Classical and quantum thermodynamics described as a system–bath model: The dimensionless minimum work principle
Abstract
We formulate a thermodynamic theory applicable to both classical and quantum systems. These systems are depicted as thermodynamic system–bath models capable of handling isothermal, isentropic, thermostatic, and entropic processes. Our approach is based on the use of a dimensionless thermodynamic potential expressed as a function of the intensive and extensive thermodynamic variables. Using the principles of dimensionless minimum work and dimensionless maximum entropy derived from quasi-static changes of external perturbations and temperature, we obtain the Massieu–Planck potentials as entropic potentials and the Helmholtz–Gibbs potentials as free energy. These potentials can be interconverted through time-dependent Legendre transformations. Our results are verified numerically for an anharmonic Brownian system described in phase space using the low-temperature quantum Fokker–Planck equations in the quantum case and the Kramers equation in the classical case, both developed for the thermodynamic system–bath model. Thus, we clarify the conditions for thermodynamics to be valid even for small systems described by Hamiltonians and establish a basis for extending thermodynamics to non-equilibrium conditions.
I Introduction
Exactly 200 years have passed since Carnot published his work on the efficiency of heat engines.[1] Thermodynamics describes macroscopic thermal phenomena in equilibrium and quasi-static processes, independently of the system dynamics. It is widely applied and has shown great success in describing thermal phenomena characterized by intensive and extensive thermodynamic properties. Massieu [2] and later Planck[3] combined the total energy with temperature and entropy to derive the entropic potentials.[4] Subsequently, the free energy was introduced by Gibbs and Helmholtz, completing the foundations of thermodynamics.[5]
Statistical mechanics, on the other hand, is a system–specific theory that describes many–body phenomena in an equilibrium state based on its microscopic statistical properties.[6] It was initiated by Boltzmann’s establishment of the equality , where is the entropy, is the number of possible microscopic states, and is the Boltzmann constant, followed by the introduction of probability distribution functions in phase space by Gibbs and Einstein, and then by the 1922 definition of partition functions as quantum discretized eigenstates.[7] It has thus been a century since statistical mechanics took its current form.
Attempts to find a relationship between thermodynamics and statistical mechanics have been successful under limited conditions for specific systems, especially quantum systems, which are the subject of quantum thermodynamics. [8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 17, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28] However, a fundamental difference exists between the theoretical foundations of statistical physics, which is based on a first-principles description of kinetic systems from a microscopic perspective, and those of thermodynamics, which relies on phenomenological description of thermal systems from a macroscopic viewpoint. For example, in quantum mechanics, observables are defined as expectation values, whereas in thermodynamics, they are described by macroscopic intensive and extensive variables. Consequently, a systematic theory based on a system–bath (SB) model that describes the relationship between thermodynamic potentials characterized as intensive and extensive variables has yet to be firmly established.
Recently, it has been shown that it is possible to evaluate the free energy on the basis of an SB model from dynamically calculated work as (i.e., the minimum work principle), where is the work defined as being done from the outside to the subsystem by time-dependent external fields under an isothermal time-irreversible process, and is the change in free energy. Thus, the free energy is evaluated as , with the system being driven quasi-statically by external fields.[26, 29] Using this definition of thermodynamic potentials, the first and second laws of thermodynamics have been verified under fully quantum conditions.[30, 31]
Note that the free energy defined by the partition function is ubiquitously referred to as the Helmholtz energy . However, in the thermodynamic sense, the free energy as a function of the external field, which is an intensive variable, should be called the “Gibbs energy,” while the minimum work principle or the Kelvin–Planck statement is typically expressed as . Since both the free energies play an essential role in the present study, hereinafter we shall use the term “Gibbs energy” to refer to what we have previously called the Helmholtz energy with reference to both our own work and that of others.
The SB model exhibits time-irreversible dynamics toward the thermal equilibrium state of the total system owing to the infinite bath degrees of freedom, while the total equilibrium state obeys a microcanonical ensemble.[32, 33, 34, 35, 36, 37] The effect of a heat bath is described by fluctuations and dissipation satisfying the fluctuation–dissipation theorem, and the system reaches a thermal equilibrium state in which the energy supplied by fluctuation and the energy lost by dissipation are balanced.[37, 38, 39, 40, 41] Note that in the theory of open quantum dynamics, fluctuations are essentially non-Markovian noise expressed in terms of Matsubara frequencies, even in the case of an Ohmic spectral distribution. Therefore, it is important to adopt a non-Markovian treatment of fluctuations to describe the correct thermal equilibrium state in which the subsystem and bath are entangled (“bathentanglement”).[38, 39] Moreover, to calculate thermodynamic variables, it is necessary to accurately evaluate the heat , which is the energy change in the heat bath, from the Hamiltonian dynamics.[27, 28] In microscopic quantum systems, it is also essential to include contributions from the SB interactions to maintain the first law of thermodynamics, which corresponds to the energy conservation law for the total system.[29, 30, 31]
Although the SB interaction part of the internal energy and heat, whether in quasi-static or non-equilibrium systems, is difficult to evaluate within the conventional framework of the open quantum dynamics theory because the bath degrees of freedom have been reduced, we can evaluate these quantities numerically by appropriate treatment of bathentanglement, such as by using multiconfigurational time-dependent Hartree (MCTDH),[42, 43] polaron transformation,[44] and other approaches.[45, 46, 47, 48, 49, 50, 51, 52] Among these, the hierarchical equations of motion (HEOM) formalism provides a stable and versatile scheme for performing numerical simulations of a wide range of problems,[41, 37, 38, 53, 54, 55, 56, 39, 40, 57, 58, 59, 60, 61] such as for spin-lattice systems,[62] the Hornstein–Hubbard model,[63] and vibrational modes of liquid water.[64, 65]
Although investigations of quantum thermodynamics have progressed with the help of experimental advances, [66, 67, 68, 69] several issues remain unclear. For example, extensive variables such as entropy and susceptibility, have been obtained from the free energy, since they satisfy Legendre transformations, but how are these defined in the SB model? What is meant by the temperature derivative of the free energy evaluated from the isothermal process described by the SB model? Are the arguments discussed in the theory of open quantum dynamics consistent with ordinary thermodynamics in the classical limit? The answers to these questions should provide a basis for extending thermodynamics, defined by quasi-static processes, to non-equilibrium processes.
In this paper, we develop a thermodynamic theory applicable to classical and quantum systems, expressed as time-dependent thermodynamic potentials as functions of extensive and intensive variables, based on the Ullersma–Caldeira–Leggett (or Brownian) model[32, 33, 34, 35, 36] extended for thermodynamic studies. Our argument is based on the dimensionless minimum work principle, which is expressed using the dimensionless (or entropic) work and entropic potentials. The results are verified by numerical simulations based on the low-temperature quantum Fokker–Planck equations (LT-QFPE)[57] and the Kramers equation in the classical limit.
The remainder of this paper is organized as follows: in Sec. II, we introduce the SB Hamiltonian for thermodynamic processes. We then define non-equilibrium enthalpy and internal energies. In Sec. III, we introduce dimensionless thermodynamic variables such as dimensionless entropy and polarization. Then, in Sec. IV, we discuss the laws of thermodynamics within the framework of the open quantum dynamics theory. Using the quasi-static values of work and heat, we introduce the dimensionless minimum work principle and maximum entropy principle. We then express the thermodynamic potentials in terms of intensive and extensive variables in total differential form. In Sec. V, to verify our results in a numerically rigorous manner, we introduce quantum and classical reduced equations of motion for thermodynamic processes and perform simulations. Finally, in Sec. VI, we present concluding remarks.
