A Precisão da Metrologia Quântica: Limite de Cramér-Rao, Informação de Fisher e possíveis Aplicações Tecnológicas
- URL: http://arxiv.org/abs/2411.17797v1
- Date: Tue, 26 Nov 2024 18:01:06 GMT
- Title: A Precisão da Metrologia Quântica: Limite de Cramér-Rao, Informação de Fisher e possíveis Aplicações Tecnológicas
- Authors: Leonardo A. M. Souza,
- Abstract summary: This paper explores as didactically as possible the fundamental principles of both classical and quantum metrology.<n>We focus on the Cram'er-Rao Bound and how it defines the maximum precision in parameter estimation.<n>We discuss how quantum states can surpass classical limits, providing much greater precision.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: This paper explores as didactically as possible the fundamental principles of both classical and quantum metrology, focusing on the Cram\'er-Rao Bound and how it defines the maximum precision in parameter estimation, taking into account noise and the information extracted from the data. We also conduct a detailed study of Fisher Information (both classical and quantum), showing the physical significance of this important figure of merit in metrology. We further discuss how quantum states can surpass classical limits, providing much greater precision. Examples of technological applications include the development of quantum sensors, quantum thermometers, and phase parameter estimation. Finally, we review our results on the estimation of the unknown compression parameter applied to a mode of a quantum Gaussian state.
Related papers
- Towards Heisenberg limit without critical slowing down via quantum reinforcement learning [24.980216976860866]
We propose a quantum reinforcement learning (QRL)-enhanced critical sensing protocol for quantum many-body systems.
We show that QRL-learned sequences reach the finite quantum speed limit and generalize effectively across systems of arbitrary size.
Our study highlights the efficacy of QRL in enabling precise quantum state preparation, thereby advancing scalable, high-accuracy quantum critical sensing.
arXiv Detail & Related papers (2025-03-04T02:42:27Z) - Quantum metrology with a continuous-variable system [0.0]
We discuss precision limits and optimal strategies in quantum metrology and sensing with a single mode of quantum continuous variables.
We summarize some of the main experimental achievements and present emerging platforms for continuous-variable sensing.
arXiv Detail & Related papers (2024-11-06T18:57:07Z) - Exploring quantum localization with machine learning [39.58317527488534]
We introduce an efficient neural network (NN) architecture for classifying wave functions in terms of their localization.
Our approach integrates a versatile quantum phase space parametrization leading to a custom 'quantum' NN, with the pattern recognition capabilities of a modified convolutional model.
arXiv Detail & Related papers (2024-06-01T08:50:26Z) - Ground state-based quantum feature maps [17.857341127079305]
We introduce a quantum data embedding protocol based on the preparation of a ground state of a parameterized Hamiltonian.
We show that ground state embeddings can be described effectively by a spectrum with degree that grows rapidly with the number of qubits.
arXiv Detail & Related papers (2024-04-10T17:17:05Z) - Neural auto-designer for enhanced quantum kernels [59.616404192966016]
We present a data-driven approach that automates the design of problem-specific quantum feature maps.
Our work highlights the substantial role of deep learning in advancing quantum machine learning.
arXiv Detail & Related papers (2024-01-20T03:11:59Z) - Combining critical and quantum metrology [0.0]
We introduce an approach combining two methodologies into a unified protocol applicable to closed and driven-dissipative systems.
We provide analytical expressions for the quantum and classical Fisher information in such a setup, elucidating as well a straightforward measurement approach.
We showcase these results by focusing on the squeezing Hamiltonian, which characterizes the thermodynamic limit of Dicke and Lipkin-Meshkov-Glick Hamiltonians.
arXiv Detail & Related papers (2023-11-28T04:21:39Z) - Non-asymptotic Approximation Error Bounds of Parameterized Quantum Circuits [16.460585387762478]
ized quantum circuits (PQCs) have emerged as a promising approach for quantum neural networks.
This paper investigates the expressivity of PQCs for approximating general function classes.
We establish the first non-asymptotic approximation error bounds for these functions in terms of the number of qubits, quantum circuit depth, and number of trainable parameters.
arXiv Detail & Related papers (2023-10-11T14:29:11Z) - Quantification of Entanglement and Coherence with Purity Detection [16.01598003770752]
Entanglement and coherence are fundamental properties of quantum systems, promising to power near future quantum technologies.
Here, we demonstrate quantitative bounds to operationally useful entanglement and coherence.
Our research offers an efficient means of verifying large-scale quantum information processing.
arXiv Detail & Related papers (2023-08-14T11:03:40Z) - Quantum data learning for quantum simulations in high-energy physics [55.41644538483948]
We explore the applicability of quantum-data learning to practical problems in high-energy physics.
We make use of ansatz based on quantum convolutional neural networks and numerically show that it is capable of recognizing quantum phases of ground states.
The observation of non-trivial learning properties demonstrated in these benchmarks will motivate further exploration of the quantum-data learning architecture in high-energy physics.
arXiv Detail & Related papers (2023-06-29T18:00:01Z) - Variational Quantum Metrology with Loschmidt Echo [20.002455345052702]
We propose a scalable scheme with a symmetrical variational quantum circuit which, same as the Loschmidt echo, consists of a forward and a backward evolution.
We show that in this scheme the quantum Fisher information, which quantifies the precision limit, can be efficiently obtained from a measurement signal of the Loschmidt echo.
We experimentally implement the scheme on an ensemble of 10-spin quantum processor and successfully achieves a precision near the theoretical limit which outperforms the standard quantum limit with 12.4 dB.
arXiv Detail & Related papers (2022-11-22T14:21:59Z) - Probing finite-temperature observables in quantum simulators of spin
systems with short-time dynamics [62.997667081978825]
We show how finite-temperature observables can be obtained with an algorithm motivated from the Jarzynski equality.
We show that a finite temperature phase transition in the long-range transverse field Ising model can be characterized in trapped ion quantum simulators.
arXiv Detail & Related papers (2022-06-03T18:00:02Z) - 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) - Quantum Information Techniques for Quantum Metrology [0.0]
Main goal of quantum metrology is to estimate unknown parameters as accurately as possible.
By using quantum resources as probes, it is possible to attain a measurement precision that would be otherwise impossible using the best classical strategies.
This thesis explores how quantum metrology can be enhanced with other quantum techniques when appropriate.
arXiv Detail & Related papers (2022-01-05T10:19:25Z) - Optimal Control for Quantum Metrology via Pontryagin's principle [8.920103626492315]
We apply Pontryagin's Maximum Principle to determine the optimal protocol that maximizes the quantum Fisher information for a given evolution time.
The proposed formalism is generalized to problems with control constraints, and can also be used to maximize the classical Fisher information for a chosen measurement.
arXiv Detail & Related papers (2021-05-14T16:22:57Z) - 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)
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.