Markovian master equations: a critical study
Open accessAbstract
We derive Markovian master equations for single and interacting harmonic systems in different scenarios, including strong internal coupling. By comparing the dynamics resulting from the corresponding master equations with numerical simulations of the global system's evolution, we delimit their validity regimes and assess the robustness of the assumptions usually made in the process of deriving the reduced Markovian dynamics. The results of these illustrative examples serve to clarify the general properties of other open quantum system scenarios subject to treatment within a Markovian approximation.
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TL;DR
This paper critically tests Markovian master equations for damped harmonic oscillators by comparing them against exact numerical simulations of Gaussian dynamics. It finds that the global/local master equations are accurate in their respective regimes, but their validity depends on coupling strength, bath temperature, driving, and the approximations used.
Key findings
- For a single damped oscillator, the Markovian master equation provides good accuracy regardless of bath temperature; low-temperature discrepancies from stimulated processes are negligible compared with spontaneous emission, with the correlation function at \(T=0.05\) being \(3.27391\times10^{-7}\) versus \(C_0(s=0)=0.018\).
- For two coupled oscillators with local baths, the weak-intercoupling equation (58) and large-intercoupling equation (59) are complementary; for baths at the same temperature both work well, and in some cases the steady-state fidelity between them exceeds \(99.999\%\).
- There is a small intermediate coupling range, \(\beta \sim 0.01\text{–}0.02\), where neither Markovian master equation achieves high precision, though this range shrinks as bath coupling decreases.
- For a driven damped oscillator, differences between the master equations are generally small; the more elaborate equation (75) works better globally, equation (74) is preferable off resonance, and the simplest equation (73) is more accurate near resonance for small Rabi frequency.
Methods
- The authors derive Markovian master equations using projection-operator/Nakajima–Zwanzig techniques, weak-coupling and secular approximations, and compare them with exact Heisenberg-picture dynamics of harmonic oscillators coupled to finite bosonic baths.
- They simulate Gaussian states via covariance matrices for three systems: a single damped oscillator, two coupled damped oscillators with independent local baths, and a single driven damped oscillator; baths use an Ohmic spectral density \(J(\omega)=\alpha\omega e^{-\omega/\omega_c}\).
- Accuracy is quantified by fidelity/Bures distance between the exact simulated state and the state generated by each Markovian master equation, with representative parameters such as \(\Omega=2\), \(\alpha=1/500\), \(\omega_c=3\), \(\omega_{\max}=20\), and bath oscillator numbers of 350, 700, or 1000.
Limitations
- Stated in the paper: the rotating-wave approximation is used; the Ohmic spectral density with exponential cutoff is a specific choice, and other spectral densities would require re-analysis; finite baths produce revivals after a recurrence time \(\tau_R \propto M\), so simulations are valid only before that time.
- Stated in the paper: the factorized system-environment assumption \(\rho(t)\approx \rho_S(t)\otimes \rho_{\rm th}\) is an effective model rather than a physical description; for time-dependent driven systems, rigorous methods for completely positive Markovian master equations are lacking except in adiabatic regimes, and equations (74) and (75) fail near resonance due to the secular approximation and perturbative series.
- Evident from the text: the numerical tests are restricted to harmonic oscillators and Gaussian states, so the authors’ expectation that non-harmonic systems behave similarly is not directly verified here.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
0 of 22 cited sources checked · 0 supported · 0 flagged
- Findingown data
When modelling a system with multiple baths at different temperatures, equations (58) and (59) are each accurate in their theoretically applicable regimes.
“From these results, one concludes that when modelling a system with multiple baths at different temperatures, equations (58) and (59) are each accurate in their theoretically applicable regimes.”
Quote in the paperSubstantial claim - Findingnone given
The Markovian master equation (49) does not properly describe the stimulated emission/absorption processes, the ones that depend on C(s,T), for low temperatures.
“In summary, the Markovian master equation (49) does not properly describe the stimulated emission/absorption processes (the ones that depend on C(s, T )) for low temperatures;”
Quote in the paperSubstantial claim - Findingown data
For baths at the same temperature, both equations (58) and (59) give good results.
“However, for baths at the same temperature, it seems that both equations give good results.”
Quote in the paperSubstantial claim - Findingown data
The results for the Markovian master equation are close to the effect of the Lamb shift in the plotted variance of the x coordinate for thermal and squeezed initial states.
“As a first step, we have plotted the variance of the x coordinate for two different initial states of the system, namely a thermal and a squeezed state (see figure 2).The last plot clearly illustrates the closeness of the results for the Markovian master equation when compared with the effect of the Lamb shift.”
Quote in the paperSubstantial claim - Findingreasoning
If the oscillators are uncoupled, β=0, the Markovian master equation for their joint density matrix is a sum of expressions like (49).
“If the oscillators are uncoupled β = 0, it is obvious that the Markovian master equation for their joint density matrix will be a sum of expressions like (49”
Quote in the paperNot a substantial claim
- Findingown data
Using the parameters in figure 2, to get a value of the FWHH comparable with τ_S ∼ 1/√α ∼ 22.4, a temperature of at least T ∼ 0.05 is needed.
“As a rough estimation, using the parameters in figure 2, we find that to get a value of the FWHH comparable with τ S ∼ 1/ √ α ∼ 22.4, we need a temperature of at least T ∼ 0.05.”
