Jiles–Atherton Model
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The Jiles–Atherton model of
magnetic hysteresis Magnetic hysteresis occurs when an external magnetic field is applied to a ferromagnet such as iron and the atomic dipoles align themselves with it. Even when the field is removed, part of the alignment will be retained: the material has become '' ...
was introduced in 1984 by David Jiles and D. L. Atherton. This is one of the most popular models of magnetic hysteresis. Its main advantage is the fact that this model enables connection with physical parameters of the
magnetic material A magnet is a material or object that produces a magnetic field. This magnetic field is invisible but is responsible for the most notable property of a magnet: a force that pulls on other ferromagnetic materials, such as iron, steel, nickel ...
. Jiles–Atherton model enables calculation of minor and major hysteresis loops. The original Jiles–Atherton model is suitable only for isotropic materials. However, an extension of this model presented by Ramesh et al. and corrected by Szewczyk enables the modeling of anisotropic magnetic materials.


Principles

Magnetization In classical electromagnetism, magnetization is the vector field that expresses the density of permanent or induced magnetic dipole moments in a magnetic material. Movement within this field is described by direction and is either Axial or Di ...
M of the magnetic material sample in Jiles–Atherton model is calculated in the following steps for each value of the magnetizing field H: * effective magnetic field H_\text is calculated considering interdomain coupling \alpha and magnetization M, * anhysteretic magnetization M_\text is calculated for effective magnetic field H_\text, * magnetization M of the sample is calculated by solving
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast w ...
taking into account sign of
derivative In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. F ...
of magnetizing field H (which is the source of hysteresis).


Parameters

Original Jiles–Atherton model considers following parameters: Extension considering uniaxial anisotropy introduced by Ramesh et al. and corrected by Szewczyk requires additional parameters:


Modelling the magnetic hysteresis loops


Effective magnetic field

Effective magnetic field H_\text influencing on
magnetic moment In electromagnetism, the magnetic moment is the magnetic strength and orientation of a magnet or other object that produces a magnetic field. Examples of objects that have magnetic moments include loops of electric current (such as electromagnets ...
s within the material may be calculated from the following equation: : H_\text = H + \alpha M This effective magnetic field is analogous to the Weiss mean field acting on
magnetic moment In electromagnetism, the magnetic moment is the magnetic strength and orientation of a magnet or other object that produces a magnetic field. Examples of objects that have magnetic moments include loops of electric current (such as electromagnets ...
s within a
magnetic domain A magnetic domain is a region within a magnetic material in which the magnetization is in a uniform direction. This means that the individual magnetic moments of the atoms are aligned with one another and they point in the same direction. When c ...
.


Anhysteretic magnetization

Anhysteretic magnetization can be observed experimentally, when magnetic material is demagnetized under the influence of constant magnetic field. However, measurements of anhysteretic magnetization are very sophisticated due to the fact, that the fluxmeter has to keep accuracy of integration during the demagnetization process. As a result, experimental verification of the model of anhysteretic magnetization is possible only for materials with negligible hysteresis loop.
Anhysteretic magnetization of typical magnetic material can be calculated as a weighted sum of isotropic and anisotropic anhysteretic magnetization: : M_\text = (1 - t) M_\text^\text + t M_\text^\text


Isotropic

Isotropic anhysteretic magnetization M_\text^\text is determined on the base of
Boltzmann distribution In statistical mechanics and mathematics, a Boltzmann distribution (also called Gibbs distribution Translated by J.B. Sykes and M.J. Kearsley. See section 28) is a probability distribution or probability measure that gives the probability th ...
. In the case of isotropic magnetic materials,
Boltzmann distribution In statistical mechanics and mathematics, a Boltzmann distribution (also called Gibbs distribution Translated by J.B. Sykes and M.J. Kearsley. See section 28) is a probability distribution or probability measure that gives the probability th ...
can be reduced to
Langevin function The Brillouin and Langevin functions are a pair of special functions that appear when studying an idealized paramagnetic material in statistical mechanics. Brillouin function The Brillouin functionC. Kittel, ''Introduction to Solid State Physic ...
connecting isotropic anhysteretic magnetization with effective magnetic field H_\text : : M_\text^\text = M_\text\left(\coth\left(\frac\right) - \frac\right)