II Thermodynamic system–bath model
II.1 Model Hamiltonian
We develop a thermodynamic theory applicable to classical and quantum systems that can describe isothermal, isentropic, thermostatic, and entropic processes. To achieve this, we extend the Ullersma–Caldeira–Leggett model (or Brownian model),[32, 33, 34, 35, 36, 55, 56, 39, 37, 38, 40, 57] which consists of a subsystem A defined in phase space coupled to a heat bath B. By using this model, instead of the spin–boson model,[45, 53, 54] we can obtain the classical results by taking . The total Hamiltonian is then expressed as
(1) |
where
(2) |
with
(3) |
being the Hamiltonian for the subsystem with mass and potential described by the momentum and position , and
(4) |
is the perturbation described as as a function of the subsystem coordinate and the external field , which is a thermodynamic-intensive variable.[27, 28] In a typical example, denotes the laser field and the electric dipole moment. In laser spectroscopy, the expectation value of the dipole is an extensive variable and is observed as the polarization , where denotes the thermal average.[37]
Although the conventional SB model has been limited to the investigation of isothermal processes at a constant temperature, here we extend it to describe thermostatic processes in which the temperature varies with time by introducing multiple heat baths. Thus, we consider a situation in which independent heat baths, each in the thermal equilibrium state at the inverse temperature are connected to or disconnected from the subsystem A using the window function . The bath part of the Hamiltonian is expressed as follows:
(5) |
Here, the th bath Hamiltonian is expressed as an ensemble of harmonic oscillators and is given by
(6) |
where the momentum, position, mass, and frequency of the th bath oscillator are given by , , , and , respectively. Here, we consider the situation where the th bath is always in the thermal equilibrium state and heat is transferred to the bath only when the bath is connected to the subsystem.
The SB interaction, including the counter term, is expressed as
(7) |
where is the SB coupling coefficient of the th bath oscillator, and and are the coupling strength and the subsystem part of the th SB interaction, respectively. In the study of optical spectroscopy, describes the effects of vibrational relaxation and dephasing.[70, 64, 65] The counterterm is introduced to preserve the translational symmetry of the total Hamiltonian at and to remove the undesired self-energy divergence that occurs in the Markovian case.[32, 33, 34, 35, 36, 55, 56, 39, 37, 38, 40, 57]
The major difference when evaluating thermodynamic properties is that in the present model, the interaction term is reduced with the bath, whereas in the spin-boson model,[45, 54] it is treated separately from the bath.[28, 29, 30, 31] This makes the classical limit of the thermal equilibrium state of the time-independent subsystem [] at identical to that of the isolated subsystem as , not as , while the quantum equilibrium state is still different from the isolated one owing to the bathentanglement.[38, 39] This is a desirable feature for comparison with the conventional (classical) thermodynamic results, where the interaction is not explicitly considered.
The th bath at is characterized by a spectral distribution function (SDF) defined as
(8) |
The window function, which we call the “thermostatic field,” is, for example, defined as
(9) |
where is the step function and the time is defined as , with initial time and duration .
For a fixed temperature , [i.e., ] is the “adiabatic transition field” introduced to describe isothermal–adiabatic manipulations (e.g., the insertion/removal of an adiabatic wall or the connection/disconnection of the subsystem and bath[30, 31]).
For a fixed coupling strength , the thermostatic processes can be described by utilizing for multiple heat baths with different temperatures to set only one bath as being connected to a subsystem at a time. In this case, the bath temperature is effectively expressed as
(10) |
or the inverse temperature as , except in the adiabatic case.
II.2 Quantum fluctuation–dissipation theorem
For the th bath, if we consider the interaction coordinate of the bath modes as , the subsystem A is driven by the external force through the interaction , where is the Heisenberg representation of for . Because each bath is a harmonic that is Gaussian in nature, the character of is specified by its two-time correlation functions, such as the symmetrized and canonical correlation functions defined by[41, 37, 39, 38, 55, 56, 39, 37, 38, 40, 57]
(11) |
and
(12) |
where represents the thermal average of the th bath degree of freedom.
The function corresponds to fluctuation and is analogous to the classical correlation function , whereas corresponds to dissipation. Both are induced by the bath, and they are related through the fluctuation–dissipation theorem in Fourier form as .[41] Note that in the SB system, the fluctuation–dissipation relation is the condition to have the thermal equilibrium state, while the detailed balance condition is not satisfied under the strong or non-Markovian SB coupling conditions.[37, 38, 39, 40]
With the SDF, these are expressed as
(13) |
and
(14) |
In any situation, by choosing the SDF in a continuous form, the bath degrees of freedom become effectively infinite. The energy eigenstates of the total system then become continuous and exhibit time-irreversible dynamics toward the thermal steady state, with or without time-dependent external fields, while the total system remains an isolated Hamiltonian system that conserves energy. When , if the change in is small and is large, the total system enters a canonical distribution described as , which can be verified from the steady-state solution of the HEOM and from the solution of the imaginary HEOM[39] (also see Appendix A).
In this study, we focus on the quasi-static case and assume that the correlation time of the noise is much shorter than the characteristic time scale of the system dynamics. Thus, we consider the Ohmic case described by
(15) |
The correlation functions in Eqs. (13) and (14) are then evaluated as[57]
(16) |
and
(17) |
Note that, in this Ohmic SDF, some of the physical observables, including the mean square of the momentum, , diverge without the cutoff because of the divergence of the first and second terms in Eq. (16) under the infinite summation over , which is often referred to as ultraviolet divergence.[35, 36, 71, 72] However, because the contributions of random forces from such terms are averaged over a sufficiently short time, their effect on the dynamics of interest can be ignored by choosing a finite .[57]
We choose the coefficients and to realize the relation for finite , where the first term on the right-hand side of Eq. (16) is the classical contribution from the temperature, and the remaining terms are the quantum low-temperature (QLT) corrections.[57] It should be noted that the fluctuation term is always non-Markovian because of the quantum nature of the noise; it can be regarded as Markovian only in the high-temperature limit, , in which the heat bath exhibits a classical behavior.[37, 36] This is an important conclusion obtained from the quantum fluctuation–dissipation theorem. That is, negative non-Markov terms always appear in the Ohmic case unless a time coarse-grained Markov assumption is adopted, which is often unphysical as a description of quantum thermodynamics.[37, 38, 39, 40]
II.3 Non-equilibrium enthalpy and internal energy
In a typical thermodynamic theory, a system is characterized by thermodynamic potentials described in terms of intensive variables such as electric field and temperature , and extensive variables, such as polarization and entropy . To construct a quantum thermodynamic theory similar to thermodynamics, isothermal and isentropic (d and d) processes as well as thermostatic and entropic (d and d) processes must be investigated. However, most investigations, including traditional thermodynamics, to date have been limited to isothermal processes in which only the external field corresponding to the intensive variable is manipulated.
Although various quantum thermodynamic studies have been conducted, it has been difficult to derive thermodynamic laws involving the total derivative of temperature (d) owing to the difficulty of including thermostatic processes. Moreover, these studies have not introduced extensive variables, such as , as observables in open quantum systems, nor have they provided their Legendre transformations, which play an essential role in thermodynamics.
Here, we show that we can construct a complete description of a thermodynamic theory from work in isothermal processes () and heat in constant external field (or thermostatic) processes (). For this purpose, we introduce the expectation values of energy for each component of the Hamiltonian. From the Hamiltonian [Eqs. (2)–(4)], the total energy of the subsystem is expressed as
(18) |
where
(19) |
is the self-energy of the subsystem, which is considered “internal energy” in a quasi-static case, and
(20) |
is the interaction energy described with the optical polarization defined as
(21) |
where is the reduced density operator for the total density operator .
