Arnoldi-Lindblad time evolution: Faster-than-the-clock algorithm for the spectrum of time-independent and Floquet open quantum systems

Fabrizio Minganti1,2 and Dolf Huybrechts3,4

1Institute of Physics, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
2Center for Quantum Science and Engineering, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
3TQC, Universiteit Antwerpen, Universiteitsplein 1, B-2610 Antwerpen, Belgium
4Univ Lyon, Ens de Lyon, CNRS, Laboratoire de Physique, F-69342 Lyon, France

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The characterization of open quantum systems is a central and recurring problem for the development of quantum technologies. For time-independent systems, an (often unique) steady state describes the average physics once all the transient processes have faded out, but interesting quantum properties can emerge at intermediate timescales. Given a Lindblad master equation, these properties are encoded in the spectrum of the Liouvillian whose diagonalization, however, is a challenge even for small-size quantum systems. Here, we propose a new method to efficiently provide the Liouvillian spectral decomposition. We call this method an Arnoldi-Lindblad time evolution, because it exploits the algebraic properties of the Liouvillian superoperator to efficiently construct a basis for the Arnoldi iteration problem. The advantage of our method is double: (i) It provides a faster-than-the-clock method to efficiently obtain the steady state, meaning that it produces the steady state through time evolution shorter than needed for the system to reach stationarity. (ii) It retrieves the low-lying spectral properties of the Liouvillian with a minimal overhead, allowing to determine both which quantum properties emerge and for how long they can be observed in a system. This method is $\textit{general and model-independent}$, and lends itself to the study of large systems where the determination of the Liouvillian spectrum can be numerically demanding but the time evolution of the density matrix is still doable. Our results can be extended to time evolution with a time-dependent Liouvillian. In particular, our method works for Floquet (i.e., periodically driven) systems, where it allows not only to construct the Floquet map for the slow-decaying processes, but also to retrieve the stroboscopic steady state and the eigenspectrum of the Floquet map. Although the method can be applied to any Lindbladian evolution (spin, fermions, bosons, …), for the sake of simplicity we demonstrate the efficiency of our method on several examples of coupled bosonic resonators (as a particular example). Our method outperforms other diagonalization techniques and retrieves the Liouvillian low-lying spectrum even for system sizes for which it would be impossible to perform exact diagonalization.

Characterizing the dynamical properties of open quantum systems is a major theoretical challenge. For instance, determining how long quantum properties survive the action of dissipation is pivotal for the development of quantum technologies. Such a task can be accomplished by the diagonalization of the Liouvillian superoperator, i.e., the mathematical object encoding both the coherent and dissipative evolution of a system. The Liouvillian eigendecomposition, however, is numerically challenging, and it is common practice to investigate dynamical properties by simply integrating the corresponding equations of motion. These types of extrapolations, however, discard much of the information about the system’s evolution, and are inefficient and imprecise in many cases.

Here, we present a new algorithm that combines the efficiency of the time evolution with the precision and effectiveness of the Liouvillian diagonalization. We perform a series of consecutive short evolutions on appropriately renormalized density matrices, consistent with an Arnoldi iteration algorithm performed on the system’s dynamical map. Accordingly, we construct a reduced Liouvillian incorporating all the dynamical properties otherwise “hidden” by the complexity of the dissipative dynamics. The diagonalization of this much smaller reduced Liouvillian retrieves the long-living dynamical properties up to numerical precision and, moreover, manages to determine the long-time dynamics from a much shorter one, making it a faster-than-the-clock algorithm. Our algorithm is general and can be applied to any system described by a Lindblad master equation, including Floquet (i.e., periodically driven) ones.

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[1] Francesco Campaioli, Jared H. Cole, and Harini Hapuarachchi, "Quantum Master Equations: Tips and Tricks for Quantum Optics, Quantum Computing, and Beyond", PRX Quantum 5 2, 020202 (2024).

[2] Haggai Landa and Grégoire Misguich, "Nonlocal correlations in noisy multiqubit systems simulated using matrix product operators", SciPost Physics Core 6 2, 037 (2023).

[3] Fabrizio Minganti, Vincenzo Savona, and Alberto Biella, "Dissipative phase transitions in n-photon driven quantum nonlinear resonators", Quantum 7, 1170 (2023).

[4] Hao Chen, Yu-Min Hu, Wucheng Zhang, Michael Alexander Kurniawan, Yuelin Shao, Xueqi Chen, Abhinav Prem, and Xi Dai, "Periodically driven open quantum systems: Spectral properties and nonequilibrium steady states", Physical Review B 109 18, 184309 (2024).

[5] Aranya Bhattacharya, Pratik Nandy, Pingal Pratyush Nath, and Himanshu Sahu, "Operator growth and Krylov construction in dissipative open quantum systems", Journal of High Energy Physics 2022 12, 81 (2022).

[6] Limin Xu, "A Quantum Kinetic Monte Carlo Method For Lindblad Equation", arXiv:2306.05102, (2023).

[7] Fabrizio Minganti, Alberto Mercurio, Fabio Mauceri, Marco Scigliuzzo, Salvatore Savasta, and Vincenzo Savona, "Phonon Pumping by Modulating the Ultrastrong Vacuum", arXiv:2309.15891, (2023).

The above citations are from Crossref's cited-by service (last updated successfully 2024-06-18 06:30:39) and SAO/NASA ADS (last updated successfully 2024-06-18 06:30:40). The list may be incomplete as not all publishers provide suitable and complete citation data.