add more ramblings about thermodynamics

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Valentin Boettcher 2022-07-01 17:02:44 +02:00
parent ff40e0249a
commit 5ff11f2363
9 changed files with 21844 additions and 30 deletions

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@ -106,3 +106,4 @@
% Thermo % Thermo
\newcommand{\ergo}[1]{\ensuremath{\mathcal{W}\qty[#1]}} \newcommand{\ergo}[1]{\ensuremath{\mathcal{W}\qty[#1]}}
\newcommand{\qrelent}[2]{\ensuremath{S\qty(#1\,\middle|\middle|\,#2)}} \newcommand{\qrelent}[2]{\ensuremath{S\qty(#1\,\middle|\middle|\,#2)}}
\newcommand{\cyc}{\ensuremath{\mathrm{cyc}}}

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@ -76,3 +76,6 @@ linkcolor=blue,
%% Minus Sign for Matplotlib %% Minus Sign for Matplotlib
\newunicodechar{}{-} \newunicodechar{}{-}
% Allow math page breaks
\allowdisplaybreaks

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