Experimental investigation of Bayesian bounds in multiparameter
estimation
- URL: http://arxiv.org/abs/2304.06405v1
- Date: Thu, 13 Apr 2023 11:11:17 GMT
- Title: Experimental investigation of Bayesian bounds in multiparameter
estimation
- Authors: Simone E. D'Aurelio, Mauro Valeri, Emanuele Polino, Valeria Cimini,
Ilaria Gianani, Marco Barbieri, Giacomo Corrielli, Andrea Crespi, Roberto
Osellame, Fabio Sciarrino, Nicol\`o Spagnolo
- Abstract summary: This article presents an evaluation of Bayesian methods for multiple phase estimation.
It is applied to experimental data generated from the output statistics of a three-arm interferometer seeded by single photons.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: Quantum parameter estimation offers solid conceptual grounds for the design
of sensors enjoying quantum advantage. This is realised not only by means of
hardware supporting and exploiting quantum properties, but data analysis has
its impact and relevance, too. In this respect, Bayesian methods have emerged
as an effective and elegant solution, with the perk of incorporating naturally
the availability of a priori information. In this article we present an
evaluation of Bayesian methods for multiple phase estimation, assessed based on
bounds that work beyond the usual limit of large samples assumed in parameter
estimation. Importantly, such methods are applied to experimental data
generated from the output statistics of a three-arm interferometer seeded by
single photons. Our studies provide a blueprint for a more comprehensive data
analysis in quantum metrology.
Related papers
- Benchmarking Bayesian quantum estimation [0.0]
This work focuses on the benchmarking of protocols implementing Bayesian estimations.
By comparing different figures of merits, evidence is provided in favor of using the median of the quadratic error in the estimations.
These results find natural applications to practical problems within the quantum estimation framework.
arXiv Detail & Related papers (2024-01-26T14:29:31Z) - Fisher information susceptibility for multiparameter quantum estimation [0.23436632098950458]
Noise affects the performance of quantum technologies, hence the importance of elaborating operative figures of merit.
In quantum metrology, the introduction of the Fisher information measurement noise susceptibility now allows to quantify the robustness of measurement.
We provide its mathematical definition in the form of a semidefinite program.
arXiv Detail & Related papers (2023-12-04T16:54:01Z) - Parameter estimation by learning quantum correlations in continuous
photon-counting data using neural networks [0.21990652930491852]
We present an inference method utilizing artificial neural networks for parameter estimation of a quantum probe monitored through a single measurement.
We benchmark the precision of this method against Bayesian inference, which is optimal in the sense of information retrieval.
This approach offers a promising and computationally efficient tool for quantum parameter estimation with photon-counting data, relevant for applications such as quantum sensing or quantum imaging.
arXiv Detail & Related papers (2023-10-03T18:00:02Z) - Simulating Gaussian boson sampling quantum computers [68.8204255655161]
We briefly review recent theoretical methods to simulate experimental Gaussian boson sampling networks.
We focus mostly on methods that use phase-space representations of quantum mechanics.
A brief overview of the theory of GBS, recent experiments and other types of methods are also presented.
arXiv Detail & Related papers (2023-08-02T02:03:31Z) - 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) - Entanglement quasidistributions for Bell-state measurements [0.0]
We explore the notion of entanglement for detection devices in theory and experiment.
A method is devised that allows one to determine nonlocal quantum coherence of positive operator-valued measures.
We describe the reconstruction of the aforementioned entanglement quasidistributions from raw data and compare the resulting negativities with the expected from theory.
arXiv Detail & Related papers (2022-09-13T18:00:19Z) - Analytical techniques in single and multi-parameter quantum estimation
theory: a focused review [0.0]
This review provides techniques on the analytical calculation of the quantum Fisher information as well as the quantum Fisher information matrix.
It provides a mathematical transition from classical to quantum estimation theory applied to many freedom quantum systems.
arXiv Detail & Related papers (2022-04-29T17:29:45Z) - Dual-Frequency Quantum Phase Estimation Mitigates the Spectral Leakage
of Quantum Algorithms [76.15799379604898]
Quantum phase estimation suffers from spectral leakage when the reciprocal of the record length is not an integer multiple of the unknown phase.
We propose a dual-frequency estimator, which approaches the Cramer-Rao bound, when multiple samples are available.
arXiv Detail & Related papers (2022-01-23T17:20:34Z) - Leveraging Global Parameters for Flow-based Neural Posterior Estimation [90.21090932619695]
Inferring the parameters of a model based on experimental observations is central to the scientific method.
A particularly challenging setting is when the model is strongly indeterminate, i.e., when distinct sets of parameters yield identical observations.
We present a method for cracking such indeterminacy by exploiting additional information conveyed by an auxiliary set of observations sharing global parameters.
arXiv Detail & Related papers (2021-02-12T12:23:13Z) - In and out of equilibrium quantum metrology with mean-field quantum
criticality [68.8204255655161]
We study the influence that collective transition phenomena have on quantum metrological protocols.
The single spherical quantum spin (SQS) serves as stereotypical toy model that allows analytical insights on a mean-field level.
arXiv Detail & Related papers (2020-01-09T19:20:42Z) - Direct estimation of quantum coherence by collective measurements [54.97898890263183]
We introduce a collective measurement scheme for estimating the amount of coherence in quantum states.
Our scheme outperforms other estimation methods based on tomography or adaptive measurements.
We show that our method is accessible with today's technology by implementing it experimentally with photons.
arXiv Detail & Related papers (2020-01-06T03:50:42Z)
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.