#+STARTUP: content #+FILETAGS: Uni Master * Literature ** Stochastic Processes - [[id:223952d2-a9fa-4c96-b429-f05fd08644ca][Introduction to stochastic processes-lecture notes]] - [[id:80a1efbe-130e-4236-a5bc-a29dc81ea57a][Stochastic processes for physicists: understanding noisy systems]] - [[id:8559e06e-8681-4fc6-86ff-5732aefacca7][Probability and stochastic processes for physicists ||]] ** Open Systems - [[id:c2e028d9-7ba5-4bbe-8c45-b191c6001f9a][Open Quantum Systems]] by Rivas - [[id:bbcfafbe-685a-4773-9391-119230199e67][Fundamentals of quantum optics benjamin]] by Klauder ** Stochastic Unravelings - [[id:d1b1ff19-6450-48e5-96b7-cf0ba75e33d0][The quantum-state diffusion model applied to open systems]] one of the first applications - [[id:487f7392-2db2-474d-a97d-2392b8801a58][Decoherent histories and quantum state diffusion]] ** NMQSD See also [[id:0c2d1e58-7af7-411a-ace4-b6cc9e16859b][NMQSD]]. - [[id:f621ce90-bf29-4ee7-8972-618d41eb5092][The non-markovian stochastic schr\ifmmodeo\else\"o\fidinger equation for open systems]] - [[id:abb3e07e-ce6f-4ab8-bc88-f00f80196ed6][Non-Markovian Quantum State Diffusion]] - [[id:c3fc86bd-8b17-4015-b12d-b2a345da49c3][Open system dynamics with non-markovian quantum trajectories]] ** HOPS See also [[id:ddb3a3ad-c876-461d-b634-4bb5d330e25a][HOPS]]. - [[id:d98cf8bd-ec91-42a7-bea9-1d196ed42c32][Hierarchy of stochastic pure states for open quantum system dynamics]] - [[id:e5a44f45-2120-44ce-8e74-5ae247fa977e][Exact open quantum system dynamics using the hierarchy of pure states (hops)]] - [[id:66e7eaf1-24a8-4a14-826e-1f132823fa9a][Open quantum system response from the hierarchy of pure states]] ** Numerik See [[id:f8d8a28b-7ae3-425a-921e-8f472b166866][Numerics]] - [[id:f056e38e-d46b-40c5-bc69-5a14d2db2c88][Numerical Recipes]] ** Quantum Thermo see [[id:2dbc6bb9-69b5-44a6-9136-71e2f1490703][Quantum Thermodynamics]] - [[id:eb435d2d-2625-4219-ae18-224eba0fa8a4][Coherent States]] * Tasks ** DONE Implement Basic HOPS :LOGBOOK: CLOCK: [2021-10-08 Fri 08:51] CLOCK: [2021-10-07 Thu 13:38]--[2021-10-07 Thu 17:50] => 4:12 :END: - see [[file:python/experiments/stochproc/test_stoch.org][my stoch. proc experiments]] - ill use [[https://github.com/cimatosa/stocproc/tree/master/stocproc][richards]] package ** TODO Quantify Heat Transfer - not as easy as in the cite:Kato2015Aug paper - maybe heisenberg picture useful - see my notes. just calculate the time derivative of the bath energy expectation - [[file:python/billohops/test_billohops.org][my first experiments]] yield bogus numerics... - richards code makes it work - for derivations see - [[file:calca/heat_flow/nonlinear_hops.xoj][nonlinear]] - [[file:tex/energy_transfer/main.pdf][TeXed notes]] - the energy balance checks out [[id:cbc95df0-609d-4b1f-a51d-ebca7b680ec7][System + Interaction Energy]] and [[file:calca/heat_flow/hsi.xoj][my notes]] - i've generalized to multiple exponential in [[id:9ce93da8-d323-40ec-96a2-42ba184dc963][this document]] *** DONE TeX notes - done with nonlinear *** DONE verify that second hops state vanishes *** DONE Adapt New HOPS - [[file:python/energy_flow_proper/01_zero_temperature/notebook.org][Zero Temperature Checks out]] - stocproc can generate the time derivative with fft **** Finite Temperture - [[file:python/energy_flow_proper/02_finite_temperature/notebook.org][seems to work]] - except for a small drift in the integrated energy - i tried lowering the temperature, no dice - some weird canellation? *** DONE Time Derivative in stocproc - done for fft *** DONE Generalize to Nonzero Temp - in cite:RichardDiss the noise hamiltonian method is described - b.c. only on system -> calculation should go through :) - not that easy, see [[file:calca/heat_flow/thermal.xoj][notes]] - includes