Anisotropic

Anisotropic anhysteretic magnetization M_\text^\text is also determined on the base of
Boltzmann distribution In statistical mechanics and mathematics, a Boltzmann distribution (also called Gibbs distribution Translated by J.B. Sykes and M.J. Kearsley. See section 28) is a probability distribution or probability measure that gives the probability th ...
. However, in such a case, there is no
antiderivative In calculus, an antiderivative, inverse derivative, primitive function, primitive integral or indefinite integral of a function is a differentiable function whose derivative is equal to the original function . This can be stated symbolically ...
for the
Boltzmann distribution In statistical mechanics and mathematics, a Boltzmann distribution (also called Gibbs distribution Translated by J.B. Sykes and M.J. Kearsley. See section 28) is a probability distribution or probability measure that gives the probability th ...
function. For this reason, integration has to be made numerically. In the original publication, anisotropic anhysteretic magnetization M_\text^\text is given as: : M_\text^\text = M_\text\frac where : E(1)=\frac\cos\theta-\frac \sin^2(\psi-\theta) : E(2)=\frac\cos\theta-\frac \sin^2(\psi+\theta) It should be highlighted, that a typing mistake occurred in the original Ramesh et al. publication. As a result, for an isotropic material (where K_\text=0) ), the presented form of anisotropic anhysteretic magnetization M_\text^\text is not consistent with the isotropic anhysteretic magnetization M_\text^\text given by the Langevin equation. Physical analysis leads to the conclusion that the equation for anisotropic anhysteretic magnetization M_\text^\text has to be corrected to the following form: : M_\text^\text = M_\text\frac In the corrected form, the model for anisotropic anhysteretic magnetization M_\text^\text was confirmed experimentally for anisotropic
amorphous alloy An amorphous metal (also known as metallic glass, glassy metal, or shiny metal) is a solid metallic material, usually an alloy, with disordered atomic-scale structure. Most metals are crystalline in their solid state, which means they have a high ...
s.


Magnetization as a function of magnetizing field

In Jiles–Atherton model, M(H) dependence is given in form of following
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast w ...
: : \frac = \frac\frac + \frac\frac where \delta depends on direction of changes of magnetizing field H (\delta = 1 for increasing field, \delta = -1 for decreasing field)


Flux density as a function of magnetizing field

Flux density B in the material is given as: : B(H) = \mu_0 M(H) where \mu_0 is magnetic constant.


Vectorized Jiles–Atherton model

Vectorized Jiles–Atherton model is constructed as the superposition of three scalar models one for each principal axis. This model is especially suitable for
finite element method The finite element method (FEM) is a popular method for numerically solving differential equations arising in engineering and mathematical modeling. Typical problem areas of interest include the traditional fields of structural analysis, heat ...
computations.