Quote in the paperSubstantial claim - Findingreasoning
When the temperatures of the local baths are the same, simulations produce good results for both Markovian master equations regardless of the strength of the intercoupling.
“Because the simulations seem to produce good results for both Markovian master equations when the temperatures of the local baths are the same, regardless of the strength of the intercoupling, it is worth looking at why this happens.”
Quote in the paperSubstantial claim - Findingown data
For the parameters shown, there is a small range β ∼ 0.01-0.02 where neither Markovian master equation obtains high precision.
“We see that for the parameters shown on the plot, there is a small range β ∼ 0.01-0.02where neither Markovian master equation obtains a high precision.”
Quote in the paperNot a substantial claim - Findingreasoning
The resulting master equation for two coupled damped harmonic oscillators is of Kossakowski-Lindblad form.
“It is manifestly clear that this equation is of the Kossakowski-Lindblad form.”
Quote in the paperSubstantial claim - Findingown data
The Markovian master equation provides good accuracy regardless of the temperature of the bath.
“We have clarified the possible detrimental effect of low temperatures on the Markovian treatment of a damped oscillator, showing that the Markovian master equation provides good accuracy regardless of the temperature of the bath.”
Quote in the paperSubstantial claim - Findingreasoning
The first kernel K1 vanishes because V12(s) commutes with P and QP=0.
“The first vanishes because V 12 (s) commutes with P and QP = 0.”
Quote in the paperSubstantial claim - Findingreasoning
To first order in r and α, equation (56) is again obtained.
“Note that to first order in r and α, we again obtain equation (56).”
Quote in the paperNot a substantial claim - Findingnone given
For a relatively small value of β (=0.1) compared with ω, the off-diagonal elements of the matrices K(E) and K(A) in master equation (59) are unimportant compared with the diagonals.
“On the one hand, for a relatively small value of β (= 0.1) in comparison with ω, the off-diagonal elements of the matrices K (E) and K (A) in master equation (59) are unimportant in comparison with the diagonals.”
Quote in the paperNot a substantial claim - Findingown data
Two strategies for finding completely positive Markovian master equations for two harmonic oscillators coupled together under local baths are complementary in their range of validity.
“We have analysed two strategies for finding completely positive Markovian master equations for two harmonic oscillators coupled together under the effect of local baths, indicating that both are complementary in their range of validity.”
Quote in the paperSubstantial claim - Findingown data
The divergences between equations (58) and (59), even for large times, are actually very small.
“Surprisingly, the divergences between both equations, even for large times, are actually very small (see figure 10).”
Quote in the paperNot a substantial claim - Findingown data
When off resonance the difference between the three choices is essentially small.
“However, when off resonance the difference between the three choices is essentially small.”
Quote in the paperNot a substantial claim - Findingreasoning
If the secular approximation is neglected, this regime yields the renormalized Rabi frequency given by equation (75).
“Finally, if we neglect the secular approximation, this regime yields r = r 1 + ( ) + iγ ( ) -ω L - (ω L ) + iγ (ω L ) -ω L .(75)”
Quote in the paperNot a substantial claim - Findingown data
Far from resonance, the worst behaviour is observed for equation (73).
“Here, the worst behaviour is observed for (73), as expected.”
Quote in the paperNot a substantial claim - Findingown data
Completely positive dynamics can be obtained even without the secular approximation for this kind of inhomogeneous equations.
“We studied the validity of each one and pointed out that completely positive dynamics can be obtained even without secular approximation (for this kind of inhomogeneous equations).”
Quote in the paperSubstantial claim - Findingown data
For the driven damped harmonic oscillator, the difference in accuracy between Markovian master equations is generally small.
“In summary, for the case of a driven damped harmonic oscillator, the difference in accuracy between Markovian master equations is generally small.”
Quote in the paperSubstantial claim - Findingown data
In the three cases considered, a Markovian master equation with the structure d/dt ρ_S = -i[ ̄ a†a + r e^{iω_L t}a + r* e^{-iω_L t}a†, ρ_S] + D(ρ_S) is found.
“The details of the derivation are reserved for appendix B.3, but in these three cases we find a Markovian master equation with the structure”
Quote in the paperSubstantial claim - Findingreasoning
When the driving field is far from resonance, |ω_L - Ω| ≫ 0, the renormalized Rabi frequency is given by equation (74).
“whereas when the driving field is far from resonance, |ω L -| 0, we obtain r = r 1 + ( ) + iγ ( ) -ω L .(74)”
Quote in the paperSubstantial claim - Findingreasoning
For small Rabi frequencies, the renormalized Rabi frequency is r' = r, equation (73).
“For small Rabi frequencies, an argument similar to section 3.2.1 gives simply r = r,(73)”
Quote in the paperNot a substantial claim - Findingnone given
When the temperatures of the local baths are the same, the difference between the two strategies is quite small.
“Moreover, when the temperatures of the local baths is the same, the difference between them is quite small.”
Quote in the paperSubstantial claim - Findingreasoning
In the derivation, the series diverges for |Ω - ω_L| ∼ 0.
“In the derivation in appendix B.3, it is clear why in this case the series diverges for | -ω L | ∼ 0.”
Quote in the paperSubstantial claim - Findingreasoning
The two-oscillator Hamiltonian can be diagonalized by a rotation into normal modes with frequencies Ω± = (Ω1+Ω2) ± sqrt(4β^2+(Ω1-Ω2)^2)/2.
