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A driven many-body system is a quantum many-body system whose Hamiltonian, couplings, boundary conditions, or environmental channels are changed according to an externally specified protocol. Driving can prepare states, probe correlations, transport conserved quantities, engineer effective interactions, or stabilize nonequilibrium regimes. It can also inject energy until the desired structure is erased.

The starting energy-balance identity is simple. For a closed system with density operator ρ(t)\rho(t) and explicitly time-dependent Hamiltonian H(t)H(t),

ddtTr⁡ ⁣[ρ(t)H(t)]=Tr⁡ ⁣[ρ(t)H˙(t)].\frac{d}{dt} \operatorname{Tr}\!\left[ \rho(t)H(t) \right] = \operatorname{Tr}\!\left[ \rho(t)\dot H(t) \right].

The right-hand side is the instantaneous power delivered by the prescribed drive. The difficult questions begin after this identity:

  • Which energy is being monitored when the Hamiltonian itself changes?
  • Is the drive local, boundary supported, or extensive?
  • Does absorbed energy remain in the system, leave through a bath, or remove particles?
  • Is the observed plateau a true asymptotic state, a prethermal window, or a finite-size recurrence?
  • Does “infinite temperature” mean the whole Hilbert space or only a conserved symmetry sector?
  • Is a measured decay really heating, or is it dephasing, loss, leakage, or imperfect detection?

This page develops the many-body answers. A useful drive is never characterized by frequency alone. Its amplitude, waveform, spatial support, duration, symmetries, initial state, bath coupling, and observation protocol all matter.

Helpful background. Driven closed systems develops unitary propagation with a source; linear response relates weak forcing to equilibrium correlations. Here the emphasis is on energy per volume, heating, and the distinction between isolated and bath-coupled systems.

Write a driven Hamiltonian as

H(t)=H0+∑a=1Mλa(t)Va.H(t) = H_0 + \sum_{a=1}^{M} \lambda_a(t)V_a.

Here H0H_0 is a reference Hamiltonian, λa(t)\lambda_a(t) are externally specified source amplitudes, and VaV_a are the operators to which those sources couple. For a lattice system,

H0=∑XhX,Va=∑Xva,X,\begin{aligned} H_0 &= \sum_X h_X, \\ V_a &= \sum_X v_{a,X}, \end{aligned}

where XX labels sites, bonds, plaquettes, or other finite regions. Locality means that the terms have controlled range or decay and bounded local strength under a stated norm. It does not mean that the total operator norm stays finite as the volume VV grows.

Common sources include:

  • a uniform magnetic field coupled to total magnetization;
  • lattice-depth modulation coupled to kinetic and interaction energies;
  • an electric field coupled through a vector potential or polarization;
  • a moving trap or spatially varying potential;
  • boundary pumping, particle injection, or loss;
  • pulsed changes of interaction, tunneling, detuning, or geometry;
  • coherent cavity or microwave drives;
  • engineered dissipative channels.

The same waveform can represent very different thermodynamic perturbations depending on whether VaV_a is local or extensive.

For a retained closed system,

ρ˙(t)=−iℏ[H(t),ρ(t)].\dot\rho(t) = -\frac{i}{\hbar} [H(t),\rho(t)].

The evolution is unitary even though the system energy need not be conserved. The source that prescribes λa(t)\lambda_a(t) is outside the energy balance of the modeled quantum system. Calling the quantum system “closed” therefore does not mean that the combined laboratory, power supply, and quantum sample are closed.

If the Hamiltonian is parameterized as H(λ)H(\boldsymbol\lambda), define the generalized force conjugate to λa\lambda_a by

Fa≡−∂H∂λa.\mathcal F_a \equiv -\frac{\partial H}{\partial\lambda_a}.

The drive power is then

Pdrv(t)=−∑aλ˙a(t)⟨Fa⟩t.P_{\mathrm{drv}}(t) = -\sum_a \dot\lambda_a(t) \langle\mathcal F_a\rangle_t.

For the common convention

H(t)=H0−f(t)B,H(t)=H_0-f(t)B,

the generalized force is BB and

Pdrv(t)=−f˙(t)⟨B⟩t.P_{\mathrm{drv}}(t) = -\dot f(t)\langle B\rangle_t.

Signs should be fixed from the Hamiltonian rather than remembered verbally.

Several inequivalent energies appear in driven work. A reliable analysis names the one being plotted.

Define

Einst(t)≡Tr⁡ ⁣[ρ(t)H(t)].E_{\mathrm{inst}}(t) \equiv \operatorname{Tr}\!\left[ \rho(t)H(t) \right].

Differentiation gives

E˙inst=Tr⁡(ρ˙H)+Tr⁡(ρH˙)=Tr⁡(ρH˙)\begin{aligned} \dot E_{\mathrm{inst}} &= \operatorname{Tr}(\dot\rho H) + \operatorname{Tr}(\rho\dot H) \\ &= \operatorname{Tr}(\rho\dot H) \end{aligned}

for closed unitary evolution, because the trace of the commutator term vanishes. The average work performed on the retained system during [t0,t][t_0,t] is

Wdrv(t,t0)=∫t0tds Pdrv(s).W_{\mathrm{drv}}(t,t_0) = \int_{t_0}^{t} ds\, P_{\mathrm{drv}}(s).

This is an average energy transfer. It does not turn work into a state observable or define a unique work distribution.

Often the physically useful diagnostic is instead

E0(t)≡Tr⁡ ⁣[ρ(t)H0].E_0(t) \equiv \operatorname{Tr}\!\left[ \rho(t)H_0 \right].

For closed evolution,

E˙0(t)=−iℏTr⁡ ⁣[ρ(t)[H0,H(t)]].\dot E_0(t) = -\frac{i}{\hbar} \operatorname{Tr}\!\left[ \rho(t)[H_0,H(t)] \right].

E0(t)E_0(t) measures excitation relative to a fixed reference, while Einst(t)E_{\mathrm{inst}}(t) includes the changing source term. The two definitions coincide at an endpoint if its Hamiltonian equals H0H_0 (apart from a known scalar energy shift). Merely returning to the same nonzero drive value makes the protocol cyclic but need not make Einst=E0E_{\mathrm{inst}}=E_0.

For periodic driving, useful choices include:

  • the undriven energy H0H_0 sampled stroboscopically;
  • the period-average Hamiltonian;
  • an effective prethermal Hamiltonian H∗H_*;
  • experimentally reconstructed internal energy after ramping the drive off.