time derivative of stoch proc - idea: sample time derivative and integrate - not as bad as thought: no exponential form needed -> process smooth - [[file:calca/heat_flow/nonzero_t_no_time_derivative.xoj][one can get around the time derivative]] - i have implemented finite temperature [[file:python/richard_hops/energy_flow_thermal.org][here]] **** DONE Think about transform *** DONE Try to get Richards old HOPS working - code downloaded from [[https://cloudstore.zih.tu-dresden.de/index.php/s/9sdcn3FGGbDMDoj][here]] - it works see [[file:python/richard_hops/energy_flow.org][Energy Flow]] - interestingly with this model: only one aux state *** DONE Test Nonlinear hops - see [[file:python/richard_hops/energy_flow_nonlinear.org][here]] *** TODO Generalize to two Baths - bath-bath correlations -> none yet **** DONE Implement HOPSFlow for multiple baths **** DONE TeX the multibath **** DONE TeX interaction energy **** DONE Implement interaction energy for multiple baths. - plot it for tal **** TODO Test it with the two-qubit model **** TODO Initial Slip - [[file:calca/heat_flow/initial_slip_zero_int.xopp][see notes on zero interaction]] - for self adj -> apparently tempertature independent - gives good estimate of interaction energy order of magnitude -> proportional to integral of imag part of BCF -> normalizing to one is helpful: explains why ω_c has influence on coupling strength (as seen in the new trunc scheme) ***** NEXT Adjust normalization of model ***** TODO Verify that this works **** TODO Q-Trid -> how non-thermal? **** DONE Influence ω_c on initial slip and shape - see [[file:calca/heat_flow/initial_slip_zero_int.xopp][the notes]] - without non-zero system: generally enhanced flow (why?) *** TODO Analytic Verification **** Valentin's QMB Gaussian states ***** DONE One Bath - [[file:calca/heat_flow/gaussian_model.xoj][gaussian model]] (raw) and [[file:tex/gaussian_model/build/default/default.pdf][as pdf]] - [[file:python/energy_flow_proper/03_gaussian/comparison_with_hops.org][hops consistent in zero temperature]] - [[file:python/energy_flow_proper/04_gaussian_nonzero/comparison_with_hops.org][and nonzero temperature case]] ***** Two Baths - [[file:calca/heat_flow/two_ho.xopp][straight generalization]] (raw) and [[file:tex/gaussian_model/build/default/default.pdf][as pdf]] - seems to check out with [[file:python/energy_flow_proper/05_gaussian_two_baths/comparison_with_hops.org][HOPS]] - analytic solution may have numeric instabilities - ok: seems to be very susceptible to the quality of the BCF fit - got it to work :) - mistake in formula - root quality - hops truncation ****** DONE Heat Flow Numerics - sill issues with gaussflow - root precision! - fit quality - switched to fitting 2/3 where bcf is big and the rest on the tail ****** TODO Try less symmetric *** DONE figure out why means involving the stoch. process are so bad - maybe y is wrong -> no - then: not differentiable + too noisy - other term is integral and continous, converges faster? - my test with the gauss process was tupid -> no sum of exponentials - it works with proper smooth process: [[id:2872b2db-5d3d-470d-8c35-94aca6925f14][Energy Flow in the linear case with smooth correlation...]] *** DONE rivas VORTRAG - https://www.youtube.com/watch?v=5bRii85RT8s&list=PLJfdTiUFX4cNiK44-ScthZC2SNNrtUGu1&index=33; - where do i find out more about \(C^\ast\) algebras? - power \(\dot{W}(t):=\frac{d}{d t}\langle H(t)\rangle=\operatorname{Tr}\left[\dot{H}_{\mathrm{S}}(t) \rho_{\mathrm{SR}}(t)\right]=\operatorname{Tr}\left[\dot{H}_{\mathrm{S}}(t) \rho_{\mathrm{S}}(t)\right]\) - work is just the change of total energy - Definitions \(H_{\mathrm{S}}^{\circledast}(t, \beta):=-\beta^{-1} \log \left[\Lambda_{t} \mathrm{e}^{-\beta H_{\mathrm{S}}}\right]\left\{\begin{array}{l}E_{\mathrm{int}}(t):=\operatorname{Tr}\left\{\rho_{\mathrm{S}}(t)\left[H_{\mathrm{S}}^{\circledast}(t, \beta)+\beta \partial_{\beta} H_{\mathrm{S}}^{\circledast}(t, \beta)\right]\right\} \\ F(t):=\operatorname{Tr}\left\{\rho_{\mathrm{S}}(t)\left[H_{\mathrm{S}}^{\circledast}(t, \beta)+\beta^{-1} \log \rho_{\mathrm{S}}(t)\right]\right\} \\ S(t):=\operatorname{Tr}\left\{\rho_{\mathrm{S}}(t)\left[-\log \rho_{\mathrm{S}}(t)+\beta^{2} \partial_{\beta} H_{\mathrm{S}}^{\circledast}(t, \beta)\right]\right\}\end{array}\right.\) - Properties - Initial time: \(E_{\text {int }}(0):=\operatorname{Tr}\left[\rho_{\mathrm{S}}(0) H_{\mathrm{S}}\right] \quad\left(H_{\mathrm{S}}^{\circledast}(0, \beta)=H_{\mathrm{S}}\right)\) **** DONE Find Rivas Paper *** TODO Physical Implication Single Bath - how far away from thermal state - exponential decay for markov case? *** TODO Think about Higher moments *** TODO Why does the expression containing the first hier. states converging faster. ** HOLD Steady State Methods - [[file:python/energy_flow_proper/05_gaussian_two_baths/longhopsidea.org][cholesky transform]] seems to provide us with the posibility of generating tree like processes - related to fubini - may help improving steady state statistics - see cite:Pan1999May *** HOLD implement tree method *** HOLD Think about eigenstates and dividing out the hamiltonian ** TODO Applications *** TODO Prior Art - cite:Kato2015Aug two qubits, two baths - cite:Aurell2019Apr one qubit, two baths, analytical - cite:Wang2021Jan one phonon mode + qubit, two baths, analytical, weak bath int - negative thermal conductance at low coupling strenght between qubit and mode - thermal transistor with two qubits and one mode *** TODO Two Qubits **** NEXT Hamiltonian - [[file:calca/qubit_model/general_model.xopp][see notes]] - look at cite:Kato2015Aug - cite:Aurell2019Apr uses one qubit between two baths - spin boson like - cite:Hita-Perez2021Nov Effective hamiltonians for two flux qubits - simplest form $J_{xx}$ coupling - gives physical parameter ranges - cite:Hita-Perez2021Aug strong coupling of flux qubit to resonators - again derivation of effective hamiltonian - no +- couplings - cite:Wang2021Jan - $\sigma_x$ coupling to bath - cite:MacQuarrie2020Sep - zz interaction: capacitve interaction between charge qubits - cite:Andersen2017Feb strong coupling to mode -> x coupling, transmon - cite:Mezzacapo2014Jul effective transmon coupling xx - maybe dephasing coupling to minimize effects ***** General Model - lock z and y axis - coupling most general without using identities (-> without modifying local hamiltonian) - normalization of energy scales - maybe use [[id:c7a6d61e-7d0f-4504-acab-f1971f58ee20][Specht's Theorem]] to test if the hamiltonians are unitarily related. - I've used a sufficient criterion. but maybe this is not necessary in the end - [[https://github.com/vale981/two_qubit_model][implemented model generator and utilities]] - with automatic hops config generation ***** NEXT First Experiment - use z coupling to bath and modulate coupling between qubits - find good parameters for convergence - ok that worked. nothing unexpected: see [[file:python/energy_flow_proper/06_two_qubit_first_experiments/zz_xx_test.org][the notebook]] ***** TODO TeX It :P **** TODO Sweep ***** TODO Automatic Convergence Testing ***** TODO Steady State Detector ***** TODO Sweep Parameter Extremes ***** TODO Observables ****** TODO Flow Magnitude Modulation ****** Local Energy Gradient - upper limit (in suitable units) ****** Orientation ****** Level Spacing ****** Coupling ****** BCF ****** TODO Entanglement - dependence on flow and all of the above - can any