“We can diagonalize this quadratic form by means of a rotation to obtain H 12 = + b † 1 b 1 + -b † 2 b 2 , where ± = ( 1 + 2 ) ± 4β 2 + ( 1 -2 ) 2 2 ,”
Quote in the paperSubstantial claim - Findingnone given
Time-inhomogeneous completely positive Markovian master equations for a damped oscillator driven by an external semiclassical field were derived.
“In the same spirit, we derived time-inhomogeneous completely positive Markovian master equations for a damped oscillator that is driven by an external semiclassical field.”
Quote in the paperSubstantial claim - Findingcitation
By construction, the steady state of equation (59) is the thermal state of the composed system.
“By construction, the steady state of equation ( 59) is the thermal state of the composed system [3,4]”
Quote in the paperSubstantial claim0 of 2 sources checked - Findingown data
The paper has shown in section 4.3 that the new master equation does not hold in the resonance limit.
“in fact, we have shown that this is not true in section 4.3”
Quote in the paperSubstantial claim - Findingreasoning
Both (74) and (75) fail close to resonance, as expected from the perturbative approach.
“Here we see that both (74) and (75) fail close to resonance, as was expected from the perturbative approach.”
Quote in the paperSubstantial claim - Premisecitation
The pre-final master equation does not yet warrant complete positivity in the evolution.
“The last equation does not yet warrant complete positivity in the evolution [8], and so we need to perform one final approximation.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [8] source
Not checked in the free run.
- Interpretationreasoning
In practice, one can test the validity of Markovian master equations with a finite, yet large, environment model, as long as the domain of interest is restricted to early times.
“However, in practice, the recurrence time grows very rapidly with the size of the environment and so one can still test the validity of such equations with only a finite, yet still large, environment model, as long as the domain of interest is restricted to early times.”
Quote in the paperSubstantial claim - Study design and conductown data
The simulation results are independent of the number of oscillators as long as the maximum time is less than the recurrence time of the system.
“actually we have checked from several simulations that the results turn out to be independent of the number of oscillators as long as the maximum time is less than the recurrence time of the system.”
Quote in the paperNot a substantial claim - Premisecitation
The frequency shift in the Markovian master equation for the damped harmonic oscillator is independent of temperature.
“Note that the shift is independent of the temperature, and although its effect is typically small (e.g.[3,18]), we will not neglect it in our study.”
Quote in the paperNot a substantial claim0 of 2 sources checked - Interpretationreasoning
Due to the linearity in the couplings in H, an initial global Gaussian state remains Gaussian at all times.
“Due to the linearity in the couplings in H , an initial (global) Gaussian state ρ G will remain Gaussian at all times t, and so we can restrict our attention to the evolution of its covariance matrix,”
Quote in the paperSubstantial claim - Interpretationreasoning
The discrepancy with the Markovian master equation is never large.
“and so the discrepancy with the Markovian master equation is never large.”
Quote in the paperSubstantial claim - Premisereasoning
Harmonic oscillator models provide a convenient numerical testing ground because the number of variables needed to model such systems scales polynomially in the number of degrees of freedom.
“However, they also provide a convenient numerical testing ground as the number of variables needed to model such systems scales polynomially in the number of degrees of freedom.”
Quote in the paperNot a substantial claim - Interpretationcitation
Equation (49) is Gaussian preserving.
“In addition, note that equation (49) is Gaussian preserving [31], as it is the limit of a linear interaction with an environment and so the total system remains Gaussian, while the partial trace also preserves Gaussianity.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [31] source
Not checked in the free run.
- Interpretationnone given
The global approach to local versus global master equations with common and separate baths is superior in the partial secular approximation.
“Local versus global master equation with common and separate baths: superiority of the global approach in partial secular approximation”
Quote in the paperNot a substantial claim - Interpretationnone given
If β is sufficiently small to not affect the shift and decay rates, a Markovian master equation of the form (58) can be expected.
“If β is sufficiently small to not affect the shift and decay rates, one can expect a Markovian master equation of the form”
Quote in the paperSubstantial claim - Interpretationown data
If α is small enough, the breakdown occurs for values where the contribution of C(s,T) to the convolution integrals is negligible compared with the contribution of C0(s), whose FWHH remains constant and small with respect to τ_S.
“However, if α is small enough, this will happen for values where the contribution of C(s, T ) to the convolution integrals is negligible in comparison with the contribution of C 0 (s), whose FWHH will remain constant and small with respect to τ S .”
Quote in the paperSubstantial claim - Premisecitation
The matrices γ_{k,l}(ν) are positive semidefinite for every ν.
“Note that the matrices γ k,ℓ (ν) are positive semidefinite for every ν; this is a consequence of Bochner's theorem [28]; that is, it is easy to check that the correlation functions Tr[ B † k (s)B ℓ ρ th ] are functions of positive type, and γ k,ℓ (ν) are just the Fourier transform of them.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [28] source
Not checked in the free run.
- Interpretationnone given
The temperatures at which the discrepancy in stimulated processes is apparent are so small that the contribution from the stimulated process is negligible compared with spontaneous emission.
“however, the temperatures when this discrepancy is apparent are so small that the contribution from the stimulated process is negligible in comparison with spontaneous emission,”
Quote in the paperSubstantial claim - Premisecitation
Any interaction Hamiltonian operator A_k can be decomposed into a sum of eigenoperators of the superoperator [H_S, •].
“where each A k can be decomposed into a sum of eigenoperators of the superoperator [H S , •],”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationreasoning
To avoid a finite recurrence time, the number of environment degrees of freedom must be infinite.