These choices answer different questions. A claim of “no heating” with respect to H∗H_* does not automatically imply constant H0H_0 energy, and vice versa.

For a time-local reduced equation

ρ˙=−iℏ[H(t),ρ]+∑αLα,t(ρ),\dot\rho = -\frac{i}{\hbar}[H(t),\rho] + \sum_\alpha \mathcal L_{\alpha,t}(\rho),

the same differentiation gives

E˙inst=Pdrv+∑αJα,\dot E_{\mathrm{inst}} = P_{\mathrm{drv}} + \sum_\alpha J_\alpha,

with

Pdrv=Tr⁡(ρH˙),Jα=Tr⁡ ⁣[H(t)Lα,t(ρ)].\begin{aligned} P_{\mathrm{drv}} &= \operatorname{Tr}(\rho\dot H), \\ J_\alpha &= \operatorname{Tr}\!\left[ H(t)\mathcal L_{\alpha,t}(\rho) \right]. \end{aligned}

Here Jα>0J_\alpha>0 means energy enters the system from channel α\alpha. A channel energy current is heat only after any particle, chemical, or coherent-work contribution has been separated. This is the standard weak-coupling system-energy convention. At strong coupling, interaction energy and bath dressing can make the split model dependent.

The word “drive” covers several physically distinct protocols.

Protocol Defining feature Natural question
sudden quench parameter changes on an intrinsic short timescale which final energies and excitations are populated?
finite ramp parameter follows a path with a chosen speed where does adiabatic following fail?
pulse source has finite temporal support what state or excitation packet remains afterward?
cyclic protocol H(tf)=H(ti)H(t_f)=H(t_i) how much net work was absorbed or extracted?
periodic drive H(t+T)=H(t)H(t+T)=H(t) does the system synchronize, prethermalize, or heat?
quasiperiodic drive several incommensurate frequencies how do multiple resonances and synthetic frequency dimensions enter?
stochastic drive waveform has a noise spectrum which transitions are activated by noise?
boundary drive source or reservoir acts near an edge what current and bulk profile result?
feedback drive source depends on a measurement record how do information and backaction alter the dynamics?

See quantum quenches for sudden driving. Feedback additionally requires the measurement record and its backaction. This page focuses on externally prescribed many-body forcing and its energy consequences.

Suppose

Bglob=∑x=1VbxB_{\mathrm{glob}} = \sum_{x=1}^{V} b_x

is an extensive source operator. Under translation-invariant conditions,

⟨Bglob⟩=O(V),\langle B_{\mathrm{glob}}\rangle = O(V),

so a fixed-amplitude source can deliver extensive power:

Pdrv=O(V).P_{\mathrm{drv}}=O(V).

The intensive object is Pdrv/VP_{\mathrm{drv}}/V.

For a source supported on a fixed finite region,

Bloc=∑x∈Rbx,∣R∣=O(1),B_{\mathrm{loc}} = \sum_{x\in R}b_x, \qquad |R|=O(1),

the injected energy at fixed time is ordinarily subextensive under bounded local dynamics. Locality then limits how rapidly the disturbed region can expand. A local drive may produce a persistent energy current or heat an ever-growing causal region, but it does not create a nonzero energy-density change throughout an infinite lattice at fixed time.

Boundary driving in dd spatial dimensions typically scales with area rather than volume:

P∂=O(Ld−1),V=O(Ld).P_{\partial} = O(L^{d-1}), \qquad V=O(L^d).

Whether a finite bulk gradient or current survives as L→∞L\to\infty depends on transport, reservoirs, and the order of limits.

Symmetries and Dynamically Accessible Sectors

Section titled “Symmetries and Dynamically Accessible Sectors”

If an operator QQ satisfies

[H(t),Q]=0[H(t),Q]=0

for every time in the protocol, then its sector weights are conserved. A drive that preserves particle number cannot heat the system into a mixture of different particle-number sectors. A spin drive that preserves a parity can explore only the parity blocks occupied initially.

If PqP_q projects onto a conserved sector with dimension

dq=Tr⁡Pq,d_q=\operatorname{Tr}P_q,

the maximally mixed state in that sector is

ρ∞,q=Pqdq.\rho_{\infty,q} = \frac{P_q}{d_q}.

For an initial state with conserved sector weights

pq=Tr⁡(Pqρ0),p_q=\operatorname{Tr}(P_q\rho_0),

the maximum-entropy benchmark with those sector weights is

ρ∞cons=∑qpqPqdq.\rho_{\infty}^{\mathrm{cons}} = \sum_q p_q \frac{P_q}{d_q}.

This benchmark is not a consequence of symmetry alone. Additional conserved quantities, protected coherences between sectors, or a failure to thermalize can prevent local observables from approaching it. Non-Abelian symmetry also requires retaining conserved information within multiplets rather than replacing every representation space by an independent identity.

The drive may also possess selection rules without an exact conserved quantity. Selection rules suppress particular low-order transitions, but higher-order or interaction-assisted processes can remain.

Heating is not simply “something decayed.” It is the redistribution of probability toward higher-energy states of a declared reference, or toward the appropriate high-entropy benchmark, due to energy absorption.

For a volume VV, define the absorbed reference-energy density

q0(t)≡E0(t)−E0(t0)V.q_0(t) \equiv \frac{ E_0(t)-E_0(t_0) }{V}.

Over a fitting window [t1,t2][t_1,t_2], an average heating power density is

p‾0=E0(t2)−E0(t1)V(t2−t1).\overline p_0 = \frac{ E_0(t_2)-E_0(t_1) }{ V(t_2-t_1) }.

For a periodic drive, one often samples at tn=t0+nTt_n=t_0+nT and writes

en≡1VTr⁡ ⁣[ρ(tn)H0].e_n \equiv \frac{1}{V} \operatorname{Tr}\!\left[ \rho(t_n)H_0 \right].

A normalized heating coordinate can be useful when the Hilbert space is bounded:

Qn=en−e0e∞−e0,\mathcal Q_n = \frac{ e_n-e_0 }{ e_\infty-e_0 },

provided the denominator is nonzero and e∞e_\infty is computed in the correct conserved sector. Then Qn=1\mathcal Q_n=1 means agreement with that energy benchmark, not proof that the full state is maximally mixed.