state be reached? - unavoidable entanglements - cite:Xu2020Sep zz coupling breaks entanglement ****** Rectification - see cite:Micadei2019Jun for experiment - energy flow between two qubits ****** TODO "Classical states"? - cite:Aurell2019Apr -> jump processes, one bath - effective description - rate/kinetic equations *** TODO Three Bath Fridge here is the paper I had in mind when we talked about the three-bath fridge. https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.108.070604 I don't know if this scenario has been considered in a strong coupling framework. This fridge is working continuously. Maybe for HOPS a stroke-based model could be better to avoid long propagation to the steady state. Just as an example, here is an Otto-Fridge with strong coupling (I have not thou thoroughly read this paper) https://link.springer.com/article/10.1140%2Fepjs%2Fs11734-021-00094-0 - cite:Karimi2016Nov -> one HO and two resonators *** TODO Realistic Models - ask Kimmo about quantum dots - look at prof. strunzs paper again ** DONE Talk *** DONE Plan **** RESOLVED How much introduction *** DONE Figures *** DONE TeX ** HOPS Numerics *** DONE Stable Norm - see [[file:calca/hops/auto_norm.xopp][notes]] - already implemented **** DONE TeX it *** DONE Fock HOPS - see [[file:calca/hops/fock_hops.xopp][notes]] - already implemented - intesting: anti-herm part is probability decay - decay is stronger the higher the depth **** DONE TeX it **** TODO Truncation scheme - what does it mean if the norms are small? - apparently with coupling it still works - maybe dynamic truncation **** TODO TeX It ** Quantum Thermo *** How is heat flow measured? - cite:Stevens2021Sep energy change in qubit drive field conditioned on measurement outcome - cites papers with engines fueled by measurements ** TODO Writing Up *** TODO Intro *** TODO Basic Results **** Initial Slip *** TODO Analytical Comparison *** TODO Numerical Results **** TODO One Bath ***** TODO Qubit - convergence: - sample count - hierarchy depth - initial slip dependence on BCF, coupling - non hermitian coupling and nonzero temperature - estimate of interaction energy - phenomenology - consitency ***** TODO Qutrid - demonstration of non-thermal state * Brainstorm/Ideas ** test convergence properly ** Compare with Rivas Method ** classical/markov limit ** Relation between coerrelation time and hops depth ** Importance sampling for initial $z$ ** Manifold trajectories ** BEC bath as realistic model ** Temperature Probe ** Rectifier ** Motor *** Looking at what the interaction energy does: maybe even analytically. *** Thermal Operations ** Entropy Dynamics ** Effective thermal states (forget coherences) *** ASK what is eigenstate thermalization *** Preferred Basis ** Automatic definition of interaction so that interaction energy stays zero - control to generate a thermal operation - is this possible - (i think so in hops ;P) ** [[https://en.wikipedia.org/wiki/Jarzynski_equality][Jarzynksi Equality]] - related to work on the total system ** engines - cite:Santos2021Jun ** Ergotropy ** Eigenstate Temperature ** cite:Esposito2015Dec exclude definitions because not exact differential ** What happens to the interaction H in steady state ** Why does everything come to a halt except the bath? * Questions ** RESOLVED what is a kinetic equation ** ASK what is feschbach projection ** DONE Look up Michele Campisi - identify heat source first: then definition :) - entropy production positive not quite second law: not thermodynamic entropy - stricter ** DONE Landauer Principle ** DONE Logical vs. Theromdynamic Irreversibility - logical: no info is lost in computation ** RESEARCH [[id:c55b6bac-87e3-4b23-a238-c9135e3c1371][Quantum Fluctuation theorems?]]