The Novelties by Using R Programming Language for Simulate Magnetic Hysteresis Loop

Magnetic materials can be classified as hard and soft, depending on the shape of the hysteresis loop. The hysteresis loop describes the magnetic behaviour of the magnetic materials to which an external magnetic field is applied. The shape of the hysteresis loop can be obtained by drawing point by point the B-H dependency by measuring the induced magnetic flux density (B) and the magnetizing force (H), or by visualization with specific laboratory equipment (usually the oscilloscope). Because of the labouring process of these experiments and due to the little research in the computational methods in this direction, nowadays it is impossible to find data sets with a hysteresis loop that can be further used for automatic classification of the magnetic materials and automatic detection of the magnetic materials application field. This paper aims to create and generate the magnetic hysteresis loop in the R programming language with two different approaches. One model was created with a hysteresis package, and one was created by using a synthetic function cloned with an existing mathematical model for magnetic hysteresis.

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Publication Details

Journal
The Eurasia Proceedings of Science Technology Engineering and Mathematics
Published
2025-08-15
DOI
https://doi.org/10.55549/epstem.1729719
Primary Topic
Neural Networks and Applications
Type
article
Field-Weighted Citation Impact
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article

The Novelties by Using R Programming Language for Simulate Magnetic Hysteresis Loop

Elena Răducan, Simona MOLDOVANU, Ciprian VLAD
The Eurasia Proceedings of Science Technology Engineering and Mathematics
Neural Networks and Applications
article

The Novelties by Using R Programming Language for Simulate Magnetic Hysteresis Loop

Elena Răducan, Simona MOLDOVANU, Ciprian VLAD
article en

Abstract

Magnetic materials can be classified as hard and soft, depending on the shape of the hysteresis loop. The hysteresis loop describes the magnetic behaviour of the magnetic materials to which an external magnetic field is applied. The shape of the hysteresis loop can be obtained by drawing point by point the B-H dependency by measuring the induced magnetic flux density (B) and the magnetizing force (H), or by visualization with specific laboratory equipment (usually the oscilloscope). Because of the labouring process of these experiments and due to the little research in the computational methods in this direction, nowadays it is impossible to find data sets with a hysteresis loop that can be further used for automatic classification of the magnetic materials and automatic detection of the magnetic materials application field. This paper aims to create and generate the magnetic hysteresis loop in the R programming language with two different approaches. One model was created with a hysteresis package, and one was created by using a synthetic function cloned with an existing mathematical model for magnetic hysteresis.

The Eurasia Proceedings of Science Technology Engineering and MathematicsVol. 33
"Dunarea de Jos" University of Galati (RO)
Openalex Percentile: Top 89%
Neural Networks and Applications
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