Heating, redistribution, loss, and dephasing

Section titled “Heating, redistribution, loss, and dephasing”

Four effects should be separated:

  1. Absorption: the retained system gains reference energy.
  2. Redistribution: interactions move energy among modes or quasiparticles.
  3. Loss: particles or excitations leave the retained Hilbert space.
  4. Dephasing: coherences decay while populations, and possibly energy, remain nearly fixed.

An atom-number decrease is not automatically heating. Contrast decay is not automatically energy absorption. A broadened spectrum can arise from interactions, noise, finite pulse duration, or loss. At least one calibrated energy-sensitive observable is needed.

For a finite lattice with bounded local Hilbert space and no conserved quantity beyond declared symmetry blocks, a generic interacting periodic drive may bring local observables toward the constrained trace state. The corresponding reference energy is

e∞=1VTr⁡ ⁣[ρ∞consH0].e_\infty = \frac{1}{V} \operatorname{Tr}\!\left[ \rho_{\infty}^{\mathrm{cons}}H_0 \right].

This statement concerns local observables or reduced states after dephasing. A globally pure closed state remains pure under unitary evolution:

Tr⁡ρ(t)2=Tr⁡ρ02.\operatorname{Tr}\rho(t)^2 = \operatorname{Tr}\rho_0^2.

Global von Neumann entropy does not grow. Thermodynamic entropy growth enters through coarse graining, subsystems, diagonal ensembles, or coupling to an environment.

Bosonic lattices, continuum gases, and oscillators do not possess a normalizable identity state on their full infinite-dimensional Hilbert space. A finite bosonic lattice at exactly fixed total particle number is an exception at the sector level: its fixed-number Hilbert space is finite, so a normalized sector identity does exist. This does not make unbounded local-operator estimates uniform in particle number or volume. Their energy can grow without approaching a finite e∞e_\infty, or particle loss and high-occupation processes can dominate first. A boson-number cutoff in a simulation manufactures a bounded spectrum; heating toward that cutoff is a convergence failure unless the cutoff is demonstrably irrelevant.

Take

H(t)=H0−f(t)BH(t) = H_0-f(t)B

and suppose the initial state is stationary under H0H_0. The retarded susceptibility is

χBBR(t)=iℏθ(t)⟨[B(t),B(0)]⟩0.\chi^R_{BB}(t) = \frac{i}{\hbar} \theta(t) \left\langle [B(t),B(0)] \right\rangle_0.

Use B=B†B=B^\dagger and the Fourier transform χR(ω)=∫−∞∞dt eiωtχR(t)\chi^R(\omega)=\int_{-\infty}^\infty dt\,e^{i\omega t}\chi^R(t). Write

χBBR(ω)=χBB′(ω)+iχBB′′(ω),\chi^R_{BB}(\omega) = \chi'_{BB}(\omega) + i\chi''_{BB}(\omega),

the absorptive part is χBB′′\chi''_{BB}.

For

f(t)=f0cos⁡ωt,f(t)=f_0\cos\omega t,

linear response gives

δ⟨B(t)⟩=f0[χBB′(ω)cos⁡ωt+χBB′′(ω)sin⁡ωt].\delta\langle B(t)\rangle ={} f_0 \left[ \chi'_{BB}(\omega)\cos\omega t \quad+ \chi''_{BB}(\omega)\sin\omega t \right].

Since Pdrv=−f˙⟨B⟩P_{\mathrm{drv}}=-\dot f\langle B\rangle, the cycle-averaged absorbed power is

P‾abs=f02ω2χBB′′(ω)+O(f03).\overline P_{\mathrm{abs}} = \frac{f_0^2\omega}{2} \chi''_{BB}(\omega) + O(f_0^3).

For an extensive BB with summable response correlations, the susceptibility and linear-response power scale with VV; divide by VV before taking the thermodynamic limit. Critical or singular long-wavelength limits may violate this scaling, and the weak-source limit then needs separate control.

This formula is convention sensitive. Reversing the Fourier sign changes the sign assigned to χ′′\chi'', while the physical absorbed power remains unchanged.

Let

H0∣n⟩=En∣n⟩,ρ0=∑npn∣n⟩⟨n∣.H_0\lvert n\rangle = E_n\lvert n\rangle, \qquad \rho_0 = \sum_n p_n\lvert n\rangle\langle n\rvert.

Then

χBB′′(ω)=πℏ∑m,nwmnδ(ω−ωnm),wmn=(pm−pn)∣Bmn∣2,ωnm=En−Emℏ.\begin{aligned} \chi''_{BB}(\omega) &= \frac{\pi}{\hbar} \sum_{m,n} w_{mn} \delta(\omega-\omega_{nm}), \\ w_{mn} &= (p_m-p_n)|B_{mn}|^2, \\ \omega_{nm} &= \frac{E_n-E_m}{\hbar}. \end{aligned}

For a positive-temperature Gibbs state and ω>0\omega>0, upward transitions carry greater initial weight than their reverse partners, so the net absorption is nonnegative. Interactions can broaden and redistribute spectral weight in the thermodynamic limit, but they do not remove the need to specify the operator BB.

A drive applied for duration τ\tau has frequency resolution of order

δω∼1τ.\delta\omega \sim \frac{1}{\tau}.

Finite-time spectra replace ideal delta peaks by window-dependent line shapes. The turn-on envelope can inject broadband energy, and abrupt switch-on can dominate the quantity attributed to steady harmonic absorption. Window functions, ramp duration, and sampling phase belong in the protocol specification.

The formula above requires a small source in the sense relevant to the measured time window. Breakdown can occur through:

  • saturation of resonant transitions;
  • multiphoton processes;
  • drive-induced changes of the spectrum;
  • nonperturbative avoided crossings;
  • interaction-assisted redistribution;
  • long times for which a small rate accumulates an order-one energy change;
  • critical response that makes the thermodynamic and weak-source limits nonuniform.

A clean f02f_0^2 power law is consistent with the leading response regime. Its absence does not by itself identify which nonlinear mechanism has taken over.

Suppose the protocol is cyclic,

H(tf)=H(ti)=H0,H(t_f)=H(t_i)=H_0,

and the initial state is the Gibbs state

ρβ=e−βH0Z,β>0.\rho_\beta = \frac{e^{-\beta H_0}}{Z}, \qquad \beta>0.

Closed evolution produces

ρf=UρβU†.\rho_f = U\rho_\beta U^\dagger.

