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add more ramblings about thermodynamics
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@ -106,3 +106,4 @@
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% Thermo
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% Thermo
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\newcommand{\ergo}[1]{\ensuremath{\mathcal{W}\qty[#1]}}
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\newcommand{\ergo}[1]{\ensuremath{\mathcal{W}\qty[#1]}}
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\newcommand{\qrelent}[2]{\ensuremath{S\qty(#1\,\middle|\middle|\,#2)}}
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\newcommand{\qrelent}[2]{\ensuremath{S\qty(#1\,\middle|\middle|\,#2)}}
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\newcommand{\cyc}{\ensuremath{\mathrm{cyc}}}
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@ -76,3 +76,6 @@ linkcolor=blue,
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%% Minus Sign for Matplotlib
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%% Minus Sign for Matplotlib
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\newunicodechar{−}{-}
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\newunicodechar{−}{-}
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% Allow math page breaks
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\allowdisplaybreaks
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158
src/ugly.tex
158
src/ugly.tex
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@ -574,12 +574,23 @@ shift the maximum. A binomial (or Gaussian) distribution centered at
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\(k_m\) as shown in \cref{fig:kdist} appears to be a good fit for the
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\(k_m\) as shown in \cref{fig:kdist} appears to be a good fit for the
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relevant parameter space. Such a distribution has a standard deviation
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relevant parameter space. Such a distribution has a standard deviation
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of \(n^{{1}/{4}}\) for large \(n\). The position tail of the \(k\)
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of \(n^{{1}/{4}}\) for large \(n\). The position tail of the \(k\)
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distribution thus scales like \(n^{1/2} + n^{1/4}\).
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distribution thus scales like \(n^{1/2} + n^{1/4}\). The coupling
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strength does only enter as a scale that controls which moment of
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\(H_I\) is still relevant, albeit such a discussion should rather be
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made for centered and normalized moments as they are
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dimensionless. Without an a-priori estimate of \(\ev{H_I}\) and the
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norm of the hierarchy states the above discussion has to be taken with
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a grain of salt. Such estimates may possibly be obtained from the
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estimates of the hierarchy state norms in \cref{sec:normest} and
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contain not only the coupling strength, but also the shape of the BCF.
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The result to take away is, that the expectation value of \(H_I^n\)
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depends strongly on hierarchy states of order \(\sim \sqrt{n}\).
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\begin{figure}[h]
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\begin{figure}[h]
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\centering
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\centering
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\plot{interaction_orders/k_weights}
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\plot{interaction_orders/k_weights}
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\caption{\label{fig:kdist}The normalized distribution of the coefficients in
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\caption{\label{fig:kdist}The unnormalized distribution of the coefficients in
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\cref{eq:interactionnormal} with respect to \(k\) for different
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\cref{eq:interactionnormal} with respect to \(k\) for different
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\(n\). As a particular \(k\) can appear multiple times in the sum,
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\(n\). As a particular \(k\) can appear multiple times in the sum,
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only the maximal coefficient for each \(k\) is being considered in
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only the maximal coefficient for each \(k\) is being considered in
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@ -819,6 +830,9 @@ have to lead to a reduction in efficiency\fixme{do more research on
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that.refer to simulations}, if a diagonal state is restored \footnote{Shortcuts to
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that.refer to simulations}, if a diagonal state is restored \footnote{Shortcuts to
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adiabaticity, see for example~\cite{Chen2010Feb}.}.
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adiabaticity, see for example~\cite{Chen2010Feb}.}.
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\subsection{The Ergotropy of Finite Systems Coupled to a Thermal Bath}
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\label{sec:ergoonebath}
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Let us consider models with the Hamiltonians
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Let us consider models with the Hamiltonians
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\begin{equation}
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\begin{equation}
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\label{eq:simple_bath_models}
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\label{eq:simple_bath_models}
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@ -835,7 +849,6 @@ where \(τ_β=\eu^{-β H_\bath}/Z\) and \(ρ_\sys\) is arbitrary.
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An interesting question is whether the ergotropy of such a state is
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An interesting question is whether the ergotropy of such a state is
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finite. This amounts to the formulation of the second law: ``No energy
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finite. This amounts to the formulation of the second law: ``No energy
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may be extracted from a single bath in a cyclical manner''.
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may be extracted from a single bath in a cyclical manner''.
