Exact analytic toolbox for quantum dynamics with tunable noise strength
- URL: http://arxiv.org/abs/2410.07321v1
- Date: Wed, 9 Oct 2024 18:00:01 GMT
- Title: Exact analytic toolbox for quantum dynamics with tunable noise strength
- Authors: Mert Okyay, Oliver Hart, Rahul Nandkishore, Aaron J. Friedman,
- Abstract summary: We introduce a framework that allows for the exact analytic treatment of quantum dynamics subject to coherent noise.
Averaging over the ensemble of ''noisy'' Hamiltonians produces an effective quantum channel.
Key advantages of our approach include the ability to access exact analytic results for any $N$ and the ability to tune to the noise-free limit.
- Score: 0.23301643766310368
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: We introduce a framework that allows for the exact analytic treatment of quantum dynamics subject to coherent noise. The noise is modeled via unitary evolution under a Hamiltonian drawn from a random-matrix ensemble for arbitrary Hilbert-space dimension $N$. While the methods we develop apply to generic such ensembles with a notion of rotation invariance, we focus largely on the Gaussian unitary ensemble (GUE). Averaging over the ensemble of ''noisy'' Hamiltonians produces an effective quantum channel, the properties of which are analytically calculable and determined by the spectral form factors of the relevant ensemble. We compute spectral form factors of the GUE exactly for any finite $N$, along with the corresponding GUE quantum channel, and its variance. Key advantages of our approach include the ability to access exact analytic results for any $N$ and the ability to tune to the noise-free limit (in contrast, e.g., to the Haar ensemble), and analytic access to moments beyond the variance. We also highlight some unusual features of the GUE channel, including the nonmonotonicity of the coefficients of various operators as a function of noise strength and the failure to saturate the Haar-random limit, even with infinite noise strength.
Related papers
- Broadband spectroscopy of quantum noise [0.7252027234425334]
We show how one can characterize the noise a quantum bath generates across a wide range of frequencies.
We leverage an exact expression for the dynamics of the probe in the presence of non-$pi$ pulses.
arXiv Detail & Related papers (2024-02-16T04:08:38Z) - Power Characterization of Noisy Quantum Kernels [52.47151453259434]
We show that noise may make quantum kernel methods to only have poor prediction capability, even when the generalization error is small.
We provide a crucial warning to employ noisy quantum kernel methods for quantum computation.
arXiv Detail & Related papers (2024-01-31T01:02:16Z) - Open-loop quantum control of small-size networks for high-order
cumulants and cross-correlations sensing [0.0]
We investigate dynamical decoupling while processing an entangling two-qubit gate based on an Ising-xx interaction.
By exploiting the properties of selected pulse sequences, we show that it is possible to extract the second-order statistics.
We discuss the applicability of these results to state-of-the-art small networks based on solid-state platforms.
arXiv Detail & Related papers (2024-01-11T09:17:34Z) - An occupation number quantum subspace expansion approach to compute the single-particle Green function: an opportunity for noise filtering [0.0]
We introduce a hybrid quantum-classical algorithm to compute the Green function for strongly correlated electrons on noisy quantum devices.
The technique allows for noise filtering, a useful feature for NISQ devices.
arXiv Detail & Related papers (2023-12-21T00:21:17Z) - Spectral chaos bounds from scaling theory of maximally efficient
quantum-dynamical scrambling [49.1574468325115]
A key conjecture about the evolution of complex quantum systems towards an ergodic steady state, known as scrambling, is that this process acquires universal features when it is most efficient.
We develop a single- parameter scaling theory for the spectral statistics in this scenario, which embodies exact self-similarity of the spectral correlations along the complete scrambling dynamics.
We establish that scaling predictions are matched by a privileged process, and serve as bounds for other dynamical scrambling scenarios, allowing one to quantify inefficient or incomplete scrambling on all timescales.
arXiv Detail & Related papers (2023-10-17T15:41:50Z) - Noisy Quantum Kernel Machines [58.09028887465797]
An emerging class of quantum learning machines is that based on the paradigm of quantum kernels.
We study how dissipation and decoherence affect their performance.
We show that decoherence and dissipation can be seen as an implicit regularization for the quantum kernel machines.
arXiv Detail & Related papers (2022-04-26T09:52:02Z) - Path integral framework for characterizing and controlling decoherence
induced by non-stationary environments on a quantum probe [0.0]
We introduce a framework to characterize non-stationary environmental fluctuations by a quantum probe.
We show physical insights for a broad subclass of non-stationary noises that are local-in-time.
arXiv Detail & Related papers (2022-03-09T21:47:16Z) - Decimation technique for open quantum systems: a case study with
driven-dissipative bosonic chains [62.997667081978825]
Unavoidable coupling of quantum systems to external degrees of freedom leads to dissipative (non-unitary) dynamics.
We introduce a method to deal with these systems based on the calculation of (dissipative) lattice Green's function.
We illustrate the power of this method with several examples of driven-dissipative bosonic chains of increasing complexity.
arXiv Detail & Related papers (2022-02-15T19:00:09Z) - Bernstein-Greene-Kruskal approach for the quantum Vlasov equation [91.3755431537592]
The one-dimensional stationary quantum Vlasov equation is analyzed using the energy as one of the dynamical variables.
In the semiclassical case where quantum tunneling effects are small, an infinite series solution is developed.
arXiv Detail & Related papers (2021-02-18T20:55:04Z) - The role of boundary conditions in quantum computations of scattering
observables [58.720142291102135]
Quantum computing may offer the opportunity to simulate strongly-interacting field theories, such as quantum chromodynamics, with physical time evolution.
As with present-day calculations, quantum computation strategies still require the restriction to a finite system size.
We quantify the volume effects for various $1+1$D Minkowski-signature quantities and show that these can be a significant source of systematic uncertainty.
arXiv Detail & Related papers (2020-07-01T17:43:11Z) - Solution to the Quantum Symmetric Simple Exclusion Process : the
Continuous Case [0.0]
We present a solution for the invariant probability measure of the one dimensional Q-SSEP in the infinite size limit.
We incidentally point out a possible interpretation of the Q-SSEP correlation functions via a surprising conneatorics and the associahedron polytopes.
arXiv Detail & Related papers (2020-06-22T13:20:40Z)
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.