Compressed sensing enabled high-bandwidth and large dynamic range magnetic sensing
- URL: http://arxiv.org/abs/2502.06070v1
- Date: Sun, 09 Feb 2025 23:27:22 GMT
- Title: Compressed sensing enabled high-bandwidth and large dynamic range magnetic sensing
- Authors: Galya Haim, Chris Mullarkey, John Howell, Nir Bar-Gill,
- Abstract summary: The Nitrogen-Vacancy (NV) center in diamond is used for sensing magnetic and electric fields, strain and temperature.
This study introduces a novel application of compressed sensing (CS) for magnetic sensing using NV centers.
- Score: 0.0
- License:
- Abstract: Electron Spin Resonance (ESR) is a widely common method in the field of quantum sensing. Specifically with the Nitrogen-Vacancy (NV) center in diamond, used for sensing magnetic and electric fields, strain and temperature. However, ESR measurements are limited in temporal resolution, primarily due to the large number of data points required especially in high dynamic range regimes and the need for extensive averaging caused by low signal-to-noise ratio (SNR). This study introduces a novel application of compressed sensing (CS) for magnetic sensing using NV centers. By comparing CS with conventional raster scanning, we demonstrate the potential of CS to enhance sensing applications. Experimental results, supported by simulations, show an improvement of factor 3 in measurement accuracy in low SNR data, which also translates to achieving the same accuracy with only 15% of the data points. Moreover, the proposed approach is not confined to NV centers but can be extended to ESR measurements in other systems, broadening its applicability in quantum sensing.
Related papers
- Cavity-enhanced solid-state nuclear spin gyroscope [4.817156051848752]
Nuclear spin sensors are well-suited for applications requiring long coherence times, such as inertial sensing.
We propose cooperative cavity quantum electrodynamic (cQED) coupling to achieve efficient nuclear spin readout.
arXiv Detail & Related papers (2025-02-03T19:23:35Z) - Fast characterization of optically detected magnetic resonance spectra via data clustering [0.0]
Optically detected magnetic resonance (ODMR) has become a well-established and powerful technique for measuring the spin state of solid-state quantum emitters.
Central to many of these sensing applications is the ability to reliably analyze ODMR data.
We present an algorithm based on data clustering that overcomes this limitation.
arXiv Detail & Related papers (2024-05-28T23:18:47Z) - Control of an environmental spin defect beyond the coherence limit of a central spin [79.16635054977068]
We present a scalable approach to increase the size of electronic-spin registers.
We experimentally realize this approach to demonstrate the detection and coherent control of an unknown electronic spin outside the coherence limit of a central NV.
Our work paves the way for engineering larger quantum spin registers with the potential to advance nanoscale sensing, enable correlated noise spectroscopy for error correction, and facilitate the realization of spin-chain quantum wires for quantum communication.
arXiv Detail & Related papers (2023-06-29T17:55:16Z) - Simulation of ODMR Spectra from Nitrogen-Vacancy Ensembles in Diamond
for Electric Field Sensing [0.0]
We present an open source simulation tool that models the influence of arbitrary electric and magnetic fields on the electronic and nuclear spin states of NV ensembles.
Specifically, the code computes the transition strengths and predicts the sensitivity under shot-noise-limited optically-detected magnetic resonance.
We show that our code can be used to optimize sensitivity in situations where usual arguments based on neglecting terms in the full Hamiltonian would give sub-optimal results.
arXiv Detail & Related papers (2023-01-10T18:16:12Z) - Digital noise spectroscopy with a quantum sensor [57.53000001488777]
We introduce and experimentally demonstrate a quantum sensing protocol to sample and reconstruct the auto-correlation of a noise process.
Walsh noise spectroscopy method exploits simple sequences of spin-flip pulses to generate a complete basis of digital filters.
We experimentally reconstruct the auto-correlation function of the effective magnetic field produced by the nuclear-spin bath on the electronic spin of a single nitrogen-vacancy center in diamond.
arXiv Detail & Related papers (2022-12-19T02:19:35Z) - All-Optical Nuclear Quantum Sensing using Nitrogen-Vacancy Centers in
Diamond [52.77024349608834]
Microwave or radio-frequency driving poses a significant limitation for miniaturization, energy-efficiency and non-invasiveness of quantum sensors.
We overcome this limitation by demonstrating a purely optical approach to coherent quantum sensing.
Our results pave the way for highly compact quantum sensors to be employed for magnetometry or gyroscopy applications.
arXiv Detail & Related papers (2022-12-14T08:34:11Z) - Nanoscale covariance magnetometry with diamond quantum sensors [0.0]
Nitrogen vacancy (NV) centers in diamond are atom-scale defects with long spin coherence times.
In averaging over many single-NV center experiments, both techniques discard information.
Here we propose and implement a new sensing modality, whereby two or more NV centers are measured simultaneously.
arXiv Detail & Related papers (2022-09-19T01:46:19Z) - Toward deep-learning-assisted spectrally-resolved imaging of magnetic
noise [52.77024349608834]
We implement a deep neural network to efficiently reconstruct the spectral density of the underlying fluctuating magnetic field.
These results create opportunities for the application of machine-learning methods to color-center-based nanoscale sensing and imaging.
arXiv Detail & Related papers (2022-08-01T19:18:26Z) - Temperature Sensing with RF-Dressed States of Nitrogen-Vacancy Centers
in Diamond [0.0]
Nitrogen vacancy (NV) centers in diamond are promising systems for realizing sensitive temperature sensors.
We propose a novel method to measure temperature using CW-ODMR with a quantum state dressed by radio-frequency (RF) fields under transverse magnetic fields.
arXiv Detail & Related papers (2022-05-14T05:38:22Z) - DC Quantum Magnetometry Below the Ramsey Limit [68.8204255655161]
We demonstrate quantum sensing of dc magnetic fields that exceeds the sensitivity of conventional $Tast$-limited dc magnetometry by more than an order of magnitude.
We used nitrogen-vacancy centers in a diamond rotating at periods comparable to the spin coherence time, and characterize the dependence of magnetic sensitivity on measurement time and rotation speed.
arXiv Detail & Related papers (2022-03-27T07:32:53Z) - Investigation and comparison of measurement schemes in the low frequency
biosensing regime using solid-state defect centers [58.720142291102135]
Solid state defects in diamond make promising quantum sensors with high sensitivity andtemporal resolution.
Inhomogeneous broadening and drive amplitude variations have differing impacts on the sensitivity depending on the sensing scheme used.
We numerically investigate and compare the predicted sensitivity of schemes based on continuous-wave (CW) optically detected magnetic resonance (ODMR) spectroscopy, pi-pulse ODMR and Ramsey interferometry.
arXiv Detail & Related papers (2021-09-27T13:05:23Z)
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.