Theory Notes¶
Short derivations and conventions behind the solvers, so the numerics can be checked against the physics. Throughout, \(H\) is the system Hamiltonian, \(\{C_k\}\) are collapse operators, and \(\rho\) is the density matrix.
Lindblad Dynamics¶
For a Markovian bath, the state obeys the Lindblad master equation
mesolve integrates this equation with an adaptive Runge-Kutta scheme
(Tsit5) or, for time-independent problems, with a Krylov-subspace
exponential of the Liouvillian. The Liouvillian is assembled in the
column-stacked vectorization convention,
which is the same convention used by openquantumsim.lindblad_superoperator()
and openquantumsim.apply_superoperator().
Monte Carlo Wave Function¶
mcsolve samples the standard MCWF (quantum-jump) unraveling: between jumps
the state evolves under the effective non-Hermitian Hamiltonian
\(H_\text{eff} = H - \tfrac{i}{2}\sum_k C_k^\dagger C_k\), and jumps occur
with probabilities determined by the collapse operators. Averaging over
independent trajectories reproduces the Lindblad master equation in the limit
of many trajectories; the reported standard error is the standard error of the
mean over trajectories.
Bloch-Redfield Equation¶
For weak system-bath coupling, brmesolve derives a Redfield tensor from the
bath spectra and then applies the secular approximation: system transitions are
grouped by Bohr frequency
\(\omega_{mn} = E_m - E_n\), and only terms oscillating at equal frequency
are kept. With \(A(\omega)\) collecting the matrix elements of a coupling
operator between states whose energy difference is \(\omega\), each channel
contributes
where \(\gamma(\omega)\) is the user-supplied spectrum. Because \(A(\omega)\) partitions \(A\), a constant spectrum \(\gamma(\omega) = g\) is exactly equivalent to a Lindblad collapse operator \(\sqrt{g}\,A\) — the sanity check used in the test suite. Decay (emission) channels sit at \(\omega < 0\); a zero-temperature bath therefore assigns weight only to negative frequencies.
Quantum Regression Theorem¶
Two-time correlations \(\langle A(\tau) B(0)\rangle\) are computed with
the quantum regression theorem: the state is evolved to \(t=0\), then the
operator product \(B\rho(0) B^\dagger\) (with the regression construction
applied to each collapse operator) is propagated with the same Liouvillian as
the state itself. spectrum_2op_1t transforms the sampled correlation with a
discrete Fourier transform, so the result is the discrete-time spectrum of the
sampled function rather than its continuum limit.
Secular Approximation and Degeneracies¶
The secular approximation is exact for nondegenerate transition frequencies and
an approximation otherwise. When several transitions share a Bohr frequency,
brmesolve groups them into a single channel, which makes the generator
time-independent in the eigenbasis; the grouping is basis-independent for
nondegenerate gaps, and users with (near-)degenerate spectra should compare
against openquantumsim.mesolve() for their parameter regime.