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For systems obeying GKSL dynamics connected to a KMS state heat bath,
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For systems obeying GKSL dynamics connected to a KMS state heat bath,
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thermodynamic laws can be derived in certain situations\footnote{very
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thermodynamic laws can be derived in certain situations\footnote{very
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slow or very fast modulation of the system
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slow or very fast modulation of the system
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@ -865,19 +878,19 @@ ourselves to finite dimensional problems for now. As unitary
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transformations leave the entropy invariant
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transformations leave the entropy invariant
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(\(\tr[ρ\ln(ρ)] = \tr[ρ_P\ln(ρ_P)]\)), we have for an arbitrary
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(\(\tr[ρ\ln(ρ)] = \tr[ρ_P\ln(ρ_P)]\)), we have for an arbitrary
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\(β > 0\) and \(ρ_β=\exp(-βH)/Z\)
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\(β > 0\) and \(ρ_β=\exp(-βH)/Z\)
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\begin{equation}
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\begin{align}
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\label{eq:ergo_entro}
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\ergo{ρ} &= E(ρ) - E(ρ_P) = \tr[(ρ-ρ_P) H]\nonumber\\
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\begin{aligned}
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&= -\frac{1}{β}\tr[(ρ-ρ_P)
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\ergo{ρ} &= E(ρ) - E(ρ_P) = \tr[(ρ-ρ_P) H] = -\frac{1}{β}\tr[(ρ-ρ_P)
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\qty(\ln(ρ_β) + \ln(Z))] \nonumber\\
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\qty(\ln(ρ_β) + \ln(Z))] \\
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&= -\frac{1}{β}\tr[(ρ-ρ_P) \ln(ρ_β)] =
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&= -\frac{1}{β}\tr[(ρ-ρ_P) \ln(ρ_β)] =
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-\frac{1}{β}\tr[(ρ-ρ_P) \qty(\ln(ρ_β))]\\
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-\frac{1}{β}\tr[(ρ-ρ_P) \qty(\ln(ρ_β))]\nonumber\\
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&=\frac{1}{β}\qty[\tr[ρ(\ln(ρ) - \ln(ρ_β))] -
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&=\frac{1}{β}\qty[\tr[ρ(\ln(ρ) - \ln(ρ_β))] -
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\tr[ρ_P(\ln(ρ_p) - \ln(ρ_β))]]\\
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\tr[ρ_P(\ln(ρ_p) - \ln(ρ_β))]]\nonumber\\
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&\equiv\frac{1}{β}\qty[\qrelent{ρ}{ρ_β} - \qrelent{ρ_P}{ρ_β}],
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&\equiv\frac{1}{β}\qty[\qrelent{ρ}{ρ_β} - \qrelent{ρ_P}{ρ_β}]\label{eq:ergo_entro},
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\end{aligned}
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\end{align}
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\end{equation}
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where we have used \(\tr[ρ]=\tr[ρ_P]=1\).
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where we have used \(\tr[ρ]=\tr[ρ_P]=1\). The relative entropies
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The relative entropies
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appearing in \cref{eq:ergo_entro} are always finite, as \(ρ\) is
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appearing in \cref{eq:ergo_entro} are always finite, as \(ρ\) is
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finite-dimensional and \(ρ_β\) has full rank. As energy is minimized
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finite-dimensional and \(ρ_β\) has full rank. As energy is minimized
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by a Gibbs state when keeping the entropy fixed, we find an upper
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by a Gibbs state when keeping the entropy fixed, we find an upper
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@ -942,19 +955,11 @@ above discussion the ergotropy becomes the change of bath energy
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&\equiv\max_{U\,\text{unitary}}ΔE_\bath\leq \frac{1}{β}\qrelent{ρ}{\frac{\id_N}{N}},
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&\equiv\max_{U\,\text{unitary}}ΔE_\bath\leq \frac{1}{β}\qrelent{ρ}{\frac{\id_N}{N}},
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\end{aligned}
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\end{aligned}
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\end{equation}
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\end{equation}
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where \(N\) is the system dimension.
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where \(N\) is the system dimension. No finite amount of energy may
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therefore be extracted from the bath in a periodic manner. If it were
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Let us assume a periodically modulated Hamiltonian with
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possible to extract a constant positive amount of energy from the bath
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\(H(t+τ) = H(t)\) and that the system's reduced state
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per cycle, \cref{eq:ergo_bath_change} would be breached in finite
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\(ρ_\sys=\tr_\bath[ρ]\) reaches a limit cycle so that
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time.