“In particular, this implies that they should not be periodic, which requires that the number of degrees of freedom in the environment must be infinite, as otherwise there will be a finite recurrence time.”
Quote in the paperSubstantial claim - Interpretationreasoning
In the weak coupling limit, terms with different frequencies oscillate rapidly and vanish.
“In equation ( 12), the terms with different frequencies will oscillate rapidly around zero as long as |ν -ν| α 2 , so in the weak coupling limit these terms vanish to obtain”
Quote in the paperSubstantial claim - Premisecitation
There is a lack of rigorous methods for arriving at a completely positive master equation in the Markovian limit when the Hamiltonian is time dependent, with the exception of adiabatic regimes of external perturbations.
“The second problem is that there is a lack of rigorous methods for arriving at a completely positive master equation in the Markovian limit when the Hamiltonian is time dependent, with the exception of adiabatic regimes of external perturbations [36].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [36] source
Not checked in the free run.
- Premisecitation
The family of propagators E(t2,t1) is completely positive for all t2 ≥ t1 if and only if L_t has the Kossakowski-Lindblad form for any time t.
“Similarly to the case of time-independent equations, it can be shown that the family E(t 2 , t 1 ) is completely positive for all (t 2 t 1 ) if and only if L t has the Kossakowski-Lindblad form for any time t [13].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [13] source
Not checked in the free run.
- Interpretationreasoning
Due to the simple periodic time dependence of the Hamiltonian, Markovian master equations valid for large Rabi frequencies can be obtained.
“Fortunately in this case, due to the simple periodic time dependence of the Hamiltonian, we will be able to obtain Markovian master equations valid for large (to some degree) Rabi frequencies, even though the complexity of the problem has increased.”
Quote in the paperSubstantial claim - Interpretationreasoning
For arbitrary driving frequency, a Markovian master equation is difficult to obtain because the secular approximation cannot generally be made (apart from the perturbative condition |ω_L-Ω|≈0).
“For an arbitrary driving frequency, a Markovian master equation is difficult to obtain as we cannot, in general, make the secular approximation (apart from the perturbative condition |w L -| 0).”
Quote in the paperSubstantial claim - Interpretationreasoning
In the resulting master equation, the Rabi frequency is renormalized by the effect of the bath.
“So in this master equation the Rabi frequency is renormalized by the effect of the bath.”
Quote in the paperNot a substantial claim - Study design and conductreasoning
In the two-oscillator derivation, the secular approximation can be made by neglecting cross terms ν ≠ ν' provided 2β is large compared with the inverse relaxation rate (β << α).
“Next we perform the secular approximation; the cross terms ν = ν in the above, expression, which go as e ±2βti , can be neglected provided that 2β is large in comparison with the inverse of the relaxation rate (β α) and so we obtain”
Quote in the paperNot a substantial claim - Interpretationreasoning
The general conclusions drawn in the paper are widely applicable to any other settings involving a weak interaction with the environment.
“This suggests that the general conclusions drawn here are widely applicable to any other settings involving a weak interaction with the environment.”
Quote in the paperSubstantial claim - Interpretationreasoning
Under the RWA approximation (β << Ω), both normal mode frequencies are positive.
“Note that RWA approximation implies β so both normal mode frequencies are positive.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The system-environment state factorization assumption for all times has to be understood in general as an effective model, as shown by deriving the same equation using the projection operator technique.
“We have shown that the system-environment state factorization assumption for all times has to be understood in general as an effective model by deriving the same equation using the projection operator technique.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The whole state factorizes as ρ(t) ≈ ρ_S(t) ⊗ ρ_th at any time.
- May combine two claims. 45
- The quote only partly states this claim. 2
- Classified as probably not a substantial claim. 15
May combine two claims. The quote only partly states this claim.
Findingown dataFor small temperatures, τ_B (FWHH) is quite large, so the Markovian approximation is expected to break down for values of T such that τ_S ≪ τ_B.
“From figure 4, one sees that for small temperatures, τ B (i.e.FWHH) is quite large, so it is expected that the Markovian approximation breaks down for values of T such that τ S τ B .”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAs temperature increases further, the influence of the correlation function becomes more important and the FWHH decreases to a limiting value; the accuracy at large temperatures stabilizes to only a little worse than at T=0.
“As the temperature increases further, the influence of this correlation function becomes more important and the FWHH decreases to a limiting value (see the plot on the right of figure 4); this convergence is reflected by the red, cyan and purple lines, which show that the accuracy at large temperatures stabilizes to only a little worse than that at T = 0, as was expected from figure 4.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe spreading of the correlation function is mainly caused by its height decrease, and in the limit T → 0, C(s,T) → 0.
“Note that the spreading of the correlation function is mainly caused by its 'height' decrease, that is, in the limit T → 0, C(s, T ) → 0.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAt zero temperature the results are in closest agreement; as temperature increases to T=0.1, the correlation function broadens, leading to a small degradation in modelling precision.
“At zero temperature (blue line), the results are in closest agreement; however, as the temperature increases to T = 0.1, the correlation function broadens, which leads to a degradation (albeit small) in the modelling precision.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataC(s=0,T=0.05)=3.27391×10^-7 and C0(s=0)=0.018, so C(s,T=0.05) will not have a large effect on the dynamics.
