학술논문

Accurate magnetic field imaging using nanodiamond quantum sensors enhanced by machine learning
Document Type
article
Source
Scientific Reports, Vol 12, Iss 1, Pp 1-7 (2022)
Subject
Medicine
Science
Language
English
ISSN
2045-2322
Abstract
Abstract Nanodiamonds can be excellent quantum sensors for local magnetic field measurements. We demonstrate magnetic field imaging with high accuracy of 1.8 $$\upmu $$ μ T combining nanodiamond ensemble (NDE) and machine learning without any physical models. We discover the dependence of the NDE signal on the field direction, suggesting the application of NDE for vector magnetometry and the improvement of the existing model. Our method enhances the NDE performance sufficiently to visualize nano-magnetism and mesoscopic current and expands the applicability of NDE in arbitrarily shaped materials, including living organisms. This accomplishment bridges machine learning to quantum sensing for accurate measurements.