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Laplace operator

 

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Laplace operator



 
 
In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
 and physics
Physics

Physics is the natural science which examines basic concepts such as energy, force, and spacetime and all that derives from these, such as mass, charge, matter and its Motion ....
, the Laplace operator or Laplacian, denoted by   or   and named after Pierre-Simon de Laplace, is a differential operator
Differential operator

In mathematics, a differential operator is an operator defined as a function of the derivative operator. It is helpful, as a matter of notation first, to consider differentiation as an abstract operation, accepting a function and returning another ....
, specifically an important case of an elliptic operator
Elliptic operator

In mathematics, an elliptic operator is one of the major types of differential operator. It can be defined on spaces of complex-valued functions, or some more general function-like objects....
, with many applications. In physics, it is used in modeling
Mathematical model

A mathematical model uses mathematics language to describe a system. Mathematical models are used not only in the natural sciences and engineering disciplines but also in the social sciences ; physicists, engineers, computer sciences, and economists use mathematical models most extensively....
 of wave propagation
Wave equation

The wave equation is an important second-order linear partial differential equation that describes the propagation of a variety of waves, such as sound waves, light waves and water waves....
, heat flow
Heat equation

The heat equation is an important partial differential equation which describes the distribution of heat in a given region over time. For a function u of three spatial variables and the time variable t, the heat equation is...
 and forming the Helmholtz equation
Helmholtz equation

The Helmholtz equation, named for Hermann von Helmholtz, is the elliptic partial differential equationwhere ∇2 is the Laplace operator, k is the wavenumber, and A is the amplitude....
. It is central in electrostatics
Electrostatics

Electrostatics is the branch of science that deals with the phenomena arising from stationary or slowly moving electric charges.Since classical antiquity it was known that some materials such as amber attract light particles after Triboelectric effect....
 and fluid mechanics
Fluid mechanics

Fluid mechanics is the study of how fluids move and the forces on them. Fluid mechanics can be divided into fluid statics, the study of fluids at rest, and fluid dynamics, the study of fluids in motion....
, anchoring in Laplace's equation
Laplace's equation

In mathematics, Laplace's equation is a partial differential equation named after Pierre-Simon Laplace who first studied its properties. The solutions of Laplace's equation are important in many fields of science, notably the fields of electromagnetism, astronomy, and fluid dynamics, because they describe the behavior of electric, gravitation...
 and Poisson's equation
Poisson's equation

In mathematics, Poisson's equation is a partial differential equation with broad utility in electrostatics, mechanical engineering and theoretical physics....
. In quantum mechanics
Quantum mechanics

Quantum mechanics is a set of principles underlying the most fundamental known description of all physical systems at the microscopic scale . Notable amongst these principles are both a dual wave-like and particle-like behavior of matter and radiation, and prediction of probabilities in situations where classical physics predicts certaintie...
, it represents the kinetic energy
Kinetic energy

The kinetic energy of an object is the extra energy which it possesses due to its motion. It is defined as the mechanical work needed to accelerate a body of a given mass from rest to its current velocity....
 term of the Schrödinger equation
Schrödinger equation

In physics, especially quantum mechanics, the Schr?dinger equation is an equation that describes how the quantum state of a physical system changes in time....
. In mathematics, functions
Function (mathematics)

The mathematical concept of a function expresses dependence between two quantities, one of which is known and the other which is produced. A function associates a single output to each input element drawn from a fixed Set , such as the real numbers , although different inputs may have the same output....
 with vanishing Laplacian are called harmonic function
Harmonic function

In mathematics, mathematical physics and the theory of stochastic processes, a harmonic function is a twice derivative function f : UR which satisfies Laplace's equation, i.e....
s; the Laplacian is at the core of Hodge theory
Hodge theory

In mathematics, Hodge theory, named after W. V. D. Hodge, is one aspect of the study of the algebraic topology of a smooth manifold M. More specifically, it works out the consequences for the cohomology groups of M, with real coefficients, of the partial differential equation theory of generalised Laplacian operators associated to a R...
 and the results of de Rham cohomology
De Rham cohomology

In mathematics, de Rham cohomology is a tool belonging both to algebraic topology and to differential topology, capable of expressing basic topological information about smooth manifolds in a form particularly adapted to computation and the concrete representation of cohomology classes....
.