The relative entropy satisfies

D(ρf∥ρβ)≥0.D(\rho_f\Vert\rho_\beta) \ge0.

Because unitary evolution preserves the von Neumann entropy,

D(ρf∥ρβ)=β[Tr⁡(H0ρf)−Tr⁡(H0ρβ)]=βWcyc.\begin{aligned} D(\rho_f\Vert\rho_\beta) &= \beta \left[ \operatorname{Tr}(H_0\rho_f) - \operatorname{Tr}(H_0\rho_\beta) \right] \\ &= \beta W_{\mathrm{cyc}}. \end{aligned}

Therefore

Wcyc≥0.W_{\mathrm{cyc}}\ge0.

A positive-temperature Gibbs state is passive: no cyclic unitary can lower its average energy. This does not mean that its energy rises monotonically during the cycle, nor does it forbid fluctuations in individual operational work records.

An active nonequilibrium state can yield Wcyc<0W_{\mathrm{cyc}}<0, corresponding to work extraction. See ergotropy and passive states for the optimization problem and the distinction between passivity and complete passivity.

At finite amplitude, the drive dresses the states it is trying to excite. The response can contain harmonics, subharmonics, and multiphoton resonances:

En−Em≃rℏΩ,r∈Z.E_n-E_m \simeq r\hbar\Omega, \qquad r\in\mathbb Z.

Interactions create many-body continua and allow an absorbed quantum to be redistributed among several excitations. Conversely, kinetic constraints or selection rules can force the lowest allowed process to high order.

A periodic source can be expanded as

f(t)=∑r∈Zfre−irΩt.f(t) = \sum_{r\in\mathbb Z} f_r e^{-ir\Omega t}.

Even in linear response, each nonzero harmonic probes the susceptibility at rΩr\Omega. A square pulse train and a sinusoid with the same fundamental frequency are therefore not equivalent. At nonlinear order, combinations of harmonics generate additional resonances.

For a finite-dimensional periodically driven closed system, Floquet eigenphases give quasiperiodic stroboscopic dynamics. A finite lattice with unbounded bosonic occupation needs separate spectral assumptions. As VV grows, the level spacing in a finite energy-density window is typically exponentially small. A drive frequency that avoids every exact transition in a small sample can intersect a dense set of many-body resonances in larger systems.

This is why the following limits need not commute:

V→∞,t→∞,f0→0,δω→0.\begin{aligned} &V\to\infty, &&t\to\infty, \\ &f_0\to0, &&\delta\omega\to0. \end{aligned}

A finite-size heating rate should be reported together with the spectral resolution and the time window over which it was inferred.

For

H(t+T)=H(t),Ω=2πT,H(t+T)=H(t), \qquad \Omega=\frac{2\pi}{T},

the one-cycle unitary is

UF(t0)=Texp⁡ ⁣[−iℏ∫t0t0+TH(s) ds].U_F(t_0) = \mathcal T \exp\!\left[ -\frac{i}{\hbar} \int_{t_0}^{t_0+T} H(s)\,ds \right].

Stroboscopic states obey

ρn=UFnρ0(UF†)n.\rho_n = U_F^n \rho_0 (U_F^\dagger)^n.

Floquet theory defines the exact eigenphases, quasienergies, micromotion, and logarithm branches. Here the one-cycle map is used to organize energy absorption.

Quasienergy is defined modulo ℏΩ\hbar\Omega. It does not provide an extensive ordering analogous to the spectrum of a static local Hamiltonian. Repeated absorption and emission of drive quanta can connect states across the undriven many-body spectrum.

Under a common set of assumptions,

  • interacting nonintegrable dynamics;
  • bounded local Hilbert space;
  • an extensive drive;
  • no exact conservation law beyond declared sectors;
  • no stable localization mechanism;
  • sufficiently long times after the thermodynamic limit;

local observables can approach their constrained infinite-temperature values. This is a generic scenario, not a universal theorem for every periodic Hamiltonian.

Let JJ bound the local strength of the full time-dependent Hamiltonian, including the drive amplitude, in the chosen frame. It is not the total many-body bandwidth. When

ℏΩJ≫1,\frac{\hbar\Omega}{J} \gg1,

locality can suppress processes that absorb one drive quantum by requiring many coordinated local rearrangements. Under theorem-dependent boundedness and locality assumptions, there can exist a dressed effective Hamiltonian H∗H_* that changes only slowly, with a heating time scaling schematically as

τ∗≳ℏJexp⁡ ⁣(cℏΩJ).\tau_* \gtrsim \frac{\hbar}{J} \exp\!\left( c\frac{\hbar\Omega}{J} \right).

This is a lower bound on a heating time, not a prediction that every system heats at that time. The constant cc, norm, prefactor, and allowed drive amplitude depend on the theorem and model; some rigorous local-dynamics results have logarithmic corrections in the exponent. During

τrel≪t≪τ∗,\tau_{\mathrm{rel}} \ll t \ll \tau_*,

the system may relax with respect to H∗H_* and exhibit a Floquet prethermal regime. Eventual heating can coexist with an exponentially useful observation window.

Comparing ℏΩ\hbar\Omega with the total bandwidth, which grows with VV, is the wrong thermodynamic criterion. The controlled comparison is with local energy scales and resonant matrix elements.

Low frequency does not guarantee adiabaticity in a many-body system. Small avoided crossings, gapless modes, critical points, and exponentially dense spectra can invalidate a naive adiabatic argument. Intermediate frequencies often contain the strongest resonances and the fastest heating.

A useful regime map asks separately about:

  1. the drive frequency relative to local gaps and interaction scales;
  2. the source amplitude relative to detunings;
  3. the number of observed periods;
  4. the system size;
  5. the presence of baths or losses.

Heating can be suppressed, redirected, or delayed by:

  • exact conserved quantities and symmetry sectors;
  • integrability and stable quasiparticles;
  • high-frequency prethermalization;
  • destructive interference among drive paths;
  • selection rules and kinetic constraints;
  • disorder-enabled localization in regimes where it is stable;
  • engineered dissipation that removes entropy or selected excitations;
  • coupling only to a boundary or finite region;
  • finite bandwidth or finite particle number;
  • state-selective weak overlap with resonant sectors.

Each mechanism has its own diagnostic. A flat energy curve over ten periods is not a mechanism.