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\(ρ_\sys(t+τ)=ρ_\sys(t)\) for all \(t > n_0τ\). If we further demand
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time translation symmetry for the bath energy expectation difference
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\(ΔE_{\bath,cyc}=E_\bath((n_0+n+1)τ)-E_\bath((n_0+n)τ)\) we can
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conclude that \(ΔE_{B,cyc}\geq 0\) because otherwise we could surpass
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the bound \cref{eq:ergo_bath_change} in finite time. Demanding
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(asymptotic) time translation symmetry is motivated by the finite
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correlation time of an infinite bath\footnote{See also the time
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oscillator picture in~\cite{RichardDiss}.}.
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\subsection{Explicit Ergotropy Caluclation for a Bath of Identical
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\subsection{Explicit Ergotropy Caluclation for a Bath of Identical
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@ -979,7 +984,7 @@ For a pure state \cref{eq:thermo_ergo_bound_specific} is maximal. We
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therefore choose \(ρ=\ketbra{0}\).
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therefore choose \(ρ=\ketbra{0}\).
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\subsection{Multiple Baths}
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\subsection{A bound on the Energy Change of Multiple Baths}
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As in the single bath case, some statement about the amount of energy
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As in the single bath case, some statement about the amount of energy
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that can be expected to be extracted in a cyclic manner. An argument
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that can be expected to be extracted in a cyclic manner. An argument
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based on entropy may be made for the periodic steady state as was
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based on entropy may be made for the periodic steady state as was
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@ -994,9 +999,102 @@ coupled to multiple baths under periodic driving
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\end{equation}
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\end{equation}
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Here, \(H_\sys(t)\) is the system Hamiltonian, \(H_\bath^i\) is the
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Here, \(H_\sys(t)\) is the system Hamiltonian, \(H_\bath^i\) is the
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Hamiltonian of the \(i\)-th bath and \(H_\inter^i(t)\) is the coupling
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Hamiltonian of the \(i\)-th bath and \(H_\inter^i(t)\) is the coupling
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to the same. We demand periodic driving, that is \(H(t+τ) = H(t)\) for
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to the same. Again, the bath must be treated as finite during the
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some \(τ\geq 0\).
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derivation.
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The von Neumann entropy \(S(t)=-\tr[ρ\ln ρ]\) of the global state whose
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evolution is generated by \cref{eq:katoineqsys} is
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constant. Additionally \(S\) is sub-additive meaning
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\begin{equation}
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\label{eq:subadd}
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S(t) \leq -\tr[ρ_\sys(t)\ln ρ_\sys(t)] - ∑_i\tr[ρ_{\bath^i}(t)\ln
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ρ_{\bath^i}(t)] \equiv S_\sys(t) + ∑_iS_{\bath^i}(t),
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\end{equation}
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where \(ρ_{\sys}(t)=\tr_{\bigotimes_i{\bath^i}}[ρ(t)]\) and
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\(ρ_{\bath^i}=\tr_{\sys\bigotimes_{j\neq i}{\bath^j}}[ρ(t)]\) are the
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marginal states of system and the \(i\)th bath respectively. Note that
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the marginal entropies \(S_{\sys},\,S_{\bath}\) are generally
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\emph{not} constant in time.
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This implies for \(ΔS_\sys(t)\equiv S_\sys(t) - S_\sys(0)\) and
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\(ΔS_{\bath^i}(t)\equiv S_{\bath^i}(t) - S_{\bath^i}(0)\)
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\begin{equation}
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\label{eq:deltagreat}
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ΔS_\sys(t) + ∑_i ΔS_{\bath^i}(t) \geq 0.
