Statistics of non-conserved observables in Lindblad master equations
Abstract
We study the dynamics of observables that are conserved under the Hamiltonian evolution of a closed quantum system, but cease to be conserved when the system is coupled to a Markovian environment and described by a Lindblad master equation. Starting from the adjoint Lindblad equation, we derive elementary expressions for the time derivatives of the expectation value and second moment of an observable , with particular emphasis on the case but . These formulae provide a direct assessment of how collapse operators break Hamiltonian conservation laws and generate fluctuations of formerly conserved quantities. The discussion is illustrated by analytic examples: one-qubit amplitude damping, a two-qubit excitation-number model, a momentum-diffusion model in which the mean is conserved while the variance grows, and the Jaynes–Cummings model. The latter also shows the complementary case of a reservoir coupled through a conserved quantity, where dephasing can occur without changing the statistics of that quantity. We finally comment on the relation between Lindblad source terms and idealized wave-function reduction models in which local conservation may hold only statistically.
I Introduction
Conservation laws play a central role in the analysis of closed quantum systems. If a system evolves unitarily under a Hamiltonian , an observable is conserved whenever it commutes with the Hamiltonian,
| (1) |
Equivalently, its expectation value is constant for all initial states,
| (2) |
This elementary statement is no longer sufficient for open quantum systems. In the presence of an environment, the reduced density matrix of the system may obey a Lindblad master equation, and the dissipative part of the generator can break a conservation law that is present in the Hamiltonian sector [8, 11, 3, 12].
The purpose of this work is to discuss this loss of conservation in a simple and operational way. We consider observables which are conserved by the Hamiltonian evolution, but not by the full Lindblad dynamics. Rather than focusing only on the expectation value , we also consider the second moment and the variance
| (3) |
This gives a minimal description of the time-dependent statistics of an observable which would be conserved in the corresponding closed system. In this sense, will be interpreted below as the open-system source term associated with the observable .
The relation between symmetries and conserved quantities in Lindblad master equations has been analyzed in detail by Albert and Jiang [1]. One of the important lessons of that work is that the usual unitary correspondence between continuous symmetries and conserved quantities is modified in dissipative dynamics. In the present paper we address a narrower question: given a simple Hamiltonian conservation law, how do the expectation value, second moment, and variance of the corresponding observable evolve once Lindblad collapse operators are added?
It is important to stress that the aim of this paper is not to provide a new classification of invariant operators or of stationary subspaces of a Lindblad semigroup. Such structural questions are treated in greater generality in the literature on quantum dynamical semigroups and dissipative symmetries [6, 2, 4]. Our more modest goal is to isolate a simple moment-based diagnostic for the transient statistics of a Hamiltonian conserved observable once it is subjected to dissipative dynamics. In this sense the paper should be read as complementary to the rigorous theory of Lindblad symmetries: it focuses on the drift, second moment, and variance generated by the dissipative part of the adjoint generator, in analytically transparent models.
Our discussion is intentionally elementary. We first derive the formal identities for the time derivatives of , , and . We then illustrate them with two simple examples: a one-qubit amplitude damping model and a two-qubit model in which the total excitation number is conserved by the Hamiltonian but not by local decay processes.
We also add a momentum-diffusion example, which realizes explicitly the case in which the mean value of an observable is conserved while its variance grows. Finally, we discuss the Jaynes–Cummings model, where the closed Hamiltonian has a conserved total excitation number. This example is useful because it shows both possibilities: a dephasing reservoir coupled through the conserved excitation number preserves its statistics, whereas photon loss or atomic decay makes the same quantity non-conserved.
A further motivation for studying not only the first moment but also the second moment is that, in stochastic or reduction-like descriptions, a conservation law may hold only after statistical averaging. In the language used below, the non-Hamiltonian part of the evolution can act as an effective source or sink for the observable under consideration. For a local density this would correspond to the analogue of a source term in a continuity equation; for a general observable it simply means that is nonzero. In such situations the average source contribution to may vanish, whereas fluctuations, second moments, or correlations can still carry information about the underlying stochastic processes. This point is relevant, for example, in idealized wave-function-reduction models in which local charge conservation can be violated event by event while being restored after statistical averaging in suitable situations [13]. The Lindblad framework offers a simple setting in which the analogous distinction can be analyzed at the level of observables and their moments.