While is an intensive variable, is an extensive variable. This is because for distinguishable subsystems without mutual interaction, the total density operator is expressed as , and thus becomes proportional to the size of the system. Moreover, because the evaluation of requires a statistical average of the distribution function even for a single-particle system, we can evaluate it as a thermal variable.
Because and are conjugate to each other, the relation
(22) |
is regarded as a time-dependent Legendre transformation between non–equilibrium enthalpy and internal energy .
The total non-equilibrium enthalpy is now expressed as
(23) |
where is the enthalpy of the th bath, defined as
(24) |
The bath part of the energy (non-equilibrium bath enthalpy) is then expressed as
(25) |
III Dimensionless thermodynamic variables
Although the minimum work principle for an intensive variable, expressed as , provides the condition for determining the thermodynamic potential from work,[29] it does not do so for heat, which is important in determining entropy. We find that this difficulty can be overcome by introducing the dimensionless enthalpy of the subsystem, defined as . We use this to define the changes in dimensionless (or entropic) “intensive work” and “extensive heat” in time corresponding to power and heat flow, respectively, as follows:
(26) |
and
(27) |
These are interrelated by the following time-dependent Legendre transformation:
(28) |
They are then evaluated as
(29) |
and
(30) |
where is the dimensionless polarization, defined as
(31) |
In quantum thermodynamics, work has been defined using the change in an intensive variable as . In typical thermodynamics, however, work can also be defined as the change in an extensive variable as . To treat work defined as such, we further introduce the dimensionless (or entropic) “extensive work” using a time-dependent Legendre transformation of as follows:
(32) |
The fundamental difference between the present treatment and the conventional treatment of thermodynamics is that the total energy, including the heat bath, is explicitly described by the Hamiltonian. Thus, we consider the dimensionless total enthalpy expressed as
(33) |
where is the dimensionless total Hamiltonian defined as
(34) |
The relationship between dimensionless (or entropic) total work and heat is then expressed as
(35) |
where
(36) |
and
(37) |
Here, to obtain Eq. (37), we consider the case in which the subsystem is connected to only one bath at the same time and use the following identity:
(38) |
From Eq. (35), we have
(39) |
Thus, the thermal current between the subsystem and bath is conserved as
(40) |
where
(41) |
We then identify the time derivative of the dimensionless bath entropy, i.e., , with the dimensionless bath heat current as follows:
(42) |
IV The laws of thermodynamics
Quantum mechanics is a first-principles theory, and its logical structure is reasonably simple. By contrast, thermodynamics is a phenomenological theory developed on the basis of several principles and statements. In this section, we deduce thermodynamics from quantum mechanics using observables, defined as quantum mechanical expectation values, to clarify the central dogma of thermodynamics.
IV.1 First to third laws of thermodynamics
IV.1.1 First law: Energy conservation law
The key principle for energy in quantum mechanics is the energy conservation law for work, whereas in thermodynamics, energy is described not only as work but also as heat. In fact, by adding Eqs. (30) and (32), we have the first law of thermodynamics expressed as
(43) |
where
(44) |
is the dimensionless non-equilibrium internal energy also expressed as . The above-mentioned equality is the consequence of the energy conservation law expressed as the time derivative of Eq. (23) as follows:
(45) |
IV.1.2 Second law: Increasing internal energy under time-irreversible process
As an extension of the minimum work principle for work as being done from the outside to the subsystem, we consider “the dimensionless (or entropic) minimum work principle” for the total system from one equilibrium state to another, expressed as
(46) |
where is defined by Eq. (36) and represents a transition that occurs quasi-statically. The proof of the above-mentioned inequality is given in Appendixes A and B. Unlike the existing minimum work principle, this definition can treat a thermostatic process. From Eq. (39), the above-mentioned inequality can also be expressed as
(47) |
which corresponds to “the law of increasing enthalpy” under a time-irreversible process for a closed system.
When the coupling strength is fixed and the contribution of work from the SB interaction is incorporated into the system, which is the case in the present Brownian-based model, we have the equality
(48) |
and Eq. (46) reduces to
(49) |
This relation is an extension to thermostatic processes of the minimum work principle for isothermal processes, which states that thermodynamic weight is maximized in a quasi-static equilibrium state. Because not only the intensive variables and but also the extensive variables and may change independently during a non-equilibrium transition between the two equilibrium states, we can obtain the relationship for heat with the use of Eq. (28) as
(50) |
which is equivalent to “the principle of maximum entropy.” This is because, for the transition from equilibrium state 1 at time to equilibrium state 2 at , we have
(51) |
where
(52) |
is the system heat current,[28] which satisfies .
IV.1.3 Third law: Zero-temperature limit of the SB model
In the framework of open quantum dynamics theory, the third law of thermodynamics should describe the state of the subsystem in the limit of zero temperature, but anomalous behavior has been found in the spin-boson system at zero temperature.[45, 46, 43, 44, 47] Thus, entropy may not be zero even at zero temperature because of the essential role played by bathentanglement: the entropy may diverge as as the classical approximation (, where is the characteristic frequency of the subsystem) collapses in the low-temperature regime. This implies that some statements of the third law of thermodynamics, such as “the entropy of a system at absolute zero is a well-defined constant,” do not hold for quantum systems described by an SB model, whereas Nernst’s statement “it is impossible for any procedure to reach in a finite number of steps,” which is equivalent to the assertion that “thermodynamic states with do not exist” seems reasonable—although theoretically anything is possible.
IV.2 Thermodynamic potentials
IV.2.1 Massieu–Planck potentials: Entropic state representation
Quasi-static dimensionless (or entropic) work and heat are related to the (dimensionless) Massieu–Planck potentials, which are entropic thermodynamic potentials defined as Legendre transforms of entropy.[5, 2, 3, 4] Two of these functions are the Massieu and Planck potentials, introduced as dimensionless forms of the Helmholtz and Gibbs energies and defined as and , respectively. The other two are entropy–derived potentials: the dimensionless entropy and its conjugate entropy . Because these two do not seem to have previously been given names, here we refer to as the Clausius entropy (C-entropy) after Clausius, who first introduced entropy,[6] and to , associated with the partition function that manifestly includes an intensive variable, as the Boltzmann entropy (B-entropy). In the present case, we can introduce the Massieu and Planck potentials and the B-entropy as , and , respectively.
Thus, from Eqs. (49) and (55), we obtain the dimensionless (or entropic) minimum work principle for the intensive and expensive work defined as being done from the outside as
(56) |
and
(57) |
The latter inequality is a generalization of the Kelvin–Planck statement, often used as a definition of the second law of thermodynamics, for isothermal processes. From Eq. (50), we obtain
(58) |
which we call “the principle of maximum dimensionless heat generation” and which is equivalent to “the principle of maximum B-entropy.”
Qst. Potential | Differential form | Natural var. | Legendre transformation |
---|---|---|---|
Massieu | |||
Planck | |||
B-Entropy | |||
C-Entropy |
From Eqs. (28) and (32), we find that these entropic potentials are related by the following Legendre transformations:
(59) |
and
(60) |
respectively, where the quasi-equilibrium values of the potentials are evaluated from Eqs. (49), (50), and (55). From these, the C-entropy can be expressed as
(61) |
The Planck potential is convex for the inverse temperature and the external field (see Appendix C). Thus, the natural variables of the Planck potential are and , described as . From Eqs. (59)–(61), we can express the Massieu potential and the dimensionless entropies as , , and . The various relationships between the entropic potentials and intensive and extensive variables can be derived for these potentials. [5, 4] It should be noted that although we chose enthalpy as the natural variable, it is possible to choose internal energy for the description of the dimensionless thermodynamic potentials (see Appendix D).
We summarize the dimensionless thermodynamic (or entropic) potentials as functions of the natural variables in total differential form in Table 1.