Closed unitary evolution does not produce an attracting global density operator. If

ρ(t)=U(t)ρ0U†(t),\rho(t) = U(t)\rho_0U^\dagger(t),

then trace distance between two initial states is preserved. Nevertheless, local observables can dephase and become synchronized with a periodic drive:

⟨O(t+T)⟩≃⟨O(t)⟩\langle O(t+T)\rangle \simeq \langle O(t)\rangle

after transients, within a chosen observation window.

Possible isolated regimes include:

  • a stroboscopically stationary local state;
  • a TT-periodic local response including micromotion;
  • a prethermal periodic regime governed by H∗H_*;
  • persistent quasiperiodic oscillations;
  • subharmonic response under additional stability conditions;
  • slow or rapid drift toward a constrained trace state;
  • finite-size recurrences.

The word “steady” should say which object is steady: a stroboscopic observable, a reduced state, a diagonal ensemble, an effective temperature, or a dissipative fixed point.

A useful numerical benchmark alternates two noncommuting local Hamiltonians:

HA=Jz∑j=1Vσjzσj+1z,HB=hx∑j=1Vσjx.\begin{aligned} H_A &= J_z \sum_{j=1}^{V} \sigma_j^z\sigma_{j+1}^z, \\ H_B &= h_x \sum_{j=1}^{V} \sigma_j^x. \end{aligned}

Evolve with HAH_A for time TAT_A and then with HBH_B for time TBT_B. The one-cycle operator is

UF=e−iHBTB/ℏe−iHATA/ℏ.U_F = e^{-iH_BT_B/\hbar} e^{-iH_AT_A/\hbar}.

The order matters because

[HA,HB]≠0.[H_A,H_B]\ne0.

The global parity

Πx=∏j=1Vσjx\Pi_x = \prod_{j=1}^{V}\sigma_j^x

commutes with both steps. Heating benchmarks should therefore be computed in a fixed Πx\Pi_x sector or with the initial sector weights retained.

One may monitor the period-average reference Hamiltonian

H‾=TAHA+TBHBTA+TB\overline H = \frac{ T_AH_A+T_BH_B }{T_A+T_B}

through

en=1VTr⁡ ⁣[ρnH‾].e_n = \frac1V \operatorname{Tr}\!\left[ \rho_n\overline H \right].

This example cleanly tests:

  • Trotter and time-order conventions;
  • symmetry-resolved trace benchmarks;
  • finite-size saturation;
  • high-frequency plateaus;
  • resonant parameter windows;
  • entanglement-limited tensor-network times.

This nearest-neighbor transverse-field kicked Ising chain is free-fermion integrable at generic pulse angles, not only at special points. Its mode occupations prevent interpreting it as a generic Floquet-ETH heating model. It is useful precisely because the free-fermion result supplies a check on the numerical propagation.

To investigate generic heating while preserving Πx\Pi_x, add a term such as J2∑jσjzσj+2zJ_2\sum_j\sigma_j^z\sigma_{j+2}^z and check that special integrable parameters and remaining symmetries have been excluded. A longitudinal field ∑jσjz\sum_j\sigma_j^z also breaks the free-fermion structure, but it breaks Πx\Pi_x as well and changes the sector benchmark.

Consider the Fermi–Hubbard Hamiltonian

H0=−J∑⟨i,j⟩,σ(ciσ†cjσ+h.c.)+U∑ini↑ni↓.H_0 ={} -J \sum_{\langle i,j\rangle,\sigma} \left( c_{i\sigma}^\dagger c_{j\sigma} + \text{h.c.} \right) + U \sum_i n_{i\uparrow}n_{i\downarrow}.

Modulating an optical lattice generally changes both JJ and UU:

J(t)=J+δJcos⁡ωt,U(t)=U+δUcos⁡ωt.\begin{aligned} J(t) &= J+\delta J\cos\omega t, \\ U(t) &= U+\delta U\cos\omega t. \end{aligned}

The perturbation couples to a specific combination of kinetic energy and double occupancy. In the weak-drive regime, the absorbed power probes the spectral function of that combination. Near strong coupling, features around ℏω∼U\hbar\omega\sim U can be associated with doublon–holon production, but the line shape also depends on bandwidth, temperature, filling, trap inhomogeneity, pulse duration, and interaction-assisted decay.

Doublon production is an informative proxy, not a universal thermometer. A complete analysis compares it with total energy, atom number, and at least one independent correlation observable.

A bath changes the asymptotic question. For a periodic Markovian generator,

Lt+T=Lt,\mathcal L_{t+T} = \mathcal L_t,

define the one-cycle quantum channel

ΦT=Texp⁡ ⁣[∫t0t0+TLs ds].\Phi_T = \mathcal T \exp\!\left[ \int_{t_0}^{t_0+T} \mathcal L_s\,ds \right].

A stroboscopic steady state satisfies

ΦT(ρ∗)=ρ∗.\Phi_T(\rho_*)=\rho_*.

The corresponding continuous-time periodic state is

ρps(t)=Φ(t,t0)ρ∗,ρps(t+T)=ρps(t).\begin{aligned} \rho_{\mathrm{ps}}(t) &= \Phi(t,t_0)\rho_*, \\ \rho_{\mathrm{ps}}(t+T) &= \rho_{\mathrm{ps}}(t). \end{aligned}

It is a periodic orbit in state space, not generally a time-independent density operator. A finite-dimensional trace-preserving completely positive cycle map has a fixed point, but approach to a unique periodic orbit additionally requires mixing: a unique fixed state and no other eigenvalues of modulus one. A fixed point alone does not imply attraction.

In a periodic steady state,

Einst(t+T)=Einst(t).E_{\mathrm{inst}}(t+T) = E_{\mathrm{inst}}(t).

Integrating the first law over one period gives

0=Wcyc+∑αQα,cyc,0 = W_{\mathrm{cyc}} + \sum_\alpha Q_{\alpha,\mathrm{cyc}},

where

Wcyc=∫tt+Tds Pdrv(s),Qα,cyc=∫tt+Tds Jα(s).\begin{aligned} W_{\mathrm{cyc}} &= \int_t^{t+T} ds\, P_{\mathrm{drv}}(s), \\ Q_{\alpha,\mathrm{cyc}} &= \int_t^{t+T} ds\, J_\alpha(s). \end{aligned}

For reservoirs exchanging only heat, positive drive work can be balanced by negative heat into the system, meaning that energy flows out to the baths. A finite stationary energy therefore does not imply absence of absorption.