The paper is organized as follows. In Sec. II we recall the Lindblad equation and its adjoint form, emphasizing the condition for an observable to be conserved by the full open dynamics. In Sec. III we derive the evolution equations for the second moment and the variance. In Sec. IV we summarize the role of the initial statistics of the observable. Sections VI and VII present two elementary spin examples, including the explicit solution of the two-qubit moment equations. Section V gives a simple variance-only example based on momentum diffusion. Section VIII discusses the Jaynes–Cummings excitation number and contrasts dephasing through a conserved quantity with dissipative channels that destroy it. In Sec. IX we comment on the relation with local non-conservation in wave-function-reduction models. The main conclusions are collected in Sec. X.
II Lindblad dynamics and adjoint evolution
We consider a finite-dimensional quantum system whose density matrix evolves according to a time-independent Lindblad master equation,
| (4) |
where we set . Here is the system Hamiltonian, are the Lindblad or collapse operators, and are the corresponding rates. This is the standard time-homogeneous GKSL form of a Markovian quantum master equation [8, 11, 5, 7, 16, 14].
For an observable , the expectation value is
| (5) |
Taking the time derivative and using Eq. (4), one finds
| (6) |
Using the cyclic property of the trace, this can be written as
| (7) |
where is the adjoint Lindblad generator,
| (8) |
Thus the condition for to be conserved for all states is not simply , but
| (9) |
It is useful to separate the Hamiltonian and dissipative contributions,
| (10) |
with
| (11) |
If , then is conserved in the closed system. In the open system, however,
| (12) |
Therefore the collapse operators determine whether and how the Hamiltonian conservation law is broken.
III Second moment and variance
The same formalism applies to any function of the observable. In particular, for the second moment one has
| (15) |
and therefore
| (16) |
Explicitly,
| (17) |
If , then also , and the evolution of the second moment is entirely due to the dissipative part.
The variance is
| (18) |
Taking the time derivative gives
| (19) |
Using Eqs. (7) and (16), this becomes
| (20) |
If, in particular, , then also , and Eq. (20) reduces to
| (21) |
It is useful to give this quantity a name. We shall refer to
| (22) |
as the variance-production rate of the observable . For a Hamiltonian conserved observable, , this rate is generated entirely by the dissipative part of the adjoint generator,
| (23) |
The content of Eq. (20) is therefore not the chain rule itself, but the separation between dissipative drift of the mean and dissipative production or suppression of fluctuations.
This identity is the basic tool used in the following. It shows that the loss of conservation of can manifest itself both as a drift of the mean value and as a change in the width of the distribution.
There are several possible cases. If
| (24) |
then both the expectation value and the variance of are conserved. If
| (25) |
then the mean value is generally not conserved. Finally, the case
| (26) |
would correspond to conservation of the mean value but not of the fluctuations. This distinction is useful because conservation of an expectation value does not necessarily imply conservation of the full statistics of the observable.
IV Initial values and interpretation
The formal derivatives derived above have to be interpreted together with the initial statistics of . Given an initial density matrix , one has
| (27) |
and
| (28) |
If the initial state is an eigenstate of ,
| (29) |
then
| (30) |
In this case any subsequent nonzero variance is generated dynamically by the open-system evolution.
On the other hand, if the initial state is a coherent superposition of different eigenstates of ,
| (31) |
then
| (32) |
and the variance is already nonzero unless the superposition contains only one eigenvalue of . Similarly, for a mixed initial state,
| (33) |
the initial variance contains both quantum and statistical contributions.
Thus the dynamics of a formerly conserved quantity should be described not only by whether changes, but also by whether the state starts from a sharp or broad distribution of .
V A variance-only example: momentum diffusion
The distinction between conservation of the mean and conservation of the full statistics can be illustrated by a simple diffusion model. Consider a particle with Hamiltonian
| (34) |
and take as observable
| (35) |
The Hamiltonian part conserves , since . Let the dissipative part be generated by a Lindblad operator proportional to position,
| (36) |
where . The corresponding dissipator is
| (37) |
and its adjoint action can be written in the double-commutator form
| (38) |
Such double-commutator dissipators are standard in simple models of position decoherence and momentum diffusion [10, 3].
For the first moment one has
| (39) |
and hence
| (40) |
Thus the mean momentum is conserved. However, using with ,
| (41) |
so that
| (42) |
Consequently,
| (43) |
This example realizes explicitly the case but . The dissipative dynamics produces no drift of the mean momentum, but it produces a linear growth of momentum fluctuations.