IV.2.2 Helmholtz–Gibbs potentials: Energy state representation
From dimensionless thermodynamic variables, potentials are naturally expressed in the entropic representation, while the energy state representation of potentials is commonly used in thermodynamics. For convenience in numerical simulations and to facilitate extension to non-equilibrium states,[29, 30, 31] we introduce these potentials by evaluating them for the isothermal case and constant-external field (thermostatic) cases.
For fixed (isothermal case), the inequalities (49) and (55) for and reduce to
(62) |
and
(63) |
where we define the extensive work and intensive work by
(64) |
and
(65) |
We can then evaluate the two free energies as and . The inequality (62) corresponds to the Kelvin–Planck statement. From Eq. (32), these intensive and extensive works satisfy the time-dependent Legendre transformation, expressed as
(66) |
While the Planck potential is convex for the external field , the Gibbs energy is concave for , because . From Eq. (59), the Helmholtz and Gibbs energies satisfy the Legendre transformation expressed as
(67) |
Qst. potential | Differential form | Natural var. | Legendre transformation |
---|---|---|---|
Helmholtz | |||
Gibbs | |||
Internal | |||
Enthalpy |
When we fix the external field , the inequality for the dimensionless entropy reduces to
(68) |
where the system is in equilibrium at times and and we have introduced the time-integral form so that can be treated even when it has a singular point as a function of . From Appendix C, we can prove that the dimensionless entropy is concave as a function of enthalpy, expressed as
(69) |
From the total differential form of the dimensionless entropy presented in Table 1, we obtain . Thus, Eq. (69) reduces to
(70) |
which means that the heat capacity is positive, i.e., , with the use of .
For the constant-external-field process, we also have the relation (see Appendix E), expressed as
(71) |
where . Using Eq. (71) and the principle of minimum dimensionless work, we can prove that the Gibbs energy is convex for the temperature (see Appendix F). Thus, the natural variables of the Gibbs energy are the temperature and the external field , expressed as .
From Eq. (60), we obtain the Legendre transformation for the enthalpy as
(72) |
Because the Gibbs and Helmholtz energies are related by the Legendre transformation for and , the Helmholtz energy is also convex for the temperature . Thus, from Eq. (18), we obtain the Legendre transformation between the Helmholtz energy and internal energy as follows:
(73) |
From Eqs. (67), (72), and (73), the thermodynamic potentials are expressed in terms of the natural variables as , , and , respectively.
We summarize the thermodynamic potentials as functions of the natural variables in total differential form in Table 2.
Although Table 2 is similar to the well-known table of thermodynamics for the equilibrium state, we have obtained it from a dynamical approach using a quasi-static process and have not relied on calculation of the partition function. This indicates that the same results can be obtained not only theoretically but also experimentally by measuring heat and polarization in quasi-static processes.
V Numerical Demonstrations
V.1 Reduced equations of motion for thermodynamic processes
We consider the standard Brownian model described as although, if necessary, we can treat nonlinear SB coupling, which is critical for the description of molecular motion.[70, 64, 65] We then set and introduce the time-dependent potential defined as
(74) |
For the reduced density matrix element , we introduce the Wigner distribution function, which is the quantum analog of the classical distribution function in phase space, defined as
(75) |
The Wigner distribution function is a real function, in contrast to the complex density matrix: it reduces to the classical distribution function in the classical limit.
We choose the coefficients and in Eq. (16) for finite . Then, we incorporate this contribution using the HEOM formalism.[38, 57] To reduce the computational cost, we employ the Padé spectral decomposition (PSD) scheme for and to enhance computational efficiency while maintaining accuracy.[73] For time-dependent , the decomposition constant becomes a time-dependent function as .
Under quasi-static conditions, we assume that the time scale of the quantum thermal fluctuations is shorter than that of the subsystem. Thus, the SB coherence among different heat baths [e.g., the th bath and the th bath] is negligible. Under this condition, we can describe the system dynamics using a -dimensional hierarchy instead of a )-dimensional hierarchy, where is the number of heat baths.
V.1.1 Low-temperature quantum Fokker–Planck equations (LT-QFPE) for thermodynamic processes
Under the PSD scheme, the equations of motion for the Wigner function are expressed as[57]
(76) |
where is a -dimensional multi-index whose components are all non-negative integers and is the th unit vector. The multi-index represents the index of the hierarchy. Physically, the first hierarchical element, , corresponds to , and the rest of the hierarchical elements serve only to facilitate the treatment of the non-Markovian system–bath interaction that arises from the hierarchical low-temperature expansion of the noise correlation functions in terms of . In the Wigner representation, the quantum Liouvillian takes the form,[57, 74]
The operators appearing in Eq. (76) are defined as
(78) |
(79) |
(80) |
and
(81) |
Owing to the presence of low-temperature correction terms, the system and bath are entangled,[38] i.e., , where .
Because we consider the case in which the time scale of the quantum thermal fluctuations is shorter than the time scale of the subsystem , the coherence between the subsystem and different heat baths [e.g., the th and th baths] is taken into account by the time-dependent Matsubara frequencies expressed as .
V.1.2 Kramers equation for thermodynamic processes
The Wigner distribution function reduces to the classical distribution function in the limit , and hence, we can directly compare the quantum results to the classical results.[39] The classical limit of LT-QFPE is the Kramers equation expressed as[55, 56, 57, 75, 76]
where the classical Liouvillian is defined as
(83) |
The description of the Kramers equation is equivalent to that of the Langevin equation[55]
(84) |
with the Gaussian white noise defined as
(85) |
It should be noted that in the Kramers equation is a probability distribution function, whereas in the Langevin equation is a sampling trajectory and cannot be a distribution function unless the trajectories are averaged over for noise sampling.
Although it is physically impossible to change the temperature of a heat bath with infinite specific heat, Eqs. (76), (LABEL:heom_cl), and (84) take forms in which in the equations of motion derived under the thermostatic process has been replaced with . It should be noted, however, that in the non-Ohmic case, the temperature changes even on the time scale on which the noise correlations are defined. This makes it difficult to apply the fluctuation–dissipation theorem to characterize the noise, and thus, a simple replacement is not allowed.
V.1.3 Isothermal work and constant-external-field heat
We denote the solution of the reduced density elements obtained from Eq. (76) under any by , whereas that of the classical distribution function obtained from Eq. (LABEL:heom_cl) is denoted by . The polarization and enthalpy at time are evaluated as
(86) |
and
(87) |
respectively. By replacing with in the above, we can evaluate the classical results. The dimensionless heat current in Eq. (27) is expressed as
(88) |
for the quantum case and as
(89) |
for the classical case. However, we find that the accuracy of the numerical result obtained from Eqs. (88) and (89) is not sufficient because the heat current does not become zero even when the system approaches equilibrium, and the errors accumulate over a long simulation time. Thus, we calculate the dimensionless heat current using Eqs. (86) and (87) as
(90) |
From Eq. (52), the bath plus SB interaction heat is defined as
(91) |
and satisfies .
V.2 Numerical results
V.2.1 Simulation details
We perform simulations for an anharmonic potential system to demonstrate that our theory provides a practical means of computing thermodynamic variables and thermodynamic potentials for arbitrary systems. Thus, we consider a quartic anharmonic potential with external interaction described by . The potential function is expressed as
(92) |
where the harmonic and anharmonic constants are , , and .
Snapshots of the potential surface with the eigenstates and eigenenergies are shown in Fig. 1. In the isothermal process, the first excitation energy is , and so the bath temperature is considered low when and high when .
To obtain a comprehensive theory for thermodynamic potentials, not only the external field but also the temperature must be time-dependent as intensive variables. Thus, we simulate both isothermal and thermostatic processes.