Laplace operator is a second order differential operator in the n-dimensional Euclidean space
Euclidean space

Around 300 Before Christ, the Ancient Greece mathematician Euclid undertook a study of relationships among distances and angles, first in a plane and then in space....
, defined as the divergence
Divergence

In vector calculus, the divergence is an operator that measures the magnitude of a vector field's source or sink at a given point; the divergence of a vector field is a scalar....
  of the gradient
Gradient

In vector calculus, the gradient of a scalar field is a vector field which points in the direction of the greatest rate of increase of the scalar field, and whose magnitude is the greatest rate of change....
 .






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Encyclopedia


In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
 and physics
Physics

Physics is the natural science which examines basic concepts such as energy, force, and spacetime and all that derives from these, such as mass, charge, matter and its Motion ....
, the Laplace operator or Laplacian, denoted by   or   and named after Pierre-Simon de Laplace, is a differential operator
Differential operator

In mathematics, a differential operator is an operator defined as a function of the derivative operator. It is helpful, as a matter of notation first, to consider differentiation as an abstract operation, accepting a function and returning another ....
, specifically an important case of an elliptic operator
Elliptic operator

In mathematics, an elliptic operator is one of the major types of differential operator. It can be defined on spaces of complex-valued functions, or some more general function-like objects....
, with many applications. In physics, it is used in modeling
Mathematical model

A mathematical model uses mathematics language to describe a system. Mathematical models are used not only in the natural sciences and engineering disciplines but also in the social sciences ; physicists, engineers, computer sciences, and economists use mathematical models most extensively....
 of wave propagation
Wave equation

The wave equation is an important second-order linear partial differential equation that describes the propagation of a variety of waves, such as sound waves, light waves and water waves....
, heat flow
Heat equation

The heat equation is an important partial differential equation which describes the distribution of heat in a given region over time. For a function u of three spatial variables and the time variable t, the heat equation is...
 and forming the Helmholtz equation
Helmholtz equation

The Helmholtz equation, named for Hermann von Helmholtz, is the elliptic partial differential equationwhere ∇2 is the Laplace operator, k is the wavenumber, and A is the amplitude....
. It is central in electrostatics
Electrostatics

Electrostatics is the branch of science that deals with the phenomena arising from stationary or slowly moving electric charges.Since classical antiquity it was known that some materials such as amber attract light particles after Triboelectric effect....
 and fluid mechanics
Fluid mechanics

Fluid mechanics is the study of how fluids move and the forces on them. Fluid mechanics can be divided into fluid statics, the study of fluids at rest, and fluid dynamics, the study of fluids in motion....
, anchoring in Laplace's equation
Laplace's equation

In mathematics, Laplace's equation is a partial differential equation named after Pierre-Simon Laplace who first studied its properties. The solutions of Laplace's equation are important in many fields of science, notably the fields of electromagnetism, astronomy, and fluid dynamics, because they describe the behavior of electric, gravitation...
 and Poisson's equation
Poisson's equation

In mathematics, Poisson's equation is a partial differential equation with broad utility in electrostatics, mechanical engineering and theoretical physics....
. In quantum mechanics
Quantum mechanics

Quantum mechanics is a set of principles underlying the most fundamental known description of all physical systems at the microscopic scale . Notable amongst these principles are both a dual wave-like and particle-like behavior of matter and radiation, and prediction of probabilities in situations where classical physics predicts certaintie...
, it represents the kinetic energy
Kinetic energy

The kinetic energy of an object is the extra energy which it possesses due to its motion. It is defined as the mechanical work needed to accelerate a body of a given mass from rest to its current velocity....
 term of the Schrödinger equation
Schrödinger equation

