hbar\omega_0) - \delta(E+\hbar\omega_0) \big].

Thus

χxx′′(E)=πρxx(E).\chi_{xx}''(E) = \pi\rho_{xx}(E).

The symmetrized spectrum is

Sxsym(E)=ℏ4mω0(2n‾+1)[δ(E−ℏω0)+δ(E+ℏω0)].\mathcal S_x^{\mathrm{sym}}(E) = \frac{\hbar}{ 4m\omega_0 } \left( 2\overline n+1 \right) \big[ \delta(E-\hbar\omega_0) + \delta(E+\hbar\omega_0) \big].

Since

2n‾+1=coth⁡(βℏω02),2\overline n+1 = \coth\left( \frac{\beta\hbar\omega_0}{2} \right),

the theorem holds line by line.

At zero temperature, the ordered spectrum has only the positive-energy line, while the symmetrized spectrum has equal lines at positive and negative energy. The latter does not imply that the ground-state oscillator can emit the energy ℏω0\hbar\omega_0.

Let

H=Δ2σz,Δ>0,H = \frac{\Delta}{2} \sigma_z, \qquad \Delta\gt0,

and probe

A=σx.A = \sigma_x.

If pgp_g and pep_e are the ground- and excited-state thermal populations, then

pepg=e−βΔ,pg−pe=tanh⁡(βΔ2).\frac{p_e}{p_g} = e^{-\beta\Delta}, \qquad p_g-p_e = \tanh\left( \frac{\beta\Delta}{2} \right).

The ordered spectrum is

Sx>(E)=pgδ(E−Δ)+peδ(E+Δ).\mathcal S_x^{>}(E) = p_g\delta(E-\Delta) + p_e\delta(E+\Delta).

The response spectral density is

ρxx(E)=tanh⁡(βΔ2)[δ(E−Δ)−δ(E+Δ)].\rho_{xx}(E) = \tanh\left( \frac{\beta\Delta}{2} \right) \big[ \delta(E-\Delta) - \delta(E+\Delta) \big].

The symmetrized spectrum is

Sxsym(E)=12[δ(E−Δ)+δ(E+Δ)].\mathcal S_x^{\mathrm{sym}}(E) = \frac12 \left[ \delta(E-\Delta) + \delta(E+\Delta) \right].

It is temperature independent because

σx2=I.\sigma_x^2 = \mathbb I.

The absorptive response is temperature dependent because upward absorption and downward stimulated emission increasingly cancel as the two levels become equally populated.

The static susceptibility is

χxx(0)=2Δtanh⁡(βΔ2).\chi_{xx}(0) = \frac{2}{\Delta} \tanh\left( \frac{\beta\Delta}{2} \right).

But

Var⁡(σx)=1,\operatorname{Var}(\sigma_x) = 1,

so

χxx(0)≠βVar⁡(σx)\chi_{xx}(0) \ne \beta \operatorname{Var}(\sigma_x)

at generic temperature. This is a compact demonstration of the Kubo–Mori correction for a noncommuting observable.

The theorem relates intrinsic equilibrium objects. A measurement typically records

Imeas=R∗(∣M∣2FS)+B,I_{\mathrm{meas}} = R* \left( \lvert M\rvert^2 F \mathcal S \right) + B,

where MM is a probe matrix element, FF collects known occupation or kinematic factors, RR is the resolution kernel, and BB is background.

Several consequences follow.

Opposite energy-transfer directions in scattering or spectroscopy can test

Iintrinsic(−E)Iintrinsic(+E)=e−βE\frac{ I_{\mathrm{intrinsic}}(-E) }{ I_{\mathrm{intrinsic}}(+E) } = e^{-\beta E}

only after momentum reversal, probe factors, detector response, and background are treated consistently.

Resolution does not preserve the pointwise factor

Section titled “Resolution does not preserve the pointwise factor”

Suppose an even resolution kernel convolves both sides. In general,

R∗[e−βES(E)]≠e−βE[R∗S](E).R* \left[ e^{-\beta E} \mathcal S(E) \right] \ne e^{-\beta E} \left[ R*\mathcal S \right](E).

Detailed balance is exact for the intrinsic spectrum, not necessarily for every broadened bin. A trustworthy comparison applies the theorem before the full forward convolution.