For thermodynamically consistent thermal generators, with QαQ_\alpha the heat rather than the total particle-carrying energy transfer, the cycle entropy production obeys

Σcyc=−∑αQα,cycTα≥0,\Sigma_{\mathrm{cyc}} = -\sum_\alpha \frac{ Q_{\alpha,\mathrm{cyc}} }{ T_\alpha } \ge0,

where entropy is measured in energy-per-temperature units (S=−kBTr⁡ρln⁡ρS=-k_B\operatorname{Tr}\rho\ln\rho). The system entropy returns to its initial value after one cycle. For particle-exchanging reservoirs subtract chemical work from their energy currents; see entropy production for the required balance assumptions.

Drive and dissipation can support currents, coherence in a rotating basis, bistability, metastability, spatial order, or persistent oscillations. The state is selected by the full generator, not by H(t)H(t) alone:

LtorΦT.\mathcal L_t \quad\text{or}\quad \Phi_T.

A bath does not automatically cool the system into the ground state of an effective Floquet Hamiltonian. The bath spectrum, coupling operators, drive dressing, secular approximation, and micromotion all affect transition rates.

Appending a dissipator derived for H0H_0 to a strongly driven H(t)H(t) can give incorrect stationary populations and energy currents. A controlled weak-coupling derivation may require transition operators in a rotating, dressed, or Floquet basis.

This issue becomes acute when:

  • the Rabi frequency is comparable with relaxation rates;
  • the drive changes Bohr frequencies substantially;
  • quasienergy gaps are nearly degenerate;
  • the bath has strong frequency dependence;
  • the secular approximation separates the wrong transitions.

A standard driven–dissipative model is a lattice of nonlinear lossy modes. In a rotating frame,

Hrot=−J∑⟨i,j⟩(ai†aj+h.c.)+U2∑ini(ni−1)−ℏΔ∑ini+∑i(Fiai†+Fi∗ai).H_{\mathrm{rot}} ={} -J \sum_{\langle i,j\rangle} \left( a_i^\dagger a_j+\text{h.c.} \right) + \frac{U}{2} \sum_i n_i(n_i-1) -\hbar\Delta \sum_i n_i + \sum_i \left( F_i a_i^\dagger+F_i^*a_i \right).

Single-particle loss gives

ρ˙=−iℏ[Hrot,ρ]+κ∑iD[ai]ρ.\dot\rho = -\frac{i}{\hbar} [H_{\mathrm{rot}},\rho] + \kappa \sum_i \mathcal D[a_i]\rho.

Here D[a]ρ=aρa†−12{a†a,ρ}\mathcal D[a]\rho=a\rho a^\dagger-\tfrac12\{a^\dagger a,\rho\}, so κ\kappa is the occupation-decay rate and the field-amplitude decay rate is κ/2\kappa/2. The coherent source replenishes photons while loss removes them. The emitted flux is proportional to

Φout=κ∑i⟨ni⟩.\Phi_{\mathrm{out}} = \kappa \sum_i \langle n_i\rangle.

Interactions can produce sharp crossovers, metastability, and dissipative phase transitions as system size grows. The rotating-frame Hamiltonian is not a thermodynamic energy of the laboratory, and its lowest eigenstate is not generally the steady state. Input–output power and bath currents must be reconstructed in the physical frame or through a consistent rotating-frame thermodynamic convention.

Worked example: constant occupation with nonzero throughput

Section titled “Worked example: constant occupation with nonzero throughput”

For one resonantly driven linear mode, set J=U=Δ=0J=U=\Delta=0, take constant FF, and start in vacuum. The exact state stays coherent, with amplitude

α˙=−κ2α−iFℏ,α(t)=−2iFℏκ(1−e−κt/2).\dot\alpha=-\frac{\kappa}{2}\alpha-\frac{iF}{\hbar}, \qquad \alpha(t)=-\frac{2iF}{\hbar\kappa}(1-e^{-\kappa t/2}).

Thus n(t)=nss(1−e−κt/2)2n(t)=n_{\mathrm{ss}}(1-e^{-\kappa t/2})^2, where nss=4∣F∣2/(ℏ2κ2)n_{\mathrm{ss}}=4|F|^2/(\hbar^2\kappa^2). The source and loss rates in photons per unit time are

Rin=κnss(1−e−κt/2),Rout=κn(t).R_{\mathrm{in}}=\kappa n_{\mathrm{ss}}(1-e^{-\kappa t/2}), \qquad R_{\mathrm{out}}=\kappa n(t).

Their difference is n˙\dot n. In steady state both rates equal κnss\kappa n_{\mathrm{ss}} although n˙=0\dot n=0. For a resonant laboratory mode of frequency ω0\omega_0, each lost photon carries energy ℏω0\hbar\omega_0 in the rotating-wave description. Constant occupation therefore coexists with ongoing input and output power.

Occupation approaches a plateau while source and loss rates approach the same nonzero value in a driven lossy oscillator

An exactly solvable limit of the driven cavity model: the normalized occupation approaches one, while the input and output photon rates approach κnss\kappa n_{\mathrm{ss}}. The upper curve in the lower panel is input; the lower curve is loss. Their shrinking difference changes the occupation.

Several uses of “dynamical phase transition” coexist.

Phenomenon Variable being varied Singular object
equilibrium quantum phase transition static coupling at T=0T=0 ground-state energy or long-distance order
Loschmidt-rate DQPT real evolution time thermodynamic return-rate density
Floquet phase transition drive parameter or eigenstate structure quasienergy gap, stroboscopic order, or invariant
dissipative phase transition drive, loss, or bath parameter steady state and Liouvillian spectrum
long-time dynamical transition control parameter asymptotic order or trajectory regime

See Loschmidt returns for return-rate singularities. An absorbed-energy cusp, a resonance, a bistable finite-size curve, and a closing Liouvillian gap are distinct observations requiring distinct limits.

No single method controls all driven many-body regimes.

Method Natural strength Principal driven-system risk
exact diagonalization full finite-size unitary or Floquet map exponentially small sizes and misleading saturation
Krylov propagation accurate finite-time pure-state dynamics repeated long-time propagation and loss of orthogonality
product formulas local time-dependent evolution timestep resonances and incorrect pulse ordering
matrix-product states one-dimensional local dynamics entanglement growth and truncation-induced cooling
tensor networks for channels one-dimensional open evolution operator-space entanglement and positivity errors
quantum trajectories sparse open-system propagation sampling rare events and long correlation times
nonequilibrium Green functions interacting spectra and driven materials closure, memory, and self-energy consistency
dynamical mean-field theory local correlations in high dimension impurity solver and long-time convergence
kinetic equations dilute or weak-scattering heating uncontrolled closure near coherence or strong drive
semiclassical phase-space methods large occupations or collective spins missing nonclassical correlations

The method should be chosen from the claimed observable and timescale, not from the visual appeal of a long trajectory.

