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The method of moments (MoM), also known as the moment method and method of weighted residuals, is a numerical method in
computational electromagnetics Computational electromagnetics (CEM), computational electrodynamics or electromagnetic modeling is the process of modeling the interaction of electromagnetic fields with physical objects and the environment. It typically involves using computer ...
. It is used in computer programs that simulate the interaction of
electromagnetic field An electromagnetic field (also EM field or EMF) is a classical (i.e. non-quantum) field produced by (stationary or moving) electric charges. It is the field described by classical electrodynamics (a classical field theory) and is the classica ...
s such as
radio wave Radio waves are a type of electromagnetic radiation with the longest wavelengths in the electromagnetic spectrum, typically with frequencies of 300 gigahertz ( GHz) and below. At 300 GHz, the corresponding wavelength is 1 mm (sho ...
s with matter, for example antenna simulation programs like NEC that calculate the
radiation pattern In the field of antenna design the term radiation pattern (or antenna pattern or far-field pattern) refers to the ''directional'' (angular) dependence of the strength of the radio waves from the antenna or other source.Constantine A. Balanis: � ...
of an antenna. Generally being a frequency-domain method, it involves the projection of an integral equation into a system of linear equations by the application of appropriate boundary conditions. This is done by using discrete meshes as in finite difference and finite element methods, often for the surface. The solutions are represented with the linear combination of pre-defined basis functions; generally, the coefficients of these basis functions are the sought unknowns. Green's functions and Galerkin method play a central role in the method of moments. For many applications, the method of moments is identical to the boundary element method. It is one of the most common methods in
microwave Microwave is a form of electromagnetic radiation with wavelengths ranging from about one meter to one millimeter corresponding to frequency, frequencies between 300 MHz and 300 GHz respectively. Different sources define different fre ...
and antenna engineering.


History

Development of boundary element method and other similar methods for different engineering applications is associated with the advent of digital computing in the 1960s. Prior to this, variational methods were applied to engineering problems at
microwave Microwave is a form of electromagnetic radiation with wavelengths ranging from about one meter to one millimeter corresponding to frequency, frequencies between 300 MHz and 300 GHz respectively. Different sources define different fre ...
frequencies by the time of
World War II World War II or the Second World War, often abbreviated as WWII or WW2, was a world war that lasted from 1939 to 1945. It involved the World War II by country, vast majority of the world's countries—including all of the great power ...
. While Julian Schwinger and Nathan Marcuvitz have respectively compiled these works into lecture notes and textbooks, Victor H. Rumsey has formulated these methods into the "reaction concept" in 1954. The concept was later shown to be equivalent to the Galerkin method. In the late 1950s, an early version of the method of moments was introduced by Yuen Tze Lo at a course on mathematical methods in electromagnetic theory at
University of Illinois The University of Illinois Urbana-Champaign (U of I, Illinois, University of Illinois, or UIUC) is a public land-grant research university in Illinois in the twin cities of Champaign and Urbana. It is the flagship institution of the Unive ...
. In the 1960s, early research work on the method was published by K. Mei and J. Van Bladel. and J. H. Richmond. In the same decade, the systematic theory for the method of moments in electromagnetics was largely formalized by Roger F. Harrington. While the term "the method of moments" was coined earlier by
Leonid Kantorovich Leonid Vitalyevich Kantorovich ( rus, Леони́д Вита́льевич Канторо́вич, , p=lʲɪɐˈnʲit vʲɪˈtalʲjɪvʲɪtɕ kəntɐˈrovʲɪtɕ, a=Ru-Leonid_Vitaliyevich_Kantorovich.ogg; 19 January 19127 April 1986) was a Sovie ...
and Gleb P. Akilov for analogous numerical applications, Harrington has adapted the term for the electromagnetic formulation. Harrington published the seminal textbook ''Field Computation by Moment Methods'' on the moment method in 1968. The development of the method and its indications in
radar Radar is a detection system that uses radio waves to determine the distance ('' ranging''), angle, and radial velocity of objects relative to the site. It can be used to detect aircraft, ships, spacecraft, guided missiles, motor vehicles, w ...
and antenna engineering attracted interest; MoM research was subsequently supported
United States government The federal government of the United States (U.S. federal government or U.S. government) is the national government of the United States, a federal republic located primarily in North America, composed of 50 states, a city within a fede ...
. The method was further popularized by the introduction of generalized antenna modeling codes such as
Numerical Electromagnetics Code The Numerical Electromagnetics Code, or NEC, is a popular antenna modeling system for wire and surface antennas. It was originally written in FORTRAN during the 1970s by Gerald Burke and Andrew Poggio of the Lawrence Livermore National Laborat ...
, which was released into
public domain The public domain (PD) consists of all the creative work to which no exclusive intellectual property rights apply. Those rights may have expired, been forfeited, expressly waived, or may be inapplicable. Because those rights have expired, ...
by the United States government in the late 1980s. In the 1990s, introduction of fast multipole and
multilevel fast multipole method The multilevel fast multipole method (MLFMM) is used along with method of moments (MoM) a numerical computational method of solving linear partial differential equations which have been formulated as integral equations of large objects almost fas ...
s enabled efficient MoM solutions to problems with millions of unknowns. Being one of the most common simulation techniques in RF and microwave engineering, the method of moments forms the basis of many commercial design software such as FEKO. Many non-commercial and public domain codes of different sophistications are also available. In addition to its use in electrical engineering, the method of moments has been applied to light scattering and plasmonic problems.