A classical detector often reports a symmetrized spectrum. A quantum transition detector responds to an ordered spectrum because it must exchange a definite sign of energy. The two records agree only in a regime where the ordering asymmetry is negligible.

If equilibrium and the operator mapping are established, the positive-to-negative energy ratio can estimate temperature:

β=−1Eln⁡S<(E)S>(E).\beta = -\frac{1}{E} \ln \frac{ \mathcal S^{<}(E) }{ \mathcal S^{>}(E) }.

A frequency-dependent result indicates at least one of:

  • nonequilibrium populations;
  • unremoved matrix-element asymmetry;
  • momentum-reversal error;
  • background or resolution bias;
  • multiple temperature scales;
  • an incorrect operator assignment.

Calling the resulting curve an “effective temperature” does not make it a thermodynamic temperature.

For every transition pair with E≠0E\ne0, verify

pm=e−βEpn.p_m = e^{-\beta E} p_n.

The broadened plot is secondary. The exact stick weights should satisfy detailed balance before any kernel is applied.

Compute both operator orders or use KMS to generate one from the other. Check:

SA>(E)≥0,\mathcal S_A^{>}(E) \geq 0, SA<(E)=e−βESA>(E),\mathcal S_A^{<}(E) = e^{-\beta E} \mathcal S_A^{>}(E),

and

χAA′′(E)=π[SA>(E)−SA<(E)].\chi_{AA}''(E) = \pi \left[ \mathcal S_A^{>}(E) - \mathcal S_A^{<}(E) \right].

Finite-time windows can spoil pointwise ratios near narrow lines. Convergence should be tested by varying the window and maximum time.

Euclidean data are linked to a positive real-frequency spectrum by a thermal kernel. KMS is built into that kernel, but analytic continuation remains ill-conditioned. A continuation that satisfies detailed balance can still have incorrect peak widths or redistributed weight. Analytic Continuation explains the numerical inversion and how to test its resolving power.

An approximation can preserve causality while violating KMS, or preserve KMS while violating a conservation-law sum rule. Conserving diagrammatic constructions, thermal self-consistency, positivity, and vertex compatibility are distinct checks.

Near E=0E=0, evaluate

1−e−βE1-e^{-\beta E}

with a numerically stable exponential-difference routine. Direct subtraction loses relative precision when βE\beta E is small.

Stationarity is weaker than thermal equilibrium. A driven steady state or diagonal ensemble need not have Gibbs transition ratios. Test the operator pair and thermal generator before applying KMS.

A zero-energy fluctuation is invisible to the commutator. Subtracting a mean does not remove conserved fluctuations. Treat their delta-function weight independently instead of dividing a zero response by 1−e−βE1-e^{-\beta E}.

Cross response needs the absorptive matrix. For several Hermitian channels, use (χR−χR†)/(2i)(\chi^R-\chi^{R\dagger})/(2i). Taking the imaginary part of each matrix entry separately gives a different object.

Convolution changes pointwise thermal ratios. Apply intrinsic detailed balance before detector broadening; the Boltzmann factor varies across the integration window.

Exercise 1: Detailed balance from Gibbs weights

Section titled “Exercise 1: Detailed balance from Gibbs weights”

Starting from

SA>(E)=∑n,mpn∣Anm∣2δ(E−κm+κn),\mathcal S_A^{>}(E) = \sum_{n,m} p_n \lvert A_{nm}\rvert^2 \delta(E-\kappa_m+\kappa_n),

derive

SA>(−E)=e−βESA>(E).\mathcal S_A^{>}(-E) = e^{-\beta E} \mathcal S_A^{>}(E).
Solution

Replace EE by −E-E:

SA>(−E)=∑n,mpn∣Anm∣2δ(E+κm−κn).\mathcal S_A^{>}(-E) = \sum_{n,m} p_n \lvert A_{nm}\rvert^2 \delta(E+\kappa_m-\kappa_n).

Exchange nn and mm:

SA>(−E)=∑n,mpm∣Anm∣2δ(E−κm+κn).\mathcal S_A^{>}(-E) = \sum_{n,m} p_m \lvert A_{nm}\rvert^2 \delta(E-\kappa_m+\kappa_n).

On the support of the delta function,

pm=pne−β(κm−κn)=pne−βE.p_m = p_n e^{-\beta(\kappa_m-\kappa_n)} = p_n e^{-\beta E}.