A defensible simulation records:

  1. Time resolution. Resolve the carrier, envelope, local interaction scale, and fastest bath rate.
  2. Pulse order. Verify the convention for products such as e−iHBTBe−iHATAe^{-iH_BT_B}e^{-iH_AT_A}.
  3. Symmetry sector. Compare with the correct constrained trace value.
  4. System size. Separate thermodynamic drift from finite-size saturation and recurrence.
  5. Local cutoff. Increase boson or photon occupation cutoffs until heating observables converge.
  6. Entanglement cutoff. Track discarded weight and repeat with larger bond dimension.
  7. Integrator error. Check energy or norm conservation when the drive is off.
  8. Drive phase. Distinguish stroboscopic observations from micromotion.
  9. Fit window. Report how inferred heating rates change when early transients and late saturation are excluded.
  10. Open-system checks. Verify trace, Hermiticity, positivity, trajectory convergence, and steady-state uniqueness assumptions.

An apparently suppressed heating rate can be produced by an insufficient local cutoff, bond-dimension truncation, an overly large timestep, or a finite-size plateau.

The realized waveform may contain harmonics, phase noise, drift, and a turn-on transient absent from the intended protocol. Calibration should include:

  • amplitude at the sample;
  • carrier and harmonic content;
  • envelope and phase;
  • spatial inhomogeneity;
  • timing jitter;
  • parameter cross-couplings, such as simultaneous modulation of JJ and UU.

Useful observables include:

  • internal or reference energy;
  • double occupancy or defect density;
  • momentum and density distributions;
  • spin correlations and structure factors;
  • entropy estimates or local thermometry;
  • particle number and loss products;
  • emitted photon flux and spectra;
  • cycle-resolved power and bath currents.

Agreement of several observables with one equilibrium equation of state can support an effective-temperature interpretation. A single monotonic observable cannot.

A heating study should vary at least two of:

Ω,f0,V,tobs,γbath.\Omega, \qquad f_0, \qquad V, \qquad t_{\mathrm{obs}}, \qquad \gamma_{\mathrm{bath}}.

Frequency scaling distinguishes resonant and high-frequency mechanisms. Amplitude scaling tests linear response and multiphoton order. Size scaling tests whether saturation is a finite-Hilbert-space effect. Bath scaling separates isolated absorption from steady energy throughput.

If energetic particles leave a trap, the remaining cloud can cool even while the drive creates excitations. Conversely, loss can preferentially remove low-energy particles and heat the remainder. Report both total retained energy and particle number, or an energy per retained particle with the selection bias made explicit.

Starting from

ρ˙=−iℏ[H(t),ρ],\dot\rho = -\frac{i}{\hbar}[H(t),\rho],

derive

ddtTr⁡[ρH]=Tr⁡[ρH˙].\frac{d}{dt} \operatorname{Tr}[\rho H] = \operatorname{Tr}[\rho\dot H].

Why does this not contradict unitarity?

Solution

Differentiate the expectation value:

ddtTr⁡(ρH)=Tr⁡(ρ˙H)+Tr⁡(ρH˙).\frac{d}{dt} \operatorname{Tr}(\rho H) = \operatorname{Tr}(\dot\rho H) + \operatorname{Tr}(\rho\dot H).

The first term is

Tr⁡(ρ˙H)=−iℏTr⁡([H,ρ]H)=−iℏTr⁡(ρ[H,H])=0.\begin{aligned} \operatorname{Tr}(\dot\rho H) &= -\frac{i}{\hbar} \operatorname{Tr}([H,\rho]H) \\ &= -\frac{i}{\hbar} \operatorname{Tr}(\rho[H,H]) \\ &=0. \end{aligned}

Only the explicit parameter dependence remains. Unitarity preserves inner products, spectrum of ρ\rho, and global von Neumann entropy. It does not conserve the expectation of an explicitly time-dependent Hamiltonian.

Let

H(t)=H0−f0cos⁡(ωt)BH(t)=H_0-f_0\cos(\omega t)B

and suppose

δ⟨B(t)⟩=f0[χ′cos⁡ωt+χ′′sin⁡ωt].\delta\langle B(t)\rangle = f_0 \left[ \chi'\cos\omega t + \chi''\sin\omega t \right].

Compute the cycle-averaged power to quadratic order in f0f_0.

Solution

The power is

P(t)=−f˙(t)⟨B(t)⟩.P(t) = -\dot f(t)\langle B(t)\rangle.

Since

−f˙(t)=f0ωsin⁡ωt,-\dot f(t) = f_0\omega\sin\omega t,

the source-independent expectation averages to zero when multiplied by a sinusoid. The in-phase response also averages to zero:

sin⁡ωtcos⁡ωt‾=0.\overline{ \sin\omega t\cos\omega t } =0.

The out-of-phase part gives

sin⁡2ωt‾=12,\overline{ \sin^2\omega t } = \frac12,

so

P‾=f02ω2χ′′.\overline P = \frac{f_0^2\omega}{2} \chi''.

The sign of the symbol χ′′\chi'' depends on the Fourier convention; the physical absorbed power does not.

Let ρβ=e−βH0/Z\rho_\beta=e^{-\beta H_0}/Z with β>0\beta>0, and let a cyclic unitary produce ρf=UρβU†\rho_f=U\rho_\beta U^\dagger. Use relative entropy to show that the average cyclic work is nonnegative.

Solution

Start from

D(ρf∥ρβ)=Tr⁡[ρf(ln⁡ρf−ln⁡ρβ)]≥0.D(\rho_f\Vert\rho_\beta) = \operatorname{Tr} \left[ \rho_f(\ln\rho_f-\ln\rho_\beta) \right] \ge0.

Because ρf\rho_f is unitarily related to ρβ\rho_\beta,

Tr⁡(ρfln⁡ρf)=Tr⁡(ρβln⁡ρβ).\operatorname{Tr}(\rho_f\ln\rho_f) = \operatorname{Tr}(\rho_\beta\ln\rho_\beta).