“We may get a very informal idea of how both contributions matter by looking at their maximum values at s = 0, for example C(s = 0, T = 0.05) = 3.27391 × 10 -7 and C 0 (s = 0) = 0.018, and so it is clear that C(s, T = 0.05) will not have a large effect on the dynamics.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe time after which revivals arise increases with the number of oscillators in the bath and roughly scales as τ_R ∝ M.
“Of course, the time after which these revivals arise increases with the number of oscillators in the bath, and roughly speaking it scales as τ R ∝ M.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataThe range where neither Markovian master equation obtains high precision becomes smaller as the coupling with the bath decreases, so generally both master equations cover a good range of values of β.
“However, note that this range becomes smaller as the coupling with the bath decreases, and so generally both master equations cover a good range of values of β.”
Quote in the paperSubstantial claimMay combine two claims.
FindingcitationThe behaviour at very early times is mainly related to the choice of the initial state and reflects how it adjusts to the state of the bath under Markovian evolution, with different tendencies depending on the initial state.
“The behaviour at very early times is mainly related to the choice of the initial state of the system, and it reflects how it adjusts to the state of the bath under the Markovian evolution (for more on this topic, see for example [33]); different tendencies have been found depending on the choice of the initial state.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [33] source
Not checked in the free run.
May combine two claims.
Findingown dataThe behaviour with temperature is visible at longer times, since τ_B ∼ FHWW increases with T, in agreement with the conclusions drawn from the correlation functions.
“However, the behaviour with temperature is visible at longer times (since τ B ∼ FHWW increases with T ), which is in agreement with the conclusions drawn from the correlation functions (see the small subplot).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe distance between the simulated whole state ρ(t) and the ansatz ρ_S(t) ⊗ ρ_th is monotonically increasing in time, strictly in the limit of an environment with infinite degrees of freedom, and its slope decreases with coupling strength.
“It is clear that this distance is monotonically increasing in time (strictly, in the limit of an environment with infinite degrees of freedom), and the slope decreases with coupling strength.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningEquations (58) and (59) preserve both complete positivity and Gaussianity.
“By virtue of the derivation, equations ( 58) and (59) preserve both complete positivity and Gaussianity (because they arise from a linear interaction with the environment).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningThe last quantity in equation (B.5) is a sum of individual terms for each bath, which under the standard procedure of section 1.1 lead to local dissipators D1 and D2 and shifts of (58).
“The last quantity in the above equation is just a sum of the individual terms for each bath, which lead, under the standard procedure of section 1.1, to the (interaction picture) local dissipators D 1 and D 2 and shifts of (58).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataEquation (73) gives good results due to the small Rabi frequency; however, in comparison with (75) the accuracy quickly drops off as one moves away from ω_L - Ω = 0.
“Equation (73) gives good results due to the small Rabi frequency; however, note that in comparison with (75) the accuracy quickly drops off as we move away from ω L -= 0.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataIn some cases, while the steady state of (58) is not strictly thermal, the fidelity with that of (59) is more than 99.999%.
“In some cases, while the steady state of (58) is not strictly thermal, the fidelity with that of (59) is more than 99.999%.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningAt resonance ω_L=Ω, ã(t)=e^{-iΩt}(a+i r t), which is not periodic, so the desired decomposition as a sum of exponentials with time-independent coefficients does not exist.
“Solving equation (B.19) under this condition, we find ã(t) = e -i t (air t), (B.24) and so one can see that ã(t) is not a periodic function, so the desired decomposition as a sum of exponentials with time-independent coefficients does not exist.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataA similar effect can be seen when compared with (74) for larger detunings.
“A similar effect can be seen when compared with (74) for larger detunings.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningAt later times the behaviour of both equations starts to differ, and the steady states are not the same.
“However, note that at later times the behaviour of both equations starts to differ, and the steady states are not the same.”
Quote in the paperSubstantial claimThe quote only partly states this claim.
Findingnone givenThe operator Ã1(t)=ã(t) satisfies a differential equation with periodic terms iȧ(t)=[ã(t),H0(t)]=Ωã(t)+Ωr e^{-iωL t}.
“Note, however, that the operator Ã1 (t) = ã(t) satisfies a differential equation with periodic terms i ȧ(t) = [ ã(t), H 0 (t)] = ã(t) + r e -iω L t .”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningUnder the assumption that detuning is large enough |ω_L-Ω| >> α, |ω_L-Ω| >> 2αr, the secular approximation can be made and yields master equation (B.21).
“Next we assume that the detuning is large enough |ω L -| α, |ω L -| 2 αr in order to make the secular approximation, and after some tedious, but straightforward, algebra we find the master equation in the interaction picture to be”
Quote in the paperSubstantial claim- The authors state this as an assumption: The detuning is large enough |ω_L-Ω| >> α, |ω_L-Ω| >> 2αr to make the secular approximation.
May combine two claims.
Findingown dataFor global features, the more elaborate equation (75) works better in both cases, although the difference from (73) is very small.
“For global features, the more elaborate equation (75) works better in both cases, although the difference from ( 73) is very small.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe choice of (74) is preferable to (73) when out of resonance, but gives quite poor results when close to resonance.
“As expected, the choice of (74) is preferable to the choice of (73) when out of resonance, but gives quite poor results when close to resonance.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningThe steady state of equation (58) is not thermal, although it tends to the thermal state as β → 0.
“equation (58) is not (although it tends to the thermal state as β → 0, of course).”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
Findingnone givenIn every case the covariance matrix is unaffected by the driving term, which only produces a change in the first moments.