Background


Basic concepts

An inhomogeneous integral equation can be expressed as: :L(f)=g where ''L'' denotes a linear operator, ''g'' denotes the known forcing function and ''f'' denotes the unknown function. ''f'' can be approximated by a finite number of basis functions (f_n): :f \approx \sum_n^N a_n f_n By linearity, substitution of this expression into the equation yields: :\sum_n^N a_n L(f_n) \approx g We can also define a residual for this expression, which denotes the difference between the actual and the approximate solution: :R = \sum_n^N a_n L(f_n) - g The aim of the method of moments is to minimize this residual, which can be done by using appropriate weighting or testing functions, hence the name method of weighted residuals. After the determination of a suitable inner product for the problem, the expression then becomes: :\sum_n^N a_n \langle w_n,L(f_n) \rangle \approx \langle w_n,g \rangle Thus, the expression can be represented in the matrix form: : ell_\alpha_m]= _n/math> The resulting matrix is often referred as the impedance matrix. The coefficients of the basis functions can be obtained through inverting the matrix. For large matrices with a large number of unknowns,
iterative method In computational mathematics, an iterative method is a mathematical procedure that uses an initial value to generate a sequence of improving approximate solutions for a class of problems, in which the ''n''-th approximation is derived from the pre ...
s such as
conjugate gradient method In mathematics, the conjugate gradient method is an algorithm for the numerical solution of particular systems of linear equations, namely those whose matrix is positive-definite. The conjugate gradient method is often implemented as an iter ...
can be used for
acceleration In mechanics, acceleration is the rate of change of the velocity of an object with respect to time. Accelerations are vector quantities (in that they have magnitude and direction). The orientation of an object's acceleration is given by ...
. The actual field distributions can be obtained from the coefficients and the associated integrals. The interactions between each basis function in MoM is ensured by Green's function of the system.


Basis and testing functions

Different basis functions can be chosen to model the expected behavior of the unknown function in the domain; these functions can either be subsectional or global. Choice of Dirac delta function as basis function is known as point-matching or
collocation In corpus linguistics, a collocation is a series of words or terms that co-occur more often than would be expected by chance. In phraseology, a collocation is a type of compositional phraseme, meaning that it can be understood from the words ...
. This corresponds to enforcing the boundary conditions on N discrete points and is often used to obtain approximate solutions when the inner product operation is cumbersome to perform. Other subsectional basis functions include pulse, piecewise triangular, piecewise sinusoidal and rooftop functions. Triangular patches, introduced by S. Rao, D. Wilton and A. Glisson in 1982, are known as RWG basis functions and are widely used in MoM. Characteristic basis functions were also introduced to accelerate computation and reduce the matrix equation. The testing and basis functions are often chosen to be the same; this is known as the Galerkin method. Depending on the application and studied structure, the testing and basis functions should be chosen appropriately to ensure convergence and accuracy, as well as to prevent possible high order algebraic singularities.


Integral equations

Depending on the application and sought variables, different integral or integro-differential equations are used in MoM. Radiation and scattering by thin wire structures, such as many types of antennas, can be modeled by specialized equations. For surface problems, common integral equation formulations include electric field integral equation (EFIE), magnetic field integral equation (MFIE) and mixed-potential integral equation (MPIE).


