Numerical Methods for Quantum Spin Dynamics
- URL: http://arxiv.org/abs/2312.16232v1
- Date: Mon, 25 Dec 2023 00:35:24 GMT
- Title: Numerical Methods for Quantum Spin Dynamics
- Authors: Danny Goodacre
- Abstract summary: This report is concerned with the efficiency of numerical methods for simulating quantum spin systems.
The accuracy of existing techniques is assessed in the presence of chirped pulses.
The results of this work are implemented in the Python package MagPy to provide a better error-to-cost ratio than current approaches.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: This report is concerned with the efficiency of numerical methods for
simulating quantum spin systems, with the aim to implement an improved method
for simulation of a time-dependent Hamiltonian that displays chirped pulses at
a high frequency.
Working in the density matrix formulation of quantum systems, we study
evolution under the Liouville-von Neumann equation, presenting analysis of and
benchmarking current numerical methods. The accuracy of existing techniques is
assessed in the presence of chirped pulses.
We also discuss the Magnus expansion and detail how a truncation of it is
used to solve differential equations. The results of this work are implemented
in the Python package MagPy to provide a better error-to-cost ratio than
current approaches allow for time-dependent Hamiltonians.
Related papers
- Quantum Simulation of Nonlinear Dynamical Systems Using Repeated Measurement [42.896772730859645]
We present a quantum algorithm based on repeated measurement to solve initial-value problems for nonlinear ordinary differential equations.
We apply this approach to the classic logistic and Lorenz systems in both integrable and chaotic regimes.
arXiv Detail & Related papers (2024-10-04T18:06:12Z) - Fourier Neural Operators for Learning Dynamics in Quantum Spin Systems [77.88054335119074]
We use FNOs to model the evolution of random quantum spin systems.
We apply FNOs to a compact set of Hamiltonian observables instead of the entire $2n$ quantum wavefunction.
arXiv Detail & Related papers (2024-09-05T07:18:09Z) - Multichromatic Floquet engineering of quantum dissipation [0.0]
monochromatic driving of a quantum system is a successful technique in quantum simulations.
We show that the time coarse-grained dynamics of such a driven closed quantum system is encapsulated in an effective Master equation.
As an application, we emulate the dissipation induced by phase noise and incoherent emission/absorption processes in the bichromatic driving of a two-level system.
arXiv Detail & Related papers (2023-06-02T16:51:28Z) - Simulations of quantum dynamics with fermionic phase-space
representations using numerical matrix factorizations as stochastic gauges [0.0]
We explore the use of dynamical diffusion gauges in quantum dynamics simulations.
For the physical systems with fermionic particles considered here, the numerical evaluation of the new diffusion gauges allows us to double the practical simulation time.
This development may have far reaching consequences for future quantum dynamical simulations of many-body systems.
arXiv Detail & Related papers (2023-04-11T11:33:55Z) - Importance sampling for stochastic quantum simulations [68.8204255655161]
We introduce the qDrift protocol, which builds random product formulas by sampling from the Hamiltonian according to the coefficients.
We show that the simulation cost can be reduced while achieving the same accuracy, by considering the individual simulation cost during the sampling stage.
Results are confirmed by numerical simulations performed on a lattice nuclear effective field theory.
arXiv Detail & Related papers (2022-12-12T15:06:32Z) - Characterization and Verification of Trotterized Digital Quantum
Simulation via Hamiltonian and Liouvillian Learning [0.0]
We propose Floquet Hamiltonian learning to reconstruct the experimentally realized Floquet Hamiltonian order-by-order.
We show that our protocol provides the basis for feedback-loop design and calibration of new types of quantum gates.
arXiv Detail & Related papers (2022-03-29T18:29:01Z) - Quantum algorithms for quantum dynamics: A performance study on the
spin-boson model [68.8204255655161]
Quantum algorithms for quantum dynamics simulations are traditionally based on implementing a Trotter-approximation of the time-evolution operator.
variational quantum algorithms have become an indispensable alternative, enabling small-scale simulations on present-day hardware.
We show that, despite providing a clear reduction of quantum gate cost, the variational method in its current implementation is unlikely to lead to a quantum advantage.
arXiv Detail & Related papers (2021-08-09T18:00:05Z) - Continuous-time dynamics and error scaling of noisy highly-entangling
quantum circuits [58.720142291102135]
We simulate a noisy quantum Fourier transform processor with up to 21 qubits.
We take into account microscopic dissipative processes rather than relying on digital error models.
We show that depending on the dissipative mechanisms at play, the choice of input state has a strong impact on the performance of the quantum algorithm.
arXiv Detail & Related papers (2021-02-08T14:55:44Z) - Fast and differentiable simulation of driven quantum systems [58.720142291102135]
We introduce a semi-analytic method based on the Dyson expansion that allows us to time-evolve driven quantum systems much faster than standard numerical methods.
We show results of the optimization of a two-qubit gate using transmon qubits in the circuit QED architecture.
arXiv Detail & Related papers (2020-12-16T21:43:38Z) - Phase-Space Methods for Simulating the Dissipative Many-Body Dynamics of
Collective Spin Systems [0.0]
We describe an efficient numerical method for simulating the dynamics and steady states of collective spin systems in the presence of dephasing and decay.
We benchmark this numerical technique for known superradiant decay and spin-squeezing processes and illustrate its application for the simulation of non-equilibrium phase transitions in dissipative spin lattice models.
arXiv Detail & Related papers (2020-11-19T19:00:00Z) - Assessment of weak-coupling approximations on a driven two-level system
under dissipation [58.720142291102135]
We study a driven qubit through the numerically exact and non-perturbative method known as the Liouville-von equation with dissipation.
We propose a metric that may be used in experiments to map the regime of validity of the Lindblad equation in predicting the steady state of the driven qubit.
arXiv Detail & Related papers (2020-11-11T22:45:57Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.