“In addition, note that in every case the covariance matrix is unaffected by the driving term, which only produces a change in the first moments.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningWeak coupling implies α << β, and to second order in α and β, K2 has the same form as (6).
“If we consider the second kernel, weak coupling implies α β, and so to second order in α and β this becomes K 2 (t, s) = α 2 PV SB (t)QV SB (s)P + O(α 3 , α 2 β), which has exactly the same form as (6)”
Quote in the paperSubstantial claim- The authors state this as an assumption: Weak coupling implies α << β.
Probably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningAt first order in r and coupling α, equation (73) is obtained, as expected from arguments in section 3.2.1.
“It is worth noting that at first order in r and the coupling α, we obtain equation (73).This is as expected, given the arguments in section 3.2.1.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningThe rotated operators b1 and b2 satisfy standard bosonic commutation rules and represent the decomposition of the oscillatory system in normal modes.
“The new operators satisfy the standard bosonic commutation rules [b i , b † j ] = δ i j , and so this is nothing more than the decomposition of an oscillatory system in normal modes.”
Quote in the paperNot a substantial claimMay combine two claims.
FindingreasoningFor Ω = ω_L, the solution to equation (B.19) with initial condition ã(0)=a is ã(t)=... and is periodic, yielding decomposition Ã1(t)=A1(ωL)e^{-iωL t}+A2(Ω)e^{-iΩ t}.
“The solution to equation (B.19), with the initial condition ã(0) = a and for = ω L , is given by ã(t) = r (e -iω L t e -i t ) + a(ω L -)e -i t ω L -, (B.20) so in this case the solution is periodic and the desired decomposition”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataEquations (74) and (75) work better except in the case of resonance, where (73) gives more accurate results, as long as the Rabi frequency is small.
“Equations ( 74) and (75) work better except in the case of resonance, where (73) gives more accurate results, as long as the Rabi frequency is small.”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningThe interactions individually satisfy Tr_B1[Ṽ1B1 ρth1]=Tr_B2[Ṽ2B2 ρth2]=0, so PV1B1V2B2P=PV2B2V1B1P=0.
“because our interactions individually hold Tr B1 [ Ṽ1B1 ρ th1 ] = Tr B2 [ Ṽ2B2 ρ th2 ] = 0, so PV 1B1 V 2B2 P = PV 2B2 V 1B1 P = 0”
Quote in the paperSubstantial claimMay combine two claims.
FindingreasoningIn the resonance case, only a commutator term arises from cross terms in the analogue of equation (B.15), so positivity is not lost.
“However, note that in this particular case, only a commutator term arises from the cross terms in the analogue of equation (B.15), so positivity is not lost.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningFor large intercoupling β, the non-secular terms oscillate with phase e±2iβt, so to neglect them one must impose β ≫ α; the resultant equation is complementary to (58), valid if α ≫ β.
“the non-secular terms oscillate with a phase e ±2iβt , so in order to neglect them we must impose β α; therefore the resultant equation is, in some sense, complementary to ( 58), valid if α β.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningFor the chosen ohmic spectral density with exponential cut-off, J(ω) increases linearly for small ω, decays exponentially for large ω, and has its maximum at ω = ω_c.
“Clearly, J (ω) increases linearly for small values of ω, decays exponentially for large ones and has its maximum at ω = ω c .”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningEquation (59) is expected to remain valid for small β, because when β → 0 it approaches (58) if the bath temperatures and spectral densities are the same.
“In the case of equation (59), it is reasonable to expect that this will remain valid for small β, because when β → 0, this equation approaches (58) if the bath temperatures and spectral densities are the same.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationGaussian states are entirely characterized by their first and second moments.
“This is because the harmonic oscillator falls into a class of quantum states known as Gaussian states, which are entirely characterized by their first and second moments.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [7] source
Not checked in the free run.
May combine two claims.
InterpretationcitationEquation (15) generates a completely positive semigroup and defines a proper Markovian master equation.
“With this final remark, we conclude that equation (15) generates a completely positive semigroup [6] and so defines a proper Markovian master equation, i.e. a completely positive semigroup.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [6] Breuer H-P, 2002, The Theory of Open Quantum Systems
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
Premisenone givenThe weak coupling approach makes sense if the coupling is small and the environment has infinite degrees of freedom.
“In section 1.1, we pointed out that the weak coupling approach makes sense if the coupling is small and the environment has infinite degrees of freedom.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationA Markovian (Kossakowski-Lindblad) master equation is required to be trace preserving and to satisfy complete positivity.
“Such a differential equation, the so-called Markovian (or Kossakowski-Lindblad) master equation, is required to fulfil several consistency properties, such as being trace preserving and satisfying complete positivity [2]- [6], [8]- [10].”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [2]- [6], [8]- [10]
Not checked in the free run.
Classified as probably not a substantial claim.
Premisenone givenFor the Markovian approximation to be valid, the typical time scale for the evolution of the system due to its interaction with the bath τ_S must be large compared with the decay time τ_B of the correlation functions.
“In order to make valid the Markovian approximation, the typical time scale for the evolution of the system due to its interaction with the bath τ S must be large in comparison with the decay time τ B of the correlation functions.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAn exact master equation for two interacting harmonic oscillators subject to a global general environment has recently been derived.