We consider an isothermal process driven by a quasi-static change in that consists of (i) equilibrium, (ii) quasi-static, and (iii) equilibrium steps, defined as
(93) |
Here, the constant is the time duration parameter for the quasi-static process, and we set .
To calculate , we consider the thermostatic transition with fixed external field after isothermal evolution until time . The time profile of is set by
(94) |
where is the initial temperature. We perform the simulation for three different cases: (hot), (intermediate), and (cold).
We summarize the conditions of the numerical simulation for the above-mentioned two cases in Appendix G.
V.2.2 Results
Figure 2 shows the time profiles of and the calculated in the isothermal case []. As increases, also increases because of the conjugate relationship . In the classical case, as can be seen from the steady-state solution of the Kramers equation (LABEL:heom_cl), we have and, as in the conventional thermodynamics case, the results are independent of the SB coupling strength. In the quantum case, however, becomes smaller with a smaller SB coupling strength. This difference arises from the bathentanglement, which is described by the low-temperature correction term in the LT-QFPE. (also see Refs. 77, 78) However, as the SB coupling becomes stronger, the system approaches the Smoluchowski limit, where motion is suppressed, and the difference from the classical result becomes smaller.[57]
The change in the Gibbs energy in the isothermal process is evaluated from . Then, to examine the description of the thermodynamic relation, we compute and and compare these values to the separately calculated values of and from Eqs. (18) and (58), respectively. The results are presented in Table 3, from which it can be seen that Eqs. (125) and (127) are valid
Figure 3 presents the time profiles of and the change in entropy as a function of in the constant-external-field case . Because satisfies the conjugate relation , the variation of in time is similar to that of , while does not increase linearly with because the role of in is completely different from . At low temperatures, quantum bathentanglement becomes important, and the differences between classical and quantum results are pronounced. At high and intermediate temperatures and , on the other hand, the contribution from the Matsubara frequency terms becomes smaller, and so the quantum result almost overlaps with the classical result.
VI Conclusions
The virtue of thermodynamics lies in its ability to describe macroscopic thermal phenomena resulting from complex microscopic interactions in a system-independent manner as changes in thermodynamic potentials, which are described as interrelated intensive and extensive variables using Legendre transformations. This virtue should be preserved when we develop a quantum thermodynamic theory rather than an open quantum dynamical theory, although in either case, the theory must be specific to the SB model. Moreover, as a first-principles argument based on the SB model, the thermodynamic laws themselves should be derived within the framework of open quantum dynamical theory. Thus, in the present study, we have demonstrated the following:
-
1.
A model consisting of multiple heat baths at different temperatures (thermodynamic SB model) has been introduced to describe the thermostatic process. Work and heat have then been defined as the expectation values of the Hamiltonian system.
-
2.
Extensive variables, such as polarization and enthalpy, have been defined as physical variables that can describe not only equilibrium but also non-equilibrium processes.
-
3.
Dimensionless (or entropic) work and heat satisfy the time-dependent (non-equilibrium) Legendre transformations as extensive variables and their conjugate intensive variables.
-
4.
We evaluate the Massieu and Planck potentials using the minimum value of the dimensionless extensive and intensive work, respectively, and we evaluate the Boltzmann entropy using the maximum value of the dimensionless heat (the principles of dimensionless minimum work and dimensionless maximum entropy). Expressions for the entropic potentials in total differential form as functions of natural variables are presented in Table 1.
-
5.
These principles are a consequence of the fact that the number of energy states (thermodynamic weights) is maximized (or entropy is maximized) when the distribution of states becomes a canonical ensemble for the energy given at that instant, even if the energy of the subsystem changes with time due to temperature changes in the heat bath.
-
6.
The Gibbs and Helmholtz energies, enthalpy, and internal energy can be evaluated from entropic potentials. The expressions for these functions in total differential form as functions of natural variables are presented in Table 2.
-
7.
The first and second laws of thermodynamics also follow naturally from these arguments.
-
8.
Numerically accurate simulations in both classical and quantum cases have been performed using the reduced equations of motion developed for the thermodynamic SB model.
-
9.
The differences between the classical and quantum results can be attributed to quantum entanglement between the system and bath (i.e., bathentanglement).
The above-mentioned statements indicate that the model and formalism introduced in the present study are powerful means for accurate simulation and analysis of thermodynamic problems in both classical and quantum regimes. If the limitations due to computational cost can be removed, it will be possible to investigate the thermodynamic properties of any system as a subsystem, such as molecular liquids and proteins using the Langevin formalism as classical examples,[79] and spin-lattice[62] and superconductor systems.[63]
Finally, using the present model, the definitions of non-equilibrium intensive and extensive variables, and the reduced equations of motion, it is possible to study thermodynamic processes in a fully non-equilibrium regime. Thus, we will show in a subsequent paper that the thermodynamic relationships presented in Tables 1 and 2 can be systematically extended to the non-equilibrium regime in terms of the time-dependent intensive variables and and extensive variables and by introducing waste heat.[80]
Acknowledgments
Y. T. thanks Peter Wolynes for pointing out the relationship between the dimensionless thermodynamic potentials and the Massiue–Planck potentials. Y.T. was supported by JSPS KAKENHI (Grant No. B21H01884). S.K. acknowledges a fellowship supported by JST, the establishment of university fellowships toward the creation of science technology innovation (Grant No. JPMJFS2123). S. K. was also supported by Grant-in-Aid for JSPS Fellows (Grant No. 24KJ1373).
Author declarations
Conflict of Interest
The authors have no conflicts to disclose.
Data availability
The data that support the findings of this study are available from the corresponding author upon reasonable request.
Appendix A Dimensionless minimum work principle
To obtain the dimensionless minimum work principle for multiple-bath systems, the derivation of the Jarzynski equality is modified.[81, 29]
We assume that the subsystem is initially connected only to the first bath (), and the total density operator at time is expressed as
(95) |
where is defined in Eq. (34) and is the total partition function expressed as
(96) |
with
(97) |
and
(98) |
Under the assumption that only the th bath as being connected to the subsystem at a time , the partition function of the final state is given by
(99) |
The time evolution of the total system from to is described by the operator . We then have
(100) |
where [for ] is the partition function of the subsystem.
Let and be the eigenkets of the operators and . The right-hand side of Eq. (100) is then expressed as
(101) |
where is the population of the th state. Applying Jensen’s inequality to Eq. (101), we obtain
(102) |
Taking the logarithm of both sides of Eq. (102), we have the inequality
(103) |
where is the Planck potential.
When the th bath is connected to and disconnected from the subsystem, we have
(104) |
and
(105) |
Thus, the left-hand side of Eq. (103) reduces to
(106) |
In the case where the work due to the SB interaction is incorporated into the system. Thus, we obtain the dimensionless (or entropic) minimum work principle expressed as
(107) |
Appendix B Equality of the minimum work principle
In this appendix, we consider only the quasi-static case and omit the superscript in Eqs. (5)–(7). When is Ohmic, the spectral density is invariant under the transformation with , , and , where is a dimensionless scaling parameter.
Because the dynamics of the subsystem depend only on temperature, , , and in the quasi-static process are independent of the choice of . Therefore, we can set the parameter for later convenience without loss of generality, where is the arbitrary inverse temperature.