V.1 Relation with fluctuation–dissipation balance
The momentum-diffusion example also clarifies the relation between the present moment-based description and fluctuation–dissipation ideas. A generic Lindblad generator need not satisfy a fluctuation–dissipation theorem: this requires additional physical input, such as a thermal environment, a detailed-balance condition, or a prescribed thermal stationary state. Nevertheless, the quantities considered here are precisely those which enter such a balance.
In the pure diffusion model considered above, the mean momentum is conserved, while the variance grows according to
| (44) |
This represents the fluctuation-producing part of the dynamics without a compensating dissipative relaxation. In a thermal Brownian model one would also have a friction term, schematically
| (45) |
and
| (46) |
For states with , this gives
| (47) |
At equilibrium the left-hand side vanishes, so that
| (48) |
If the stationary state is thermal in the high-temperature limit, , and therefore
| (49) |
This is the usual fluctuation–dissipation balance in moment form: the same environmental coupling that produces damping also fixes the strength of the fluctuations required to reach thermal equilibrium. From this perspective, the variance-production term
| (50) |
is the natural object through which fluctuation–dissipation relations appear at the level of a chosen observable.
Thus the present formalism does not by itself imply a fluctuation–dissipation theorem for arbitrary collapse operators. However, when the Lindblad generator has a thermal origin, the equations for the first and second moments provide the direct route by which the dissipative drift and the fluctuation-producing terms are related.
VI One-qubit case: amplitude damping
As a first example, consider a two-level system with Hamiltonian
| (51) |
We take
| (52) |
Then
| (53) |
so is conserved in the closed system.
We now add a single amplitude-damping collapse operator, a standard elementary dissipative channel in open two-level systems [12],
| (54) |
We use the convention
| (55) |
Thus is the excited state and the ground state.
The adjoint dissipator acting on is
| (56) |
Since
| (57) |
one obtains
| (58) |
and
| (59) |
Therefore
| (60) |
Using
| (61) |
we get
| (62) |
Thus
| (63) |
The solution is
| (64) |
For an initially excited state,
| (65) |
this gives
| (66) |
The second moment is trivial in this case, because
| (67) |
Therefore
| (68) |
for all normalized states and at all times. Consequently,
| (69) |
For the initially excited state,
| (70) |
The variance starts from zero, becomes nonzero during the decay process, and returns to zero asymptotically as the system approaches the ground state.
This example is analytically transparent, but it is also somewhat special because . For this reason the second moment does not provide independent information. A richer example is obtained by considering a two-qubit system with a conserved excitation number.
VII Two-qubit case: conserved excitation number
We now consider two qubits with an exchange Hamiltonian,
| (71) |
Equivalently, up to conventional factors,
| (72) |
The total excitation number is
| (73) |
The operator has eigenvalues , corresponding respectively to the states
| (74) |
The Hamiltonian (71) conserves the total excitation number. Indeed, using
| (75) |
and the fact that operators acting on different qubits commute, one finds
| (76) |
Similarly,
| (77) |
Therefore
| (78) |
In the closed system,
| (79) |
We now add local (i.e., acting separately on the two qubits) amplitude-damping collapse operators,
| (80) |
with rates and . The dissipator acting on the density matrix is
| (81) |
The adjoint dissipator is
| (82) |
We first compute the evolution of the mean excitation number. Since
| (83) |
and the decay of qubit only changes , one obtains
| (84) |
Therefore
| (85) |
For equal rates,
| (86) |
this reduces to
| (87) |
Hence
| (88) |
for equal local decay rates.
The second moment is more informative. Since ,
| (89) |
The operator projects onto the doubly excited state . Equation (89) shows that this sector contributes specifically to the second moment through the term . A local decay maps into one of the one-excitation states, or , so that changes from to and changes from to . This is the origin of the contribution in the evolution equation for below.
A direct application of the adjoint dissipator gives
| (90) |
Equivalently,
| (91) |
Thus
| (92) |
For equal decay rates,
| (93) |
this becomes
| (94) |
Using Eq. (89),
| (95) |
we get
| (96) |
Together with
| (97) |
this gives a closed system of equations for the first and second moments.
The variance obeys
| (98) |
For equal rates, using the previous equations,
| (99) |
For equal rates the closed system of moment equations can be solved explicitly. Let
| (100) |
Then
| (101) |
and
| (102) |
Therefore
| (103) |
For an initial eigenstate of with eigenvalue , so that and , this reduces to
| (104) |
In particular, for the initially doubly excited state ,
| (105) |
which reaches its maximum value at .