“Recently, an exact master equation for two interacting harmonic oscillators subject to a global general environment was derived [23].”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [23] Carmichael H J, 1999, Statistical Methods in Quantum Optics. I: Master Equations and Fokker-Planck Equations source
Not checked in the free run.
May combine two claims.
PremisecitationThe eigenfrequencies of the normal modes become imaginary if ω < 2β, and the system then becomes unstable, so β must be limited to keep oscillatory behaviour.
“However, note that the eigenfrequencies of the normal modes become imaginary if ω < 2β (see for example [34]) and the system then becomes unstable, so even when keeping the anti-rotating terms, we must limit β if we wish to keep the oscillatory behaviour.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [34] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningA Gaussian characteristic function, and therefore any Gaussian state, can be completely specified by 2n^2 + n real parameters.
“Thus, a Gaussian characteristic function, and therefore any Gaussian state, can be completely specified by 2n 2 + n real parameters.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningFor large temperatures, the FWHH of C(s,T) remains small although larger than C0(s); hence in the high-temperature limit the accuracy of the Markovian master equation stabilizes to a value only a little worse than for T=0.
“For large temperatures, the FWHH of C(s, T ) remains small although now larger than C 0 (s); hence it is expected that in the limit of high temperatures, the accuracy of the Markovian master equation stabilizes to a value only a little worse than for T = 0.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductown dataDue to the finite number of oscillators in the bath, the simulation is only valid inside a bounded time scale free of back-action, and revivals appear for times t < τ_R, where τ_R is the recurrence time of the bath.
“Due to the finite number of oscillators in the bath, we can only simulate inside a bounded time scale free of the back-action of the bath.This produces revivals in the visualized dynamical quantities for times t < τ R , where τ R is the recurrence time of the bath.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationThe coupling to the bath in the damped harmonic oscillator model is considered in the rotating wave approximation, which is a good description of the real dynamics for small damping.
“Note that the coupling to the bath has been considered in the rotating wave approximation (RWA), which is a good description of the real dynamics for small damping max{g j , j = 1, . . ., M} (e.g. in the weak coupling limit) 5 .”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [5] source
Not checked in the free run.
May combine two claims.
InterpretationreasoningThe system-environment state factorization assumption for all times is an effective model and does not make sense as the physical state of the system for all time.
“This assumption has to be understood as an effective model for arriving at equation ( 7) without the use of projection operator techniques; however, it does not make sense to assume that the physical state of the system is really a factorization for all time.”
Quote in the paperSubstantial claim- The authors state this as an assumption: The whole state factorizes as ρ(t) ≈ ρ_S(t) ⊗ ρ_th at any time.
May combine two claims.
Interpretationown dataThe contribution of the correlations to the motion becomes less important as T → 0, counteracting the problem of the infinite width.
“So one may also expect that the contribution of these correlations to the motion becomes less important as T → 0, in such a way that the problem of the infinite width can be counteracted, and this is indeed what seems to happen.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe partial trace of a Gaussian state remains Gaussian.
“At the level of covariance matrices, we simply discard elements corresponding to variances including any operators in R 2 , and so the partial trace of a Gaussian state will itself remain Gaussian.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe off-diagonal terms of the matrices K(E) and K(A) do not contribute much, β ∼ β, and the rest of the coefficients become approximately equal to those in (58); this happens only under these conditions.
“That is, the offdiagonal terms of the matrices K (E) and K (A) do not contribute much, β ∼ β and the rest of coefficients become approximately equal to those in (58.)Note that this happens only under these conditions.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenThe rotating wave Hamiltonian is not always an approximation; there are physical systems described physically by that Hamiltonian, for instance when the total number of excitations is preserved.
“In fact, note that the rotating wave Hamiltonian is not always an approximation and there are physical systems that are described physically by that Hamiltonian; for instance, typically in situations where the total number of excitations is preserved.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThe diagonal terms are also similar for the same reason, so both master equations will be quite similar.
“On the other hand, the diagonal terms are also similar for the same reason, and so both master equations will be quite similar.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Interpretationnone givenAlthough the study focused on harmonic oscillator systems, the proposed method is general and non-harmonic systems should behave similarly with respect to the validity of the equations.
“Although we have focused on harmonic oscillator systems, the proposed method is general and we expect that non-harmonic systems should behave in a similar manner with respect to the validity of the equations.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSimilar equations for coupled harmonic oscillators have been given previously [42,43], but not in Kossakowski-Lindblad form because those derivations do not take the secular approximation.
“It is worth mentioning that similar equations for coupled harmonic oscillators have been given previously (see for example [42,43]), but not in the Kossakowski-Lindblad form, since in those derivations the secular approximation is not taken.”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [42] Chicone C, 2006, Ordinary Differential Equations with Applications
Not checked in the free run.
- cites [43] Ince E L, 1956, Ordinary Differential Equations
Not checked in the free run.
May combine two claims.
InterpretationreasoningIn the perturbative series of (B.18), the strength of interaction is not solely dependent on bath coupling because operators A(ν) depend linearly on r/(ω_L-Ω); when this ratio becomes large (r >> 1 or |ω_L-Ω|≈0), the approximation breaks down.
“Before continuing, note that in the perturbative series of (B.18), the 'strength' of the interaction Ṽ (t) is now not solely dependent on the coupling with the bath.This is because the operators A(ν) depend linearly on r w L -, so when this ratio becomes large we expect that the approximation breaks down, i.e. for r 1 or very close to resonance |w L -| ≈ 0.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationFloquet theory can be used to study this kind of equation and predict whether its solution is periodic.