Using

ln⁡ρβ=−βH0−ln⁡Z,\ln\rho_\beta = -\beta H_0-\ln Z,

the normalization terms cancel and

D(ρf∥ρβ)=βTr⁡[H0(ρf−ρβ)].D(\rho_f\Vert\rho_\beta) = \beta \operatorname{Tr} \left[ H_0(\rho_f-\rho_\beta) \right].

The bracket is the average work for a cyclic protocol. Therefore

Wcyc=1βD(ρf∥ρβ)≥0.W_{\mathrm{cyc}} = \frac{1}{\beta} D(\rho_f\Vert\rho_\beta) \ge0.

4. Symmetry-constrained infinite temperature

Section titled “4. Symmetry-constrained infinite temperature”

A periodic spin chain conserves parity Π\Pi with projectors P±P_\pm. The initial state has sector weights p±p_\pm. Write the constrained trace state and the corresponding infinite-temperature value of an observable OO.

Solution

Let

d±=Tr⁡P±.d_\pm = \operatorname{Tr}P_\pm.

The sector weights cannot change, so the appropriate trace state is

ρ∞cons=p+P+d++p−P−d−.\rho_\infty^{\mathrm{cons}} = p_+ \frac{P_+}{d_+} + p_- \frac{P_-}{d_-}.

Therefore

⟨O⟩∞=p+Tr⁡(P+O)d++p−Tr⁡(P−O)d−.\langle O\rangle_\infty = p_+ \frac{ \operatorname{Tr}(P_+O) }{d_+} + p_- \frac{ \operatorname{Tr}(P_-O) }{d_-}.

Using Tr⁡(O)/dim⁡H\operatorname{Tr}(O)/\dim\mathcal H is correct only when the sector weights match the full trace state or when the observable has the same normalized trace in both sectors.

Let Bglob=∑x=1VbxB_{\mathrm{glob}}=\sum_{x=1}^{V}b_x and suppose connected correlations remain summable. Compare the expected scaling of absorbed power for Hdrv=−f(t)BglobH_{\mathrm{drv}}=-f(t)B_{\mathrm{glob}} with a drive supported on O(1)O(1) sites.

Solution

For a homogeneous global drive, both ⟨Bglob⟩\langle B_{\mathrm{glob}}\rangle and the extensive susceptibility scale as VV. Thus

Pglob=O(V),PglobV=O(1).P_{\mathrm{glob}} = O(V), \qquad \frac{P_{\mathrm{glob}}}{V} = O(1).

For a source supported on a fixed region with bounded local operators, the instantaneous power is O(1)O(1). At fixed time, the total injected energy is therefore subextensive and its contribution to the energy density vanishes as V→∞V\to\infty.

At long times a local source can heat a growing region or sustain a current into the bulk. The fixed-time statement does not determine the limit obtained by taking t→∞t\to\infty first.

Consider

H(t)=a(t)H0,a(tf)=a(ti).H(t)=a(t)H_0, \qquad a(t_f)=a(t_i).

Show that the populations in the H0H_0 eigenbasis do not change and that a cyclic protocol produces no net reference-energy absorption.

Solution

Hamiltonians at all times commute:

[H(t),H(t′)]=0.[H(t),H(t')]=0.

The propagator is

U(tf,ti)=exp⁡ ⁣[−iH0ℏ∫titfa(s) ds].U(t_f,t_i) = \exp\!\left[ -\frac{iH_0}{\hbar} \int_{t_i}^{t_f} a(s)\,ds \right].

UU is a function of H0H_0, so it commutes with every projector onto an H0H_0 eigenspace. Populations are unchanged, and

Tr⁡(ρfH0)=Tr⁡(ρiH0).\operatorname{Tr}(\rho_fH_0) = \operatorname{Tr}(\rho_iH_0).

The instantaneous energy can vary because a(t)a(t) varies, but it returns to its initial value when a(tf)=a(ti)a(t_f)=a(t_i), whether or not that common value is one. Explicit time dependence alone is not sufficient for heating.

A periodic Markovian system reaches ρps(t+T)=ρps(t)\rho_{\mathrm{ps}}(t+T)=\rho_{\mathrm{ps}}(t). Show that the drive work and bath heats sum to zero over one cycle.

Solution

The exact reduced-system balance is

E˙=Pdrv+∑αJα.\dot E = P_{\mathrm{drv}} + \sum_\alpha J_\alpha.

Integrate over one period:

ΔET≡E(t+T)−E(t),ΔET=Wcyc+∑αQα,cyc,Wcyc≡∫tt+Tds Pdrv(s),Qα,cyc≡∫tt+Tds Jα(s).\begin{aligned} \Delta E_T &\equiv E(t+T)-E(t), \\ \Delta E_T &= W_{\mathrm{cyc}} + \sum_\alpha Q_{\alpha,\mathrm{cyc}}, \\ W_{\mathrm{cyc}} &\equiv \int_t^{t+T}ds\, P_{\mathrm{drv}}(s), \\ Q_{\alpha,\mathrm{cyc}} &\equiv \int_t^{t+T}ds\, J_\alpha(s). \end{aligned}

Periodicity makes ΔET=0\Delta E_T=0, so

Wcyc+∑αQα,cyc=0.W_{\mathrm{cyc}} + \sum_\alpha Q_{\alpha,\mathrm{cyc}} =0.

A constant cycle-averaged energy can therefore coexist with continuous positive work input and equal energy flow out to the baths.

An experiment reports that a driven interacting lattice “does not heat” for 5050 periods because a density-wave contrast remains constant. Describe the measurements and comparisons needed to test the claim.

Solution

A useful comparison would:

  • write the realized drive waveform, including harmonics and turn-on;
  • identify whether the drive is global, local, or boundary supported;
  • measure a calibrated reference energy or several energy-sensitive observables;
  • track particle number and loss products separately;
  • vary drive frequency and amplitude;
  • extend the observation time and vary system size where possible;
  • compare with the correct symmetry-constrained trace benchmark;
  • test an interaction-off or drive-off control;
  • verify that contrast is not protected by a conservation law or selection rule;
  • compare with converged numerics, including local cutoff and timestep checks;
  • fit heating rates over several windows after excluding transients and saturation.

The data may support “no resolved heating over 5050 periods within sensitivity” or “a prethermal plateau consistent with suppressed heating.” A constant contrast alone does not establish either zero absorption or infinite lifetime.