The equal-rate assumption is essential for the closure of the moment equations in terms of and alone. For unequal rates, Eq. (85) depends separately on and . Their Hamiltonian evolution is coupled to the exchange coherence. For example, defining
| (106) |
one obtains schematically
| (107) |
together with an additional equation for . Thus, for , the population moments do not form a closed two-equation system. The equal-rate case is therefore the minimal case in which the moment dynamics of and closes analytically.
This model displays more structure than the one-qubit example. In the closed system, the Hamiltonian exchanges an excitation between the two qubits but preserves the total number . The local collapse operators, instead, connect different excitation sectors,
| (108) |
Thus the same observable that is exactly conserved by the Hamiltonian becomes a fluctuating, decaying quantity in the Lindblad dynamics.
For example, if the system is initially in the state , then
| (109) |
The subsequent dynamics generates a distribution over the sectors , and the variance becomes nonzero at intermediate times.
If instead the initial state is in the one-excitation subspace, for example
| (110) |
then
| (111) |
The exchange Hamiltonian preserves this subspace, but the local decay operators transfer population to . Therefore the variance of is again dynamically generated by the dissipative evolution.
These examples illustrate the central point: a quantity may be exactly conserved by the Hamiltonian and nevertheless acquire nontrivial statistics under Lindblad evolution. The first moment measures the dissipative drift of the quantity, while the second moment and variance measure the broadening or narrowing of its distribution.
VIII Jaynes–Cummings model: conserved and non-conserved excitation number
A standard physical example of a Hamiltonian conserved quantity is provided by the Jaynes–Cummings model [9]. In the rotating-wave approximation, the Hamiltonian of a two-level atom coupled to a single quantized mode is
| (112) |
where are the annihilation and creation operators of the field mode, while and act on the two-level atom. The interaction term describes the absorption of a photon accompanied by atomic excitation, and the emission of a photon accompanied by atomic de-excitation.
The total excitation number is
| (113) |
The Jaynes–Cummings Hamiltonian conserves ,
| (114) |
Indeed, the operator annihilates one photon and excites the atom, while creates one photon and de-excites the atom. In both processes the total number of excitations is unchanged.
This conserved quantity is closely related to the solvability of the closed Jaynes–Cummings model. The Hilbert space decomposes into invariant subspaces of fixed , each of which is two-dimensional, apart from the ground sector. This allows the model to be solved analytically. In open versions of the model, however, the fate of this conserved quantity depends on the structure of the system–environment coupling.
A useful contrast is given by a pure-dephasing coupling through the conserved quantity itself. In the exact open Jaynes–Cummings model studied by Watanabe and Nakazato [15], the reservoir interaction is mediated by . Although the general discussion above was introduced for a time-homogeneous generator, the adjoint identity extends directly to time-local generators. If
| (115) |
then for a time-independent observable one has
| (116) |
Thus the same adjoint reasoning applies also to the exact time-local master equation used in this example. The resulting reduced master equation has a dissipative term of the form
| (117) |
with time-dependent coefficients. In this case the Lindblad operator is effectively proportional to , and therefore
| (118) |
Thus the reservoir can destroy coherences between different sectors, but it does not change the statistics of itself.
The situation is different for the more usual dissipative channels of cavity photon loss and atomic spontaneous emission. These may be modeled phenomenologically by the collapse operators
| (119) |
with rates and , respectively. The dissipator is
| (120) |
Let
| (121) |
The adjoint dissipator gives
| (122) |
Therefore
| (123) |
Although is conserved by the Hamiltonian, it is not conserved by the open dynamics when photons can leak out of the cavity or the atom can decay into external modes.
The second moment is also simple to analyze. Since and commutes with ,
| (124) |
A photon-loss event changes into with rate proportional to , while an atomic decay event changes into with rate proportional to . Hence
| (125) |
Equivalently,
| (126) |
Thus
| (127) |
The variance of the total excitation number obeys
| (128) |
This example shows explicitly the distinction between Hamiltonian conservation and conservation under the full Lindblad generator. The Jaynes–Cummings Hamiltonian preserves the total excitation number, but standard dissipative processes such as cavity loss and atomic decay do not. Conversely, a reservoir coupled through itself produces dephasing without changing the first and second moments of . The same closed-system conserved quantity can therefore be either preserved or destroyed by the environment, depending on the structure of the collapse operators.