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\end{equation}
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The von Neumann entropy of a single bath can be expressed as
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\begin{equation}
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\label{eq:bathentro}
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\begin{aligned}
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S_{\bath^i}(t) &=-\tr[ρ_{\bath^i}(t)\ln ρ_{\bath^i}^β] -
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\qty(\tr[ρ_{\bath^i}\ln ρ_{\bath^i}(t)] -
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\tr[ρ_{\bath^i}(t)\ln ρ_{\bath^i}^β])\\
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&= β E_{\bath^i}(t) - βF_{\bath^i} - \qrelent{ρ_{\bath^i}(t)}{ρ_{\bath^i}^β},
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\end{aligned}
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\end{equation}
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where
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\(E_{\bath^i}(t)=\tr[ρ_{\bath^i}(t)H_{\bath^i}]=\tr[ρ(t)(H_{\bath^i}\otimes
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\id)]\), \(ρ_{\bath^i}^β=\exp(-β H_{\bath^i})/Z\) and
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\(F_{\bath^i}=-\ln(Z_{\bath^i})/β\) is the equilibrium free energy of
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the bath at (as yet undetermined) inverse temperature \(β\).
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The result \cref{eq:bathentro} implies
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\begin{equation}
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\label{eq:bathenergychange}
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ΔS_{\bath^i}(t) = β_i ΔE_{\bath^i}(t) -
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\qrelent{ρ_{\bath^i}(t)}{ρ_{\bath^i}^{β_i}} \leq β_i ΔE_{\bath^i}(t).
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\end{equation}
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Note that \(β_i\) is now being fixed through
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\(\qrelent{ρ_{\bath^i}(0)}{ρ_{\bath^i}^{β_i}}\Leftrightarrow
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{ρ_{\bath^i}(0)}={ρ_{\bath^i}^{β_i}}\).
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Combining \cref{eq:bathenergychange,{eq:deltagreat}} yields
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\begin{equation}
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\label{eq:bathenergyandsystementro}
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ΔS_\sys(t) + ∑_iβ_i ΔE_{\bath^i}(t) \geq 0.
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\end{equation}
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This inequality only contains quantities that can be expected to be
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finite, even in the limit of infinite baths.
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As in \cref{sec:ergoonebath} we now demand periodic driving, that is
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\(H(t+τ) = H(t)\) for some \(τ\geq 0\). \emph{Assume} that the system
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enters a periodic steady state after the time \(n_0τ\) for some
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\(n_0\in\NN\) so that \(ρ_\sys((n + n_0)τ)= ρ_\sys(n_0τ)\) for all
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\(n\in\NN\). This assumption is linked to the notion of a ``finite
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memory'' of the baths. In the same spirit, we \emph{assume} that the
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energy change of each bath
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\(ΔE_{\bath^i}^\cyc =ΔE_{\bath^i}((n+1)τ)-ΔE_{\bath^i}(nτ) =
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E_{\bath^i}((n+1)τ)-E_{\bath^i}(nτ)\) is constant once the system is
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in the periodic steady state.
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As the system entropy does not change over a cycle
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\(ΔS_\sys^\cyc ΔS_\sys(τ (n+n_0)) - ΔS_\sys(τ n_0)=S_\sys(τ (n+n_0)) - S_\sys(τ
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n_0)=0\) vanishes we have
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\begin{equation}
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\label{eq:secondlaw_cyclic}
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∑_iβ_i ΔE_{\bath^i}^\cyc \geq 0,
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\end{equation}
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as otherwise the inequality \cref{eq:bathenergyandsystementro} would
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be violated in finite time.
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If one defines heat as the energy change of the baths as is done
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in~\cite{Kato2016Dec} and substantiated, based on a microscopic
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definition of entropy, in~\cite{Strasberg2021Aug}\footnote{In this
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work, a full dynamical theory is being derived.},
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\cref{eq:secondlaw_cyclic} amounts to the Clausius form of the second
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law. This definition of heat is corroborated in~\cite{Esposito2015Dec}
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where is shown\footnote{for fermionic baths} that a definition of heat
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involving any nonzero fraction of the interaction energy will lead to
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the internal energy (as defined by the first law) not being an exact
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differential.
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In contrast to~\cite{Strasberg2021Aug}, no interpretation in terms of
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thermodynamical quantities is required for \cref{eq:secondlaw_cyclic}
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to be useful.
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Assume that the interaction Hamiltonian in \cref{eq:katoineqsys}
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vanishes periodically. In the periodic steady state the system energy
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does not change during a cycle, so the whole energy change amounts to
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the change in bath energy. In a setting with two baths
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\cref{eq:secondlaw_cyclic} implies the Carnot bound.
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% LocalWords: ergotropy
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% LocalWords: ergotropy
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