In physics, especially quantum mechanics, the Schr?dinger equation is an equation that describes how the quantum state of a physical system changes in time....
. In mathematics, functions
Function (mathematics)

The mathematical concept of a function expresses dependence between two quantities, one of which is known and the other which is produced. A function associates a single output to each input element drawn from a fixed Set , such as the real numbers , although different inputs may have the same output....
 with vanishing Laplacian are called harmonic function
Harmonic function

In mathematics, mathematical physics and the theory of stochastic processes, a harmonic function is a twice derivative function f : UR which satisfies Laplace's equation, i.e....
s; the Laplacian is at the core of Hodge theory
Hodge theory

In mathematics, Hodge theory, named after W. V. D. Hodge, is one aspect of the study of the algebraic topology of a smooth manifold M. More specifically, it works out the consequences for the cohomology groups of M, with real coefficients, of the partial differential equation theory of generalised Laplacian operators associated to a R...
 and the results of de Rham cohomology
De Rham cohomology

In mathematics, de Rham cohomology is a tool belonging both to algebraic topology and to differential topology, capable of expressing basic topological information about smooth manifolds in a form particularly adapted to computation and the concrete representation of cohomology classes....
.

Definition

The Laplace operator is a second order differential operator in the n-dimensional Euclidean space
Euclidean space

Around 300 Before Christ, the Ancient Greece mathematician Euclid undertook a study of relationships among distances and angles, first in a plane and then in space....
, defined as the divergence
Divergence

In vector calculus, the divergence is an operator that measures the magnitude of a vector field's source or sink at a given point; the divergence of a vector field is a scalar....
  of the gradient
Gradient

In vector calculus, the gradient of a scalar field is a vector field which points in the direction of the greatest rate of increase of the scalar field, and whose magnitude is the greatest rate of change....
 . Thus if f is a twice-differentiable
Derivative

In calculus, a branch of mathematics, the derivative is a measure of how a function changes as its input changes. Loosely speaking, a derivative can be thought of as how much a quantity is changing at a given point....
 real-valued function, then the Laplacian of f is defined by

   (1)

Equivalently, the Laplacian of f is the sum of all the unmixed second partial derivative
Partial derivative

In mathematics, a partial derivative of a function of several variables is its derivative with respect to one of those variables with the others held constant ....
s in the Cartesian coordinates :

   (2)

As a second-order differential operator, the Laplace operator maps Ck-functions to Ck-2-functions for k = 2. The expression (1) (or equivalently (2)) defines an operator ? : Ck(Rn) ? Ck-2(Rn), or more generally an operator ? : Ck(O) ? Ck-2(O) for any open set
Open set

In metric topology and related fields of mathematics, a Set U is called open if, intuitively speaking, starting from any point x in U one can move by a small amount in any direction and still be in the set U....
 O.

The Laplacian of a function is also the trace
Trace (linear algebra)

In linear algebra, the trace of an n-by-n square matrix A is defined to be the sum of the elements on the main diagonal of A, i.e.,...
 of the function's Hessian
Hessian matrix

In mathematics, the Hessian matrix is the square matrix of second-order partial derivatives of a function ; that is, it describes the local curvature of a function of many variables....
, a definition more accessible from linear algebra and statistics:

Motivation


Diffusion

In the physical
Physics

Physics is the natural science which examines basic concepts such as energy, force, and spacetime and all that derives from these, such as mass, charge, matter and its Motion ....
 theory of diffusion
Diffusion

Molecular diffusion, often called simply diffusion, is a net transport of molecules from a region of higher concentration to one of lower concentration by random molecular motion....
, the Laplace operator (via Laplace's equation
Laplace's equation

In mathematics, Laplace's equation is a partial differential equation named after Pierre-Simon Laplace who first studied its properties. The solutions of Laplace's equation are important in many fields of science, notably the fields of electromagnetism, astronomy, and fluid dynamics, because they describe the behavior of electric, gravitation...
) arises naturally in the mathematical description of equilibrium
Equilibrium