Thin-wire equations

As many antenna structures can be approximated as wires, thin wire equations are of interest in MoM applications. Two commonly used thin-wire equations are Pocklington and Hallén integro-differential equations. Pocklington's equation precedes the computational techniques, having been introduced in 1897 by Henry Cabourn Pocklington. For a linear wire that is centered on the origin and aligned with the z-axis, the equation can be written as: :\int^_ I_z(z') \left \left(\frac+\beta^2 \right) G(z,z') \right,dz'=-j \omega \varepsilon E^\text_z(p=a) where l and a denote the total length and thickness, respectively. G(z,z') is the Green's function for free space. The equation can be generalized to different excitation schemes, including magnetic frills. Hallén integral equation, published by E. Hallén in 1938, can be given as: : \left(\frac+\beta^2 \right) \int^_ I_z(z') G(z,z')\,dz'=-j \omega \varepsilon E^\text_z(p=a) This equation, despite being more well-behaved than the Pocklington's equation, is generally restricted to the delta-gap voltage excitations at the
antenna feed A radio transmitter or receiver is connected to an antenna which emits or receives the radio waves. The antenna feed system or antenna feed is the cable or conductor, and other associated equipment, which connects the transmitter or receiver wi ...
point, which can be represented as an impressed electric field.


Electric field integral equation (EFIE)

The general form of electric field integral equation (EFIE) can be written as: :\hat \times \overrightarrow^\text(\overrightarrow)=\hat \times \int_S \left jk \eta \overrightarrow(\overrightarrow') G(\overrightarrow,\overrightarrow') + \frac \left\ \nabla' G(\overrightarrow,\overrightarrow') \right\,dS' where E_\text is the incident or impressed electric field. G(r,r') is the Green function for Helmholtz equation and \eta represents the wave impedance. The boundary conditions are met at a defined PEC surface. EFIE is a Fredholm integral equation of the first kind.


Magnetic field integral equation (MFIE)

Another commonly used integral equation in MoM is the magnetic field integral equation (MFIE), which can be written as: :-\frac J(r)+ \hat \times \oint_S J(r') \times \nabla' G(r,r')\,dS' = \hat \times H_\text(r) MFIE is often formulated to be a Fredholm integral equation of the second kind and is generally well-posed. Nevertheless, the formulation necessitates the use of closed surfaces, which limits its applications.


Other formulations

Many different surface and volume integral formulations for MoM exist. In many cases, EFIEs are converted to mixed potential integral equations (MFIE) through the use of Lorenz gauge condition; this aims to reduce the orders of singularities through the use of magnetic vector and scalar electric potentials. In order to bypass the internal resonance problem in dielectric scattering calculations, combined-field integral equation (CFIE) and Poggio—Miller—Chang—Harrington—Wu—Tsai (PMCHWT) formulations are also used. Another approach, the volumetric integral equation, necessitates the discretization of the volume elements and is often computationally expensive. MoM can also be integrated with physical optics theory and finite element method.


Green's functions

Full wave analysis of planarly-stratified structures, such as microstrips or patch antennas, necessitate the derivation of spatial-domain Green's functions that are peculiar to these geometries. Nevertheless, this involves the inverse Hankel transform of the spectral Green's function, which is defined on the Sommerfeld integration path. This integral cannot be evaluated analytically, and its
numerical evaluation Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). It is the study of numerical methods th ...
is often computationally expensive due to the oscillatory kernels and slowly-converging nature of the integral. Following the extraction of quasi-static and surface pole components, these integrals can be approximated as closed-form complex exponentials through
Prony's method Prony analysis (Prony's method) was developed by Gaspard Riche de Prony in 1795. However, practical use of the method awaited the digital computer. Similar to the Fourier transform, Prony's method extracts valuable information from a uniformly sam ...
or generalized pencil-of-function method; thus, the spatial Green's functions can be derived through the use of appropriate identities such as Sommerfeld identity. This method is known in the computational electromagnetics literature as discrete complex image method (DCIM), since the Green's function is effectively approximated with a discrete number of image dipoles that are located within a complex distance. The associated Green's functions are referred as closed-form Green's functions. The method has also been extended for cylindrically-layered structures. Rational-function fitting method, as well as its combinations with DCIM, can also be used to approximate closed-form Green's functions. Alternatively, the closed-form Green's function can be approximated through method of steepest descent. For the periodic structures such as
phased array In antenna theory, a phased array usually means an electronically scanned array, a computer-controlled array of antennas which creates a beam of radio waves that can be electronically steered to point in different directions without moving t ...
s, Ewald summation is often used to accelerate the computation of the periodic Green's function.


See also

* Boundary element method * Characteristic mode analysis *
Discrete dipole approximation Discrete dipole approximation (DDA), also known as coupled dipole approximation, is a method for computing scattering of radiation by particles of arbitrary shape and by periodic structures. Given a target of arbitrary geometry, one seeks to calcul ...
* Fast multipole method * Finite element method *
Multilevel fast multipole method The multilevel fast multipole method (MLFMM) is used along with method of moments (MoM) a numerical computational method of solving linear partial differential equations which have been formulated as integral equations of large objects almost fas ...


Notes


References

;Bibliography * * * * * * {{Numerical PDE Computational electromagnetics Numerical differential equations