Using Kubo’s identity, we have[29]
(108) |
Expanding Eq. (108) in and taking the limit , we obtain
(109) |
Here, we have employed the equality,
(110) |
using the fact that is time-independent because the time-dependent terms in and cancel out. Taking the trace of the total system on both sides of Eq. (109), we obtain
(111) |
where is the partition function of the subsystem and is the bath partition function, which is time-independent. Dividing both sides of Eq. (111) by , we obtain the equality,
(112) |
where we have introduced the quasi-static Gibbs energy and the reduced density operator in the quasi-static process . Solving Eq. (112) for , we obtain
(113) |
By comparing Eq. (B) with , the entropy and polarization are evaluated in terms of the partition function as
(114) |
and
(115) |
Appendix C Convexity and concavity of thermodynamic functions
We show the convexity of the Planck potential for . For a fixed external field , consider the two equilibrium states at time and at time . Under this condition, the dimensionless minimum work principle is expressed as
(116) |
where is the Planck potential for or 2. We then apply the inequality (116) for the thermostatic process as follows:
(117) |
The left-hand side of Eq. (116) can be evaluated as . Because the system is in equilibrium at , the enthalpy is expressed in terms of its equilibrium value as . Using for Eq. (116), we obtain
(118) |
As shown in Fig. 4, the left-hand side of Eq. (118) corresponds to the tangent line of the Planck potential. The inverse temperature and are arbitrary, indicating that the Planck potential is convex with respect to .
In the same manner and from the property of the Legendre transformation, we can show the convexity and concavity of the dimensionless entropic potentials. We summarize the results in Table 4.
Potential | Symbol | Convexity and concavity | |
---|---|---|---|
Massieu | : convex | : concave | |
Planck | : convex | : convex | |
B-entropy | : concave | : convex | |
C-entropy | : concave | : concave |
Appendix D Internal energy representation
For the description of the entropic potentials, here we employ the internal energy instead of the enthalpy. From Table 1, we have
(119) |
Substituting Eq. (22) into this, the Planck potential is expressed as
(120) |
where . Applying the Legendre transformation to this, we obtain the Massieu potential and B-entropy in the internal energy representation as
(121) |
and
(122) |
where we have used and . In Eq. (122), the B-entropy is expressed in terms of extensive variables, while the value of B-entropy is unchanged. However, in the internal energy representation, we cannot obtain the C-entropy from the Legendre transformation of the B-entropy, because the sign of the second term in Eq. (122) is opposite to that presented in Table 1.
Appendix E Enthalpy and Gibbs energy as functions of and
Here, we consider the fixed-external-field process []. From the total differential form of the Planck potential presented in Table 1, we have
(123) |
Because the Gibbs energy is defined as for arbitrary , we can replace with . In this way, we can extend this definition of the Gibbs energy to the thermostatic process. Then, substituting in Eq. (123), we have
(124) |
which leads to
(125) |
Equation (124) can then be rewritten as
(126) |
and thus we have
(127) |
where we have applied the Legendre transformation in Eq. (60) to the right-hand side of Eq. (126).
Appendix F Concavity of the Gibbs energy
Here, we prove the concavity of the Gibbs energy for for a fixed external field . We then consider the transition from equilibrium state 1 to another equilibrium state 2, as given in Appendix C, where the inequality (116) holds. For the thermostatic process defined in Eq. (117), we obtain the inequality expressed as
(128) |
Then, using the equality , which we obtain from the Legendre transformation for the dimensionless B-entropy in the quasi-static (equilibrium) state 1 (i.e., ), we obtain
(129) |
Dividing both sides of Eq. (129) by , we have the inequality for the Gibbs energy as
(130) |
where we have used the definitions of the quasi-static entropy and of the quasi-static Gibbs energy . Because we have Eq. (71), Eq. (130) leads to the concavity of the Gibbs energy for the temperature.
We summarize the convexity and concavity of the thermodynamic potentials in Table 5.
Potential | Symbol | Convexity and concavity | |
---|---|---|---|
Helmholtz | : concave | : convex | |
Gibbs | : concave | : concave | |
Internal energy | : convex | : convex | |
Enthalpy | : convex | : concave |
Appendix G Numerical simulation details
The numerical calculations in Sec. V.2 were carried out to integrate Eq. (76) with Eqs. (V.1.1)–(81) in the quantum cases and Eq. (LABEL:heom_cl) with Eq. (83) in the classical cases, using a fourth-order Runge–Kutta algorithm with the predictor–corrector method incorporated into the fourth-order Adams–Bashforth method and the fourth-order Adams–Moulton method.[82] We set the time step . Uniform meshes were employed to discretize the Wigner function with mesh sizes of and in the and directions, respectively.
Other parameters for the isothermal and thermostatic processes are listed in Tables 6 and 7, respectively.
Classical | |||||
Quantum | |||||
Classical | |||||
Quantum | |||||
References
- Carnot [1824] S. Carnot, Reflexions sur la puissance motrice du feu (ChexzBachelier Libraire, Quai des Augustins, Paris, 1824).
- Massieu [1869] F. Massieu, “Sur les fonctions caractéristiques des divers fluides,” CR Acad. Sci. Paris 69, 858–862 (1869).
- Planck [1922] M. Planck, Vorlesungen uber Thermodynamik (De Gruyter, 1922).
- Planes and Vives [2002] A. Planes and E. Vives, “Entropic Formulation of Statistical Mechanics,” Journal of Statistical Physics 106, 827–850 (2002).
- Guggenheim [1986] E. A. Guggenheim, Thermodynamics: An Advanced Treatment for Chemists and Physicists (North Holland, 1986).
- Oono [2017] Y. Oono, Perspectives on Statistical Thermodynamics (Cambridge University Press, 2017).
- Darwin and Fowler [1922] C. Darwin and R. Fowler, “Xliv. on the partition of energy,” The London, Edinburgh, and Dublin Philosophical Magazine and Journal of Science 44, 450–479 (1922).
- Quan et al. [2006] H. T. Quan, Y. D. Wang, Y.-x. Liu, C. P. Sun, and F. Nori, “Maxwell’s demon assisted thermodynamic cycle in superconducting quantum circuits,” Phys. Rev. Lett. 97, 180402 (2006).
- Esposito, Harbola, and Mukamel [2009] M. Esposito, U. Harbola, and S. Mukamel, “Nonequilibrium fluctuations, fluctuation theorems, and counting statistics in quantum systems,” Rev. Mod. Phys. 81, 1665–1702 (2009).
- Campisi, Hänggi, and Talkner [2011a] M. Campisi, P. Hänggi, and P. Talkner, “Colloquium: Quantum fluctuation relations: Foundations and applications,” Rev. Mod. Phys. 83, 771–791 (2011a).
- Kosloff and Levy [2014] R. Kosloff and A. Levy, “Quantum heat engines and refrigerators: Continuous devices,” Annual Review of Physical Chemistry 65, 365–393 (2014), pMID: 24689798.
- Esposito, Ochoa, and Galperin [2015a] M. Esposito, M. A. Ochoa, and M. Galperin, “Nature of heat in strongly coupled open quantum systems,” Phys. Rev. B 92, 235440 (2015a).
- Schmidt et al. [2015] R. Schmidt, M. F. Carusela, J. P. Pekola, S. Suomela, and J. Ankerhold, “Work and heat for two-level systems in dissipative environments: Strong driving and non-Markovian dynamics,” Phys. Rev. B 91, 224303 (2015).
- Uzdin, Levy, and Kosloff [2015] R. Uzdin, A. Levy, and R. Kosloff, “Equivalence of quantum heat machines, and quantum-thermodynamic signatures,” Phys. Rev. X 5, 031044 (2015).
- Whitney [2018] R. S. Whitney, “Non-Markovian quantum thermodynamics: Laws and fluctuation theorems,” Phys. Rev. B 98, 085415 (2018).
- Quan et al. [2007] H. T. Quan, Y.-x. Liu, C. P. Sun, and F. Nori, “Quantum thermodynamic cycles and quantum heat engines,” Phys. Rev. E 76, 031105 (2007).