Numerical implementation

The Jiles–Atherton model is implemented in JAmodel, a
MATLAB MATLAB (an abbreviation of "MATrix LABoratory") is a proprietary multi-paradigm programming language and numeric computing environment developed by MathWorks. MATLAB allows matrix manipulations, plotting of functions and data, implementation ...
/
OCTAVE In music, an octave ( la, octavus: eighth) or perfect octave (sometimes called the diapason) is the interval between one musical pitch and another with double its frequency. The octave relationship is a natural phenomenon that has been refer ...
toolbox. It uses the Runge-Kutta algorithm for solving
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast w ...
s. JAmodel is
open-source Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use the source code, design documents, or content of the product. The open-source model is a decentralized sof ...
is under
MIT license The MIT License is a permissive free software license originating at the Massachusetts Institute of Technology (MIT) in the late 1980s. As a permissive license, it puts only very limited restriction on reuse and has, therefore, high license comp ...
. The two most important computational problems connected with the Jiles–Atherton model were identified: *
numerical integration In analysis, numerical integration comprises a broad family of algorithms for calculating the numerical value of a definite integral, and by extension, the term is also sometimes used to describe the numerical solution of differential equations ...
of the anisotropic anhysteretic magnetization M_\text^\text * solving the
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast w ...
for M(H) dependence. For
numerical integration In analysis, numerical integration comprises a broad family of algorithms for calculating the numerical value of a definite integral, and by extension, the term is also sometimes used to describe the numerical solution of differential equations ...
of the anisotropic anhysteretic magnetization M_\text^\text the
Gauss–Kronrod quadrature formula The Gauss–Kronrod quadrature formula is an adaptive method for numerical integration. It is a variant of Gaussian quadrature, in which the evaluation points are chosen so that an accurate approximation can be computed by re-using the information ...
has to be used. In
GNU Octave GNU Octave is a high-level programming language primarily intended for scientific computing and numerical computation. Octave helps in solving linear and nonlinear problems numerically, and for performing other numerical experiments using a langu ...
this quadrature is implemented as ''quadgk()'' function. For solving
ordinary differential equation In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast w ...
for M(H) dependence, the Runge–Kutta methods are recommended. It was observed, that the best performing was 4-th order fixed step method.


Further development

Since its introduction in 1984, Jiles–Atherton model was intensively developed. As a result, this model may be applied for the modeling of: * frequency dependence of magnetic hysteresis loop in conductive materials * influence of stresses on magnetic hysteresis loops *
magnetostriction Magnetostriction (cf. electrostriction) is a property of magnetic materials that causes them to change their shape or dimensions during the process of magnetization. The variation of materials' magnetization due to the applied magnetic field change ...
of soft magnetic materials Moreover, different corrections were implemented, especially: * to avoid unphysical states when reversible permeability is negative * to consider changes of average energy required to break pinning site


Applications

Jiles–Atherton model may be applied for modeling: * rotating electric machines * power transformers * magnetostrictive actuators * magnetoelastic sensors * magnetic field sensors (e. g. fluxgates) It is also widely used for
electronic circuit simulation Electronic circuit simulation uses mathematical models to replicate the behavior of an actual electronic device or circuit. Simulation software allows for modeling of circuit operation and is an invaluable analysis tool. Due to its highly accurat ...
, especially for models of inductive components, such as
transformer A transformer is a passive component that transfers electrical energy from one electrical circuit to another circuit, or multiple circuits. A varying current in any coil of the transformer produces a varying magnetic flux in the transformer' ...
s or chokes.


See also

*
Preisach model of hysteresis Originally, the Preisach model of hysteresis generalized magnetic hysteresis as the relationship between the magnetic field and magnetization of a magnetic material as the parallel connection of independent relay ''hysterons''. It was first suggest ...
*
Stoner–Wohlfarth model The Stoner–Wohlfarth model is a widely used model for the magnetization of single-domain ferromagnets. It is a simple example of magnetic hysteresis and is useful for modeling small magnetic particles in magnetic storage, biomagnetism, rock mag ...


References


External links


Jiles–Atherton model for Octave/MATLAB
- open-source software for implementation of Jiles–Atherton model in
GNU Octave GNU Octave is a high-level programming language primarily intended for scientific computing and numerical computation. Octave helps in solving linear and nonlinear problems numerically, and for performing other numerical experiments using a langu ...
and
Matlab MATLAB (an abbreviation of "MATrix LABoratory") is a proprietary multi-paradigm programming language and numeric computing environment developed by MathWorks. MATLAB allows matrix manipulations, plotting of functions and data, implementation ...
{{DEFAULTSORT:Jiles-Atherton model Magnetic hysteresis