{"title":"Magnetic Property Calibration of Low-Permeability Materials for Vibrating Sample Magnetometers Using Neural Networks","authors":"Xiaohan Kong;Yuji Uehara;Naoya Terauchi;Natsuko Sato;Yoshibumi Matsuda;Masanori Nagano;Hajime Igarashi","doi":"10.1109/TMAG.2024.3463196","DOIUrl":null,"url":null,"abstract":"This article proposes a new method to calibrate the B–H properties measured by the vibrating sample magnetometer (VSM) for bar-shaped samples. It compensates for finite size and demagnetization effects using the neural networks (NNs) trained based on finite element analysis. Once the NNs are trained, they provide fast prediction of calibration results. The results from the proposed method are compared with those from the capacitive cancellation method, regarded as a reference due to its immunity to the effects of the demagnetizing field.","PeriodicalId":13405,"journal":{"name":"IEEE Transactions on Magnetics","volume":"60 12","pages":"1-4"},"PeriodicalIF":2.1000,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Magnetics","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10683764/","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
This article proposes a new method to calibrate the B–H properties measured by the vibrating sample magnetometer (VSM) for bar-shaped samples. It compensates for finite size and demagnetization effects using the neural networks (NNs) trained based on finite element analysis. Once the NNs are trained, they provide fast prediction of calibration results. The results from the proposed method are compared with those from the capacitive cancellation method, regarded as a reference due to its immunity to the effects of the demagnetizing field.
期刊介绍:
Science and technology related to the basic physics and engineering of magnetism, magnetic materials, applied magnetics, magnetic devices, and magnetic data storage. The IEEE Transactions on Magnetics publishes scholarly articles of archival value as well as tutorial expositions and critical reviews of classical subjects and topics of current interest.