For the opposite, see disequilibrium.Equilibrium is the condition of a system in which competing influences are balanced and it may refer to:...
. Specifically, if u is the density at equilibrium of some quantity such as a chemical concentration, then the net flux of u through the boundary, of any smooth region V is zero, provided there is no source or sink within V:

where n is the unit normal to the boundary of V. By the divergence theorem
Divergence theorem

In vector calculus, the divergence theorem, also known as Gauss?s theorem , Ostrogradsky?s theorem , or Gauss-Ostrogradsky theorem is a result that relates the flow of a vector field through a surface to the behavior of the vector field inside the surface....
,

Since this holds for all smooth regions V, it can be shown that this implies
The left-hand side of this equation is the Laplace operator.

Energy minimization

Another motivation for the Laplacian appearing in physics is that solutions to in a region U are functions that make the energy functional
Functional (mathematics)

In mathematics, a functional is traditionally a map from a vector space to the Field underlying the vector space, which is usually the real numbers....
 stationary
Stationary point

In mathematics, particularly in calculus, a stationary point is an input to a function where the derivative is zero : where the function "stops" increasing or decreasing ....
.
To see this, suppose is a function, and is a function that vanishes on the boundary of U. Then
where the last equality follows using Green's first identity. This calculation shows that if , then E is stationary around f. Conversely, if E is stationary around f, then by the fundamental lemma of calculus of variations
Fundamental lemma of calculus of variations

In mathematics, specifically in the calculus of variations, the fundamental lemma in the calculus of variations is a lemma that is typically used to transform a problem from its weak formulation into its strong formulation ....
.

Coordinate expressions


Two dimensions

The Laplace operator in two dimensions is given by

where x and y are the standard Cartesian coordinates of the xy-plane.

In polar coordinates,

Three dimensions

In three dimensions, it is common to work with the Laplacian in a variety of different coordinate systems.

In Cartesian coordinates,

In cylindrical coordinates,

In spherical coordinates:

(here represents the polar angle
Polar angle

In geometry, the polar angle may be* one of the two coordinates of a two-dimensional polar coordinate system;* one of the three coordinates of a three-dimensional spherical coordinate system; in this case it is also called the zenith....
 and the azimuthal angle). The term can be replaced by its equivalent as well. See also the article Del in cylindrical and spherical coordinates
Del in cylindrical and spherical coordinates

This is a list of some vector calculus formulae of general use in working with various coordinate systems.See also * Orthogonal coordinates...
.

N dimensions

In spherical coordinates in dimensions, with the parametrization with and ,

where is the Laplace–Beltrami operator on the dimensional sphere, or spherical Laplacian. One can also write the term equivalently as .

As a consequence, the spherical Laplacian of a function defined on can be computed as the ordinary Laplacian of the function extended to so that it is constant along rays.

Identities

  • If f and g are functions, then the Laplacian of the product is given by


Note the special case where f is a radial function and g is a spherical harmonic
Spherical Harmonic

Spherical Harmonic is a science fiction novel from the Saga of the Skolian Empire series of books by Catherine Asaro which tells the story of Pharaoh Dyhianna Selei , ruler of the Skolian Empire, after the Radiance War fought by the Imperialate and their enemy Eubians....
, . One encounters this special case in numerous physical models. The gradient of is a radial vector and the gradient of an angular function is tangent to the radial vector, therefore

In addition, the spherical harmonics have the special property of being eigenfunction
Eigenfunction

In mathematics, an eigenfunction of a linear operator, A, defined on some function space is any non-zero function f in that space that returns from the operator exactly as is, except for a multiplicative scaling factor....
s of the angular part of the Laplacian in spherical coordinates.

