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Non-Markovian ensemble propagation

Miralem Sinanović1,2, Alessandro Ciani2, Shai Machnes3, and Frank K. Wilhelm1,2

Phys. Rev. A 112, 042212 – Published 15 October, 2025

DOI: https://doi.org/10.1103/zh52-bc4k

Abstract

Open quantum systems are ubiquitous in nature and central to quantum technologies. A common description of their dynamics is given by the celebrated Lindblad master equation, which can be generalized to the non-Markovian scenario. In this work, we introduce the non-Markovian ensemble propagation (NMEP) method, which extends the Monte Carlo wave-function (MCWF) method to the non-Markovian case in a simple and general manner. We demonstrate its accuracy and effectiveness in a selection of examples, and compare the results with either analytic expressions or direct numerical integration of the master equation.

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References (35)

  1. S. Nakajima, On quantum theory of transport phenomena: Steady diffusion, Prog. Theor. Phys. 20, 948 (1958).
  2. R. Zwanzig, Ensemble method in the theory of irreversibility, J. Chem. Phys. 33, 1338 (1960).
  3. H.-P. Breuer, B. Kappler, and F. Petruccione, Stochastic wave-function method for Non-Markovian quantum master equations, Phys. Rev. A 59, 1633 (1999).
  4. H. Krovi, O. Oreshkov, M. Ryazanov, and D. A. Lidar, Non-Markovian dynamics of a qubit coupled to an ising spin bath, Phys. Rev. A 76, 052117 (2007).
  5. Y. Tanimura and R. Kubo, Time evolution of a quantum system in contact with a nearly Gaussian-Markoffian noise bath, J. Phys. Soc. Jpn. 58, 101 (1989).
  6. G. Lindblad, On the generators of quantum dynamical semigroups, Commun. Math. Phys. 48, 119 (1976).
  7. V. Gorini, A. Kossakowski, and E. C. G. Sudarshan, Completely positive dynamical semigroups of N-level systems, J. Math. Phys. 17, 821 (1976).
  8. D. Manzano, A short introduction to the Lindblad master equation, AIP Adv. 10, 025106 (2020).
  9. H. P. Breuer and F. Petruccione, The Theory of Open Quantum Systems (Oxford University Press, Oxford, 2002).
  10. I. de Vega and D. Alonso, Dynamics of Non-Markovian open quantum systems, Rev. Mod. Phys. 89, 015001 (2017).
  11. H. J. Carmichael, An Open Systems Approach to Quantum Optics (Springer, Berlin, 1993).
  12. C. W. Gardiner, Handbook of Stochastic Methods for Physics, Chemistry and the Natural Sciences, 3rd ed., Springer Series in Synergetics, Vol. 13 (Springer, Berlin, 2004).
  13. Note that the environment can induce additional terms in the Hamiltonian, and as such, HS generally differs from the Hamiltonian when the system is uncoupled from the environment.
  14. G. Burkard, Non-Markovian qubit dynamics in the presence of 1/f noise, Phys. Rev. B 79, 125317 (2009).
  15. P. Groszkowski, A. Seif, J. Koch, and A. A. Clerk, Simple master equations for describing driven systems subject to classical Non-Markovian noise, Quantum 7, 972 (2023).
  16. H.-P. Breuer, Genuine quantum trajectories for Non-Markovian processes, Phys. Rev. A 70, 012106 (2004).
  17. M. J. W. Hall, J. D. Cresser, L. Li, and E. Andersson, Canonical form of master equations and characterization of non-Markovianity, Phys. Rev. A 89, 042120 (2014).
  18. M. J. W. Hall, Complete positivity for time-dependent qubit master equations, J. Phys. A: Math. Theor. 41, 205302 (2008).
  19. Modern algorithms bring this down to O(N2.371552) [23].
  20. K. Mølmer, Y. Castin, and J. Dalibard, Monte carlo wave-function method in quantum optics, J. Opt. Soc. Am. B 10, 524 (1993).
  21. J. Piilo, S. Maniscalco, K. Härkönen, and K.-A. Suominen, Non-Markovian quantum jumps, Phys. Rev. Lett. 100, 180402 (2008).
  22. J. Piilo, K. Härkönen, S. Maniscalco, and K.-A. Suominen, Open system dynamics with non-Markovian quantum jumps, Phys. Rev. A 79, 062112 (2009).
  23. V. V. Williams, Y. Xu, Z. Xu, and R. Zhou, New bounds for matrix multiplication: From alpha to omega, in Proceedings of the 2024 Annual ACM-SIAM Symposium on Discrete Algorithms (SODA), (ACM, New York, 2024), pp. 3792–3835.
  24. Note that, being nonlinear, Ueff is not a unitary, but we still denote it with a U since it reduces to a unitary when there is no jump process.
  25. A. J. Daley, Quantum trajectories and open many-body quantum systems, Adv. Phys. 63, 77 (2014).
  26. In our implementation we remove the phase invariance of states by forcing the first nonzero component to be a positive real number.
  27. K. Luoma, W. T. Strunz, and J. Piilo, Diffusive limit of Non-Markovian quantum jumps, Phys. Rev. Lett. 125, 150403 (2020).
  28. A. Smirne, M. Caiaffa, and J. Piilo, Rate operator unraveling for open quantum system dynamics, Phys. Rev. Lett. 124, 190402 (2020).
  29. A. V. Knyazev, Toward the optimal preconditioned eigensolver: Locally optimal block preconditioned conjugate gradient method, SIAM J. Sci. Comput. 23, 517 (2001).
  30. J. Steinbach, B. M. Garraway, and P. L. Knight, High-order unraveling of master equations for dissipative evolution, Phys. Rev. A 51, 3302 (1995).
  31. B. Gulácsi and G. Burkard, Signatures of Non-Markovianity of a superconducting qubit, Phys. Rev. B 107, 174511 (2023).
  32. E. Jaynes and F. Cummings, Comparison of quantum and semiclassical radiation theories with application to the beam maser, Proc. IEEE 51, 89 (1963).
  33. We chose a small number N of spins in the bath to ensure that the master equation is numerically stable enough for our method to be applicable.
  34. H. M. Wiseman and J. M. Gambetta, Pure-state quantum trajectories for general non-Markovian systems do not exist, Phys. Rev. Lett. 101, 140401 (2008).
  35. M. Sinanović, miralem-sinanovic/Non-Markovian-Ensemble-Propagation: Paper (Paper), Zenodo (2025), doi:https://doi.org/10.5281/zenodo.17095773.

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