IX Relation with local conservation and wave-function reduction
The discussion above concerns observables which are conserved by the Hamiltonian part of the dynamics but not necessarily by the full Lindblad generator. Although this setting should not be confused with a fundamental model of wave-function collapse, it is useful to compare it with another context in which conservation laws may fail, namely idealized state-reduction processes [13].
In a closed Schrödinger dynamics, local charge conservation follows from the equations of motion and from the global gauge symmetry of the action. If, however, the wave function is assumed to undergo an instantaneous state reduction at time ,
| (129) |
then the usual Noether current need not be locally conserved during the reduction event. In such an idealized description one obtains a distributional source term of the form
| (130) |
This expresses the fact that the charge density changes discontinuously between the pre-reduction and post-reduction states, without the corresponding change being accounted for by the divergence of the ordinary Schrödinger current.
The Lindblad collapse operators considered in the present work have a different status. They are not assumed to represent a fundamental instantaneous collapse of the wave function, but rather define an effective Markovian evolution for the density matrix. Nevertheless, at the level of expectation values, the dissipative part of the adjoint Liouvillian plays a role analogous to a source term for the observable under consideration.
To make the analogy more explicit, consider a lattice or few-mode system with local number operators . If the Hamiltonian contains coherent hopping terms between different sites or modes, the Hamiltonian part of the evolution of can often be written in the form of a discrete continuity equation,
| (131) |
where denotes the set of sites or modes coupled to , and is the Hamiltonian-generated current operator from to , with the convention . The sum over is the lattice analogue of the divergence of a current: it is the net current leaving site due to the Hamiltonian dynamics.
When dissipative Lindblad terms are added, the same local balance becomes
| (132) |
The right-hand side is therefore an effective source or sink for the local density . If it vanishes, the local change of is entirely accounted for by Hamiltonian currents to neighbouring sites. If it does not vanish, the dissipative dynamics creates or removes occupation locally, in the same formal position as a source term in a continuity equation.
Thus the condition
| (133) |
is the Lindblad analogue of local conservation for the corresponding density.
The comparison is especially useful when considering fluctuations. In state-reduction models, event-level violations of local conservation may cancel in the statistical average, while still leaving possible signatures in fluctuations, correlations, or detector responses. The same distinction appears naturally in the Lindblad framework. Even if
| (134) |
for a certain state or ensemble, the second moment may still evolve,
| (135) |
In that case the mean value of is conserved, but its variance is not. This provides a simple open-system analogue of the distinction between statistical conservation and event-level non-conservation.
X Conclusions
We have analyzed the statistics of observables that are conserved by the Hamiltonian dynamics of a closed quantum system but not necessarily by the full Lindblad evolution. The basic point is that the Hamiltonian condition is not sufficient in an open system: conservation of the expectation value for all states requires the stronger condition . When this condition fails, the dissipative part of the adjoint Liouvillian acts as an effective source or sink for the observable.
The same adjoint formalism gives an equally simple expression for the second moment and for the variance. This is important because a dissipative process may affect not only the mean value of a formerly conserved quantity, but also the width of its distribution. Conversely, there can be situations in which a mean value is conserved for symmetry or statistical reasons while fluctuations still change, as explicitly shown by the momentum-diffusion example in Sec. V. The pair of quantities and therefore provides a minimal statistical assessment of the breaking, preservation, or statistical restoration of a conservation law.
The examples considered here illustrate this assessment in simple analytic settings. In one-qubit amplitude damping, is Hamiltonian conserved but relaxes under the dissipator, while the second moment is trivial because . The two-qubit exchange model gives a less degenerate example in which the total excitation number is conserved by the coherent exchange Hamiltonian but is depleted by local decay, with a nontrivial evolution of the second moment and variance. The Jaynes–Cummings model provides a standard quantum-optical example: its closed Hamiltonian conserves the total excitation number, but photon loss and atomic decay destroy this conservation, whereas a pure-dephasing reservoir coupled through the excitation number itself preserves the statistics of that number.
Finally, we have emphasized that the Lindblad collapse operators used in open-system master equations should not be identified with a fundamental state-reduction process. Nevertheless, the adjoint dissipator provides a natural effective source term for local observables, and this makes contact with discussions of event-level non-conservation in idealized wave-function-reduction models. This analogy is particularly useful at the level of fluctuations: even when a source vanishes in the mean, second moments and correlations may retain information about the underlying stochastic non-conservation events.
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