Understanding the Magnetic Microstructure through Experiments and Machine Learning Algorithms.

ABSTRACT: Advanced machine learning techniques have unfurled their applications in various interdisciplinary areas of research and development. This paper highlights the use of image regression algorithms based on advanced neural networks to understand the magnetic properties directly from the magnetic microstructure. In this study, Co/Pd multilayers have been chosen as a reference material system that displays maze-like magnetic domains in pristine conditions. Irradiation of Ar⁺ ions with two different energies (50 and 100 keV) at various fluences was used as an external perturbation to investigate the modification of magnetic and structural properties from a state of perpendicular magnetic anisotropy to the vicinity of the spin reorientation transition. Magnetic force microscopy reveale

SUBMITTER: Talapatra A 

PROVIDER: S-EPMC9650662 | biostudies-literature | 2022 Oct

REPOSITORIES: biostudies-literature