Therefore

SA>(−E)=e−βESA>(E).\mathcal S_A^{>}(-E) = e^{-\beta E} \mathcal S_A^{>}(E).

Exercise 2: Derive the hyperbolic-cotangent factor

Section titled “Exercise 2: Derive the hyperbolic-cotangent factor”

Assume

S<=e−βES>.\mathcal S^{<} = e^{-\beta E} \mathcal S^{>}.

Show that

S>+S<S>−S<=coth⁡(βE2).\frac{ \mathcal S^{>}+\mathcal S^{<} }{ \mathcal S^{>}-\mathcal S^{<} } = \coth\left( \frac{\beta E}{2} \right).
Solution

The ratio is

1+e−βE1−e−βE.\frac{ 1+e^{-\beta E} }{ 1-e^{-\beta E} }.

Multiply numerator and denominator by eβE/2e^{\beta E/2}:

eβE/2+e−βE/2eβE/2−e−βE/2=coth⁡(βE2).\frac{ e^{\beta E/2} + e^{-\beta E/2} }{ e^{\beta E/2} - e^{-\beta E/2} } = \coth\left( \frac{\beta E}{2} \right).

Exercise 3: Oscillator equal-time variance

Section titled “Exercise 3: Oscillator equal-time variance”

Integrate the oscillator symmetrized spectrum and show that

⟨x2⟩β=ℏ2mω0coth⁡(βℏω02).\langle x^2\rangle_\beta = \frac{\hbar}{ 2m\omega_0 } \coth\left( \frac{\beta\hbar\omega_0}{2} \right).

Find its classical limit.

Solution

The two delta functions in

Sxsym(E)=ℏ4mω0coth⁡(βℏω02)[δ(E−ℏω0)+δ(E+ℏω0)]\mathcal S_x^{\mathrm{sym}}(E) = \frac{\hbar}{ 4m\omega_0 } \coth\left( \frac{\beta\hbar\omega_0}{2} \right) \left[ \delta(E-\hbar\omega_0) + \delta(E+\hbar\omega_0) \right]

each integrate to one. Hence

⟨x2⟩β=∫dE Sxsym(E)=ℏ2mω0coth⁡(βℏω02).\langle x^2\rangle_\beta = \int dE\, \mathcal S_x^{\mathrm{sym}}(E) = \frac{\hbar}{ 2m\omega_0 } \coth\left( \frac{\beta\hbar\omega_0}{2} \right).

For βℏω0≪1\beta\hbar\omega_0\ll1,

coth⁡(βℏω02)≃2βℏω0,\coth\left( \frac{\beta\hbar\omega_0}{2} \right) \simeq \frac{2}{ \beta\hbar\omega_0 },

so

⟨x2⟩β≃kBTmω02,\langle x^2\rangle_\beta \simeq \frac{ k_{\mathrm B}T }{ m\omega_0^2 },

the equipartition result.

Exercise 4: Two-level static susceptibility

Section titled “Exercise 4: Two-level static susceptibility”

Use

ρxx(E)=tanh⁡(βΔ2)[δ(E−Δ)−δ(E+Δ)]\rho_{xx}(E) = \tanh\left( \frac{\beta\Delta}{2} \right) \left[ \delta(E-\Delta) - \delta(E+\Delta) \right]

and

χxx′(0)=PV⁡∫dE ρxx(E)E\chi_{xx}'(0) = \operatorname{PV} \int dE\, \frac{\rho_{xx}(E)}{E}

to recover the two-level static susceptibility.

Solution

The positive-energy line contributes 1/Δ1/\Delta. The negative-energy line has coefficient −1-1 and denominator −Δ-\Delta, so it also contributes 1/Δ1/\Delta. Therefore

χxx′(0)=2Δtanh⁡(βΔ2).\chi_{xx}'(0) = \frac{2}{\Delta} \tanh\left( \frac{\beta\Delta}{2} \right).

This differs from βVar⁡(σx)=β\beta\operatorname{Var}(\sigma_x)=\beta because σx\sigma_x does not commute with HH.

Suppose

S(q,−E)=e−βES(−q,E).S(\mathbf q,-E) = e^{-\beta E} S(-\mathbf q,E).

Under what additional condition may one replace −q-\mathbf q by q\mathbf q on the right-hand side?