“This kind of equation can be studied with the well-established Floquet theory (see for example [26,27]); in particular, it is possible to predict if its solution is a periodic function.”
Quote in the paperNot a substantial claim0 of 2 sources checked
The authors state this as an assumption.
The dynamics of the whole system are given by the Hamiltonian H = H_S + H_E + αV, where V describes the interaction with coupling strength α.
“We then assume that the dynamics of the whole system are given by the Hamiltonian H = H S + H E + αV , where H S and H E are the individual Hamiltonians of the system and environment, respectively, and V describes the interaction between them with coupling strength α.”
The paper relies on this without support.
For the class of interactions considered, Tr_E[Ṽ(t)ρ_E] = 0, which implies PV(t)P = 0.
“For the class of interactions that we are interested in, Tr E [ Ṽ (t)ρ E ] = Tr E [ Ṽ (t)ρ th ] = 0, which implies PV(t)P = 0,(2)”
The authors state this as an assumption.
The initial states of the system and bath are uncorrelated, so the total density operator factorizes as ρ(t0) = ρ_S(t0) ⊗ ρ_th.
“We now assume that the initial states of the system and bath are uncorrelated, so that the total density operator is factorized into ρ(t 0 ) = ρ S (t 0 ) ⊗ ρ th .”
The authors state this as an assumption.
The weak coupling limit is taken by keeping the kernel at lowest order in α (Born approximation).
“We now consider the weak coupling limit, by taking the kernel at lowest order in α, K(t, s) = α 2 PV(t)QV(s)P + O(α 3 ),(6)”
The authors state this as an assumption.
In the limit α → 0, ρ_S changes very slowly and can be taken as constant inside a width τ_B around s = 0.
“Moreover, as ρS changes very slowly in the limit α → 0, we can take it as a constant inside width τ B around s = 0, where Tr E [ Ṽ (t), [ Ṽ (ts), ρ B ]] is not zero, and so finally we obtain”
The authors state this as an assumption.
The whole state factorizes as ρ(t) ≈ ρ_S(t) ⊗ ρ_th at any time.
“assuming that the whole state factorizes as ρ(t) ≈ ρ S (t) ⊗ ρ th at any time [3,10,18,20].”
The authors state this as an assumption.
The strength of coupling to each bath is identical.
“for simplicity we have assumed that the strength of the coupling to each bath is identical (the reader will note afterwards that this is not a crucial assumption).”
The authors state this as an assumption.
The initial state is factorized, Qρ(t0)=0.
“again assuming an initial factorized state (Qρ(t 0 ) = 0)”
The authors state this as an assumption.
The detuning is large enough |ω_L-Ω| >> α, |ω_L-Ω| >> 2αr to make the secular approximation.
“Next we assume that the detuning is large enough |ω L -| α, |ω L -| 2 αr in order to make the secular approximation”
The authors state this as an assumption.
Weak coupling implies α << β.
“weak coupling implies α β”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The only domain where the global approach breaks down is on resonance, when ωh = ωc and coupling < κ, because the secular approximation is not justified.
“The only domain where the global approach breaks down is on resonance, when ω h = ω c and < κ.At this point, the secular approximation is not justified since the two Bohr frequencies ω ± are not well separated”
From The local approach to quantum transport may violate the second law of thermodynamics (2014) · cites this paper as [21]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Bath-coupling integral uses a different spectral-density cutoff
MinorThe additional information restates the chosen spectral density with an exponential factor of e^-ω/ωc, but the integral used to choose the bath couplings uses e^-ω/2ωc. These specify different spectral densities.
“J (ω) = j g 2 j δ(ω j -ω) ≈ αωe -ω/ω c .”
“j g 2 j ≈ α ω max 0 ωe -ω/2ω c dω”
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- Authors
- Rivas, Á., K Plato, A. D., Huelga, S. F., & B Plenio, M.
- Affiliations
- Universität Ulm (DE)
- Venue
- New Journal of Physics
- Publisher
- IOP Publishing
- Published
- 2010-11-16
- Volume
- 12
- Issue
- 11
- Pages
- 113032
- ISSN
- 1367-2630 (ISSN-L)
- OpenAlex
- W2001389172
- Semantic Scholar
- 9a679fe415a52cb7f30ccd3c64c9f7d649c1643d
- Cited by
- 258
- References
- 60
- Citations by year
- 2026: 10 · 2025: 19 · 2024: 16 · 2023: 48 · 2022: 23 · 2021: 22 · 2020: 24 · 2019: 21 · 2018: 17 · 2017: 10 · 2016: 10 · 2015: 6 · 2014: 12 · 2013: 11 · 2012: 8
- FWCI
- 4.54
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- New Journal of Physics (publishedVersion, cc-by)
- arXiv (Cornell University) (submittedVersion)
- arXiv (Cornell University)
- Funders
- Engineering and Physical Sciences Research Council
- Topics
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Advanced Thermodynamics and Statistical Mechanics
- Physical Sciences › Physics and Astronomy › Atomic and Molecular Physics, and Optics › Quantum Mechanics and Applications
- Physical Sciences › Computer Science › Artificial Intelligence › Quantum Information and Cryptography
- Keywords
- Markovian master equation, open quantum systems, reduced dynamics, harmonic systems, validity regimes, system-bath coupling, quantum dissipation
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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