- Maruyama, Nori, and Vedral [2009] K. Maruyama, F. Nori, and V. Vedral, “Colloquium: The physics of maxwell’s demon and information,” Rev. Mod. Phys. 81, 1–23 (2009).
- Ono et al. [2020] K. Ono, S. N. Shevchenko, T. Mori, S. Moriyama, and F. Nori, “Analog of a quantum heat engine using a single-spin qubit,” Phys. Rev. Lett. 125, 166802 (2020).
- Campisi, Hänggi, and Talkner [2011b] M. Campisi, P. Hänggi, and P. Talkner, “Colloquium: Quantum fluctuation relations: Foundations and applications,” Rev. Mod. Phys. 83, 771–791 (2011b).
- Cangemi et al. [2020] L. M. Cangemi, V. Cataudella, G. Benenti, M. Sassetti, and G. De Filippis, “Violation of thermodynamics uncertainty relations in a periodically driven work-to-work converter from weak to strong dissipation,” Phys. Rev. B 102, 165418 (2020).
- Strasberg and Winter [2021] P. Strasberg and A. Winter, “First and second law of quantum thermodynamics: A consistent derivation based on a microscopic definition of entropy,” PRX Quantum 2, 030202 (2021).
- Cockrell and Ford [2022] C. Cockrell and I. J. Ford, “Stochastic thermodynamics in a non-markovian dynamical system,” Phys. Rev. E 105, 064124 (2022).
- Talkner and Hänggi [2020] P. Talkner and P. Hänggi, “Colloquium: Statistical mechanics and thermodynamics at strong coupling: Quantum and classical,” Rev. Mod. Phys. 92, 041002 (2020).
- Dann and Kosloff [2023] R. Dann and R. Kosloff, “Unification of the first law of quantum thermodynamics,” New Journal of Physics 25, 043019 (2023).
- Ferreri et al. [2023] A. Ferreri, V. Macrì, F. K. Wilhelm, F. Nori, and D. E. Bruschi, “Quantum field heat engine powered by phonon-photon interactions,” Phys. Rev. Res. 5, 043274 (2023).
- Sakamoto and Tanimura [2021] S. Sakamoto and Y. Tanimura, “Open quantum dynamics theory for non-equilibrium work: Hierarchical equations of motion approach,” Journal of the Physical Society of Japan 90, 033001 (2021).
- Kato and Tanimura [2015] A. Kato and Y. Tanimura, “Quantum heat transport of a two-qubit system: Interplay between system-bath coherence and qubit-qubit coherence,” The Journal of Chemical Physics 143, 064107 (2015).
- Kato and Tanimura [2016] A. Kato and Y. Tanimura, “Quantum heat current under non-perturbative and non-Markovian conditions: Applications to heat machines,” The Journal of Chemical Physics 145, 224105 (2016).
- Sakamoto and Tanimura [2020] S. Sakamoto and Y. Tanimura, “Numerically ”exact” simulations of entropy production in the fully quantum regime: Boltzmann entropy vs von Neumann entropy,” The Journal of Chemical Physics 153, 234107 (2020).
- Koyanagi and Tanimura [2022a] S. Koyanagi and Y. Tanimura, “The laws of thermodynamics for quantum dissipative systems: A quasi-equilibrium Helmholtz energy approach,” The Journal of Chemical Physics 157, 014104 (2022a).
- Koyanagi and Tanimura [2022b] S. Koyanagi and Y. Tanimura, “Numerically “exact” simulations of a quantum carnot cycle: Analysis using thermodynamic work diagrams,” The Journal of Chemical Physics 157, 084110 (2022b).
- Ullersma [1966a] P. Ullersma, “An exactly solvable model for brownian motion: I. derivation of the langevin equation,” Physica 32, 27–55 (1966a).
- Ullersma [1966b] P. Ullersma, “An exactly solvable model for brownian motion: Ii. derivation of the fokker-planck equation and the master equation,” Physica 32, 56–73 (1966b).
- Caldeira and Leggett [1983] A. Caldeira and A. Leggett, “Path integral approach to quantum brownian motion,” Physica A: Statistical Mechanics and its Applications 121, 587–616 (1983).
- Grabert, Schramm, and Ingold [1988] H. Grabert, P. Schramm, and G.-L. Ingold, “Quantum brownian motion: The functional integral approach,” Physics Reports 168, 115–207 (1988).
- Weiss [2012] U. Weiss, Quantum Dissipative Systems, 4th ed. (WORLD SCIENTIFIC, 2012).
- Tanimura [2006] Y. Tanimura, “Stochastic Liouville, Langevin, Fokker-Planck, and master equation qpproaches to quantum dissipative systems,” Journal of the Physical Society of Japan 75, 082001 (2006).
- Tanimura [2020] Y. Tanimura, “Numerically ”exact” approach to open quantum dynamics: The hierarchical equations of motion (HEOM),” The Journal of Chemical Physics 153, 020901 (2020).
- Tanimura [2015] Y. Tanimura, “Real-time and imaginary-time quantum hierarchal Fokker-Planck equations,” The Journal of Chemical Physics 142, 144110 (2015).
- Kato and Tanimura [2013] A. Kato and Y. Tanimura, “Quantum suppression of ratchet rectification in a Brownian system driven by a biharmonic force,” The Journal of Physical Chemistry B 117, 13132–13144 (2013).
- Tanimura and Kubo [1989] Y. Tanimura and R. Kubo, “Time evolution of a quantum system in contact with a nearly Gaussian-Markoffian noise bath,” Journal of the Physical Society of Japan 58, 101–114 (1989).
- Velizhanin, Wang, and Thoss [2008] K. A. Velizhanin, H. Wang, and M. Thoss, “Heat transport through model molecular junctions: A multilayer multiconfiguration time-dependent Hartree approach,” Chemical Physics Letters 460, 325–330 (2008).
- Wang and Thoss [2008] H. Wang and M. Thoss, “From coherent motion to localization: dynamics of the spin-boson model at zero temperature,” New Journal of Physics 10, 115005 (2008).
- Chin et al. [2011] A. W. Chin, J. Prior, S. F. Huelga, and M. B. Plenio, “Generalized polaron ansatz for the ground state of the sub-ohmic spin-boson model: An analytic theory of the localization transition,” Phys. Rev. Lett. 107, 160601 (2011).
- Leggett et al. [1987] A. J. Leggett, S. Chakravarty, A. T. Dorsey, M. P. A. Fisher, A. Garg, and W. Zwerger, “Dynamics of the dissipative two-state system,” Rev. Mod. Phys. 59, 1–85 (1987).
- Bulla, Tong, and Vojta [2003] R. Bulla, N.-H. Tong, and M. Vojta, “Numerical renormalization group for bosonic systems and application to the sub-ohmic spin-boson model,” Phys. Rev. Lett. 91, 170601 (2003).
- Duan et al. [2017] C. Duan, Z. Tang, J. Cao, and J. Wu, “Zero-temperature localization in a sub-ohmic spin-boson model investigated by an extended hierarchy equation of motion,” Phys. Rev. B 95, 214308 (2017).
- Anto-Sztrikacs, Nazir, and Segal [2023] N. Anto-Sztrikacs, A. Nazir, and D. Segal, “Effective-hamiltonian theory of open quantum systems at strong coupling,” PRX Quantum 4, 020307 (2023).
- Ma et al. [2012] J. Ma, Z. Sun, X. Wang, and F. Nori, “Entanglement dynamics of two qubits in a common bath,” Phys. Rev. A 85, 062323 (2012).
- Lambert et al. [2019] N. Lambert, S. Ahmed, M. Cirio, and F. Nori, “Modelling the ultra-strongly coupled spin-boson model with unphysical modes,” Nature communications 10, 1–9 (2019).