Solution

One needs a symmetry or reciprocity statement that equates the intrinsic spectra:

S(−q,E)=S(q,E).S(-\mathbf q,E) = S(\mathbf q,E).

Spatial inversion can provide this equality in an inversion-symmetric state for a suitable scalar channel. Other channels may require time reversal, magnetic-field reversal, or an explicit tensor transformation. Translation invariance alone does not guarantee same-q\mathbf q detailed balance.

Exercise 6: Zero-temperature detector direction

Section titled “Exercise 6: Zero-temperature detector direction”

At T=0T=0 and E>0E\gt0, show that the reversed ordered spectrum vanishes while the symmetrized spectrum remains nonzero whenever the target can absorb at EE.

Solution

Detailed balance gives

S<(E)=e−βES>(E).\mathcal S^{<}(E) = e^{-\beta E} \mathcal S^{>}(E).

As β→∞\beta\to\infty at fixed E>0E\gt0,

e−βE⟶0,e^{-\beta E} \longrightarrow 0,

so S<(E)→0\mathcal S^{<}(E)\to0. However,

Ssym(E)=12(S>(E)+S<(E))⟶12S>(E).\mathcal S^{\mathrm{sym}}(E) = \frac12 \left( \mathcal S^{>}(E) + \mathcal S^{<}(E) \right) \longrightarrow \frac12 \mathcal S^{>}(E).

The symmetrized record retains half the absorption spectrum even though the ground-state target cannot supply the energy.

Exercise 7: Why convolution breaks pointwise balance

Section titled “Exercise 7: Why convolution breaks pointwise balance”

Let

S~(E)=∫dE′ R(E−E′)S(E′).\widetilde{\mathcal S}(E) = \int dE'\, R(E-E') \mathcal S(E').

Show why

S~(−E)=e−βES~(E)\widetilde{\mathcal S}(-E) = e^{-\beta E} \widetilde{\mathcal S}(E)

does not follow from intrinsic detailed balance for a finite-width kernel RR.

Solution

Intrinsic detailed balance inserts a factor that depends on the integration variable:

S(−E′)=e−βE′S(E′).\mathcal S(-E') = e^{-\beta E'} \mathcal S(E').

For an even resolution kernel RR, changing the integration variable shows that the reversed signal contains

∫dE′ R(E−E′)e−βE′S(E′).\int dE'\, R(E-E') e^{-\beta E'} \mathcal S(E').

The factor e−βE′e^{-\beta E'} cannot generally be replaced by e−βEe^{-\beta E} and taken outside the integral. Equality is recovered only in a zero-width limit or an approximation where the thermal factor is effectively constant across the resolution window.

Exercise 8: Two reservoirs are not one equilibrium state

Section titled “Exercise 8: Two reservoirs are not one equilibrium state”

Two independent reservoirs at inverse temperatures β1\beta_1 and β2\beta_2 contribute to a combined noise operator. Assume the reservoir cross correlations vanish, so its total ordered noise spectrum is a positive weighted sum

S>(E)=w1S1>(E)+w2S2>(E).\mathcal S^{>}(E) = w_1\mathcal S_1^{>}(E) + w_2\mathcal S_2^{>}(E).

Show why the total spectrum generally has no frequency-independent inverse temperature satisfying detailed balance.

Solution

Each reservoir obeys

Sj<(E)=e−βjESj>(E).\mathcal S_j^{<}(E) = e^{-\beta_jE} \mathcal S_j^{>}(E).

The total ratio is therefore

S<(E)S>(E)=w1e−β1ES1>(E)+w2e−β2ES2>(E)w1S1>(E)+w2S2>(E).\frac{ \mathcal S^{<}(E) }{ \mathcal S^{>}(E) } = \frac{ w_1 e^{-\beta_1E}\mathcal S_1^{>}(E) + w_2 e^{-\beta_2E}\mathcal S_2^{>}(E) }{ w_1\mathcal S_1^{>}(E) + w_2\mathcal S_2^{>}(E) }.

Unless β1=β2\beta_1=\beta_2, one reservoir is absent, or the spectral weights satisfy a special fine-tuned relation, this ratio cannot equal e−βEe^{-\beta E} with one constant β\beta for all EE. The combined environment can be stationary without being a single Gibbs reservoir. At just one transition frequency a rate ratio can always define an effective temperature when the ratio lies between zero and one; a frequency-dependent test needs more than one sampled energy.