- Wiedmann, Stockburger, and Ankerhold [2021] M. Wiedmann, J. T. Stockburger, and J. Ankerhold, “Non-Markovian quantum Otto refrigerator,” Eur. Phys. J. Spec. Tops 230, 851–857 (2021).
- Esposito, Ochoa, and Galperin [2015b] M. Esposito, M. A. Ochoa, and M. Galperin, “Quantum thermodynamics: A nonequilibrium Green’s function approach,” Phys. Rev. Lett. 114, 080602 (2015b).
- Ishizaki and Tanimura [2005] A. Ishizaki and Y. Tanimura, “Quantum dynamics of system strongly coupled to low-temperature colored noise bath: Reduced hierarchy equations approach,” Journal of the Physical Society of Japan 74, 3131–3134 (2005).
- Tanimura [2014] Y. Tanimura, “Reduced hierarchical equations of motion in real and imaginary time: Correlated initial states and thermodynamic quantities,” The Journal of Chemical Physics 141, 044114 (2014).
- Tanimura and Wolynes [1991] Y. Tanimura and P. G. Wolynes, “Quantum and classical Fokker-Planck equations for a Gaussian-Markovian noise bath,” Phys. Rev. A 43, 4131–4142 (1991).
- Tanimura and Wolynes [1992] Y. Tanimura and P. G. Wolynes, “The interplay of tunneling, resonance, and dissipation in quantum barrier crossing: A numerical study,” The Journal of Chemical Physics 96, 8485–8496 (1992).
- Ikeda and Tanimura [2019] T. Ikeda and Y. Tanimura, “Low-temperature quantum Fokker-Planck and Smoluchowski equations and their extension to multistate systems,” Journal of Chemical Theory and Computation 15, 2517–2534 (2019).
- Song and Shi [2017] L. Song and Q. Shi, “Hierarchical equations of motion method applied to nonequilibrium heat transport in model molecular junctions: Transient heat current and high-order moments of the current operator,” Phys. Rev. B 95, 064308 (2017).
- Gong et al. [2022] H. Gong, Y. Wang, X. Zheng, R. Xu, and Y. Yan, “Nonequilibrium work distributions in quantum impurity system–bath mixing processes,” The Journal of Chemical Physics 157, 054109 (2022).
- Latune, Pleasance, and Petruccione [2023] C. L. Latune, G. Pleasance, and F. Petruccione, “Cyclic quantum engines enhanced by strong bath coupling,” Phys. Rev. Appl. 20, 024038 (2023).
- Boettcher et al. [2024] V. Boettcher, R. Hartmann, K. Beyer, and W. T. Strunz, “Dynamics of a strongly coupled quantum heat engine—Computing bath observables from the hierarchy of pure states,” The Journal of Chemical Physics 160, 094108 (2024).
- Nakamura and Tanimura [2018] K. Nakamura and Y. Tanimura, “Hierarchical Schrödinger equations of motion for open quantum dynamics,” Phys. Rev. A 98, 012109 (2018).
- Nakamura and Tanimura [2021] K. Nakamura and Y. Tanimura, “Optical response of laser-driven charge-transfer complex described by Holstein-Hubbard model coupled to heat baths: Hierarchical equations of motion approach,” The Journal of Chemical Physics 155, 064106 (2021).
- Takahashi and Tanimura [2023a] H. Takahashi and Y. Tanimura, “Discretized hierarchal equations of motion in mixed liouville-wigner space for two-dimensional vibrational spectroscopies of water,” The Journal of Chemical Physics 158, 044115 (2023a).
- Takahashi and Tanimura [2023b] H. Takahashi and Y. Tanimura, “Simulating two-dimensional correlation spectroscopies with third-order infrared and fifth-order infrared–Raman processes of liquid water,” The Journal of Chemical Physics 158, 124108 (2023b).
- Chang et al. [2006] C. W. Chang, A. M. Fennimore, A. Afanasiev, D. Okawa, T. Ikuno, H. Garcia, D. Li, A. Majumdar, and A. Zettl, “Isotope effect on the thermal conductivity of boron nitride nanotubes,” Phys. Rev. Lett. 97, 085901 (2006).
- Knowles, Koch, and Shelton [2018] K. E. Knowles, M. D. Koch, and J. L. Shelton, “Three applications of ultrafast transient absorption spectroscopy of semiconductor thin films: spectroelectrochemistry, microscopy, and identification of thermal contributions,” J. Mater. Chem. C 6, 11853–11867 (2018).
- Albert-Seifried and Friend [2011] S. Albert-Seifried and R. H. Friend, “Measurement of thermal modulation of optical absorption in pump-probe spectroscopy of semiconducting polymers,” Applied Physics Letters 98, 223304 (2011).
- Rao et al. [2011] A. Rao, M. W. B. Wilson, S. Albert-Seifried, R. Di Pietro, and R. H. Friend, “Photophysics of pentacene thin films: The role of exciton fission and heating effects,” Phys. Rev. B 84, 195411 (2011).
- Okumura and Tanimura [1997] K. Okumura and Y. Tanimura, “Two-time correlation functions of a harmonic system nonbilinearly coupled to a heat bath: Spontaneous Raman spectroscopy,” Phys. Rev. E 56, 2747–2750 (1997).
- Pechukas, Ankerhold, and Grabert [2000] P. Pechukas, J. Ankerhold, and H. Grabert, “Quantum smoluchowski equation,” Annalen der Physik 512, 794–803 (2000).
- Ankerhold, Pechukas, and Grabert [2001] J. Ankerhold, P. Pechukas, and H. Grabert, “Strong friction limit in quantum mechanics: The quantum smoluchowski equation,” Phys. Rev. Lett. 87, 086802 (2001).
- Hu, Xu, and Yan [2010] J. Hu, R.-X. Xu, and Y. Yan, “Communication: Padé spectrum decomposition of Fermi function and Bose function,” The Journal of Chemical Physics 133, 101106 (2010).
- Frensley [1990] W. R. Frensley, “Boundary conditions for open quantum systems driven far from equilibrium,” Rev. Mod. Phys. 62, 745–791 (1990).
- Kramers [1940] H. Kramers, “Brownian motion in a field of force and the diffusion model of chemical reactions,” Physica 7, 284–304 (1940).
- Risken and Risken [1996] H. Risken and H. Risken, Fokker-planck equation (Springer, 1996).
- Lee, Cao, and Gong [2012] C. K. Lee, J. Cao, and J. Gong, “Noncanonical statistics of a spin-boson model: Theory and exact monte carlo simulations,” Phys. Rev. E 86, 021109 (2012).
- Xu and Jianshu [2016] D. Xu and C. Jianshu, “Non-canonical distribution and non-equilibrium transport beyond weak system-bath coupling regime: A polaron transformation approach,” Frontiers of Physics 11, 110308 (2016).
- Ikeda, Ito, and Tanimura [2015] T. Ikeda, H. Ito, and Y. Tanimura, “Analysis of 2D THz-Raman spectroscopy using a non-Markovian Brownian oscillator model with nonlinear system-bath interactions,” The Journal of Chemical Physics 142, 212421 (2015).
- Koyanagi and Tanimura [2024] S. Koyanagi and Y. Tanimura, “Classical and quantum thermodynamics in non–equilibrium regime: Application to stirling engine,” (2024), arXiv:2405.17791 [cond-mat.stat-mech] .
- Tasaki [2000] H. Tasaki, “Jarzynski relations for quantum systems and some applications,” (2000), arXiv:cond-mat/0009244 [cond-mat.stat-mech] .
- Press et al. [1988] W. H. Press, W. T. Vetterling, S. A. Teukolsky, and B. P. Flannery, Numerical recipes (Cambridge University Press, 1988).