Therefore,

Spectral theory

The spectrum
Spectral theory

In mathematics, spectral theory is an inclusive term for theories extending the eigenvector and eigenvalue theory of a single square matrix. The name was introduced by David Hilbert in his original formulation of Hilbert space theory, which was cast in terms of quadratic forms in infinitely many variables....
 of the Laplace operator consists of all eigenvalues ? for which there is a corresponding eigenfunction ƒ with If O is a bounded domain in Rn then the eigenfunctions of the Laplacian are an orthonormal basis
Orthonormal basis

In mathematics, an orthonormal basis of an inner product space V , is a set of mutually orthogonality vectors of magnitude 1 that span the space when infinite linear combinations are allowed....
 in the Hilbert space
Hilbert space

The mathematics concept of a Hilbert space, named after David Hilbert, generalizes the notion of Euclidean space. It extends the methods of vector algebra from the two-dimensional plane and three-dimensional space to infinite-dimensional spaces....
 L2(Ω)
Lp space

In mathematics, the Lp and lp spaces are spaces of p-integrable function, and corresponding sequence spaces....
. This result essentially follows from the spectral theorem
Spectral theorem

In mathematics, particularly linear algebra and functional analysis, the spectral theorem is any of a number of results about linear operators or about matrix_....
 on compact
Compact operator

In functional analysis, a branch of mathematics, a compact operator is a linear operator L from a Banach space X to another Banach space Y, such that the image under L of any bounded subset of X is a relatively compact subset of Y....
 self-adjoint operator
Self-adjoint operator

In mathematics, on a finite-dimensional inner product space, a self-adjoint operator is one that is its own Adjoint of an operator, or, equivalently, one whose matrix is Hermitian matrix, where a Hermitian matrix is one which is equal to its own conjugate transpose....
s, applied to the inverse of the Laplacian (which is compact, by the Poincaré inequality
Poincaré inequality

In mathematics, the Poincar? inequality is a result in the theory of Sobolev spaces, named after the France mathematician Henri Poincar?. The inequality allows one to obtain bounds on a function using bounds on its derivatives and the geometry of its domain of definition....
 and Kondrakov embedding theorem). It can also be shown that the eigenfunctions are infinitely differentiable functions. More generally, these results hold for the Laplace–Beltrami operator on any compact Riemannian manifold with boundary. When O is the n-sphere, the eigenfunctions of the Laplacian are the well-known spherical harmonics
Spherical harmonics

In mathematics, the spherical harmonics are the angular portion of an orthogonal set of solutions to Laplace's equation represented in a system of spherical coordinates....
.

Generalizations

The Laplacian can be generalized in certain ways to non-Euclidean spaces, where it may be elliptic
Elliptic operator

In mathematics, an elliptic operator is one of the major types of differential operator. It can be defined on spaces of complex-valued functions, or some more general function-like objects....
, hyperbolic, or ultrahyperbolic.

In the Minkowski space
Minkowski space

In physics and mathematics, Minkowski space is the mathematical setting in which Albert Einstein theory of special relativity is most conveniently formulated....
 the Laplacian becomes the d'Alembert operator
D'Alembert operator

In special relativity, electromagnetism and Wave, the d'Alembert operator , also called the d'Alembertian or the wave operator, is the Laplace operator of Minkowski space....
 or d'Alembertian:

The D'Alembert operator is often used to express the Klein–Gordon equation and the four-dimensional wave equation
Wave equation

The wave equation is an important second-order linear partial differential equation that describes the propagation of a variety of waves, such as sound waves, light waves and water waves....
. The signs in front of the spatial derivatives
Metric signature

The signature of a metric tensor is the number of positive and negative eigenvalues of the metric. That is, the corresponding real symmetric matrix is diagonalisation, and the diagonal entries of each sign counted....
 are negative, while they would have been positive in the Euclidean space. The additional factor of c is needed if space and time are measured in different units; a similar factor would be required if, for example, the x direction were measured in meters while the y direction were measured in centimeters. Indeed, physicists usually work in units such that c=1
Natural units

In physics, natural units are physical units of measurement defined in such a way that certain selected universal physical constants are normalized to unity; that is, their numerical value becomes exactly 1 when measured in some system of natural units....
 in order to simplify the equation.

Laplace–Beltrami operator


The Laplacian can also be generalized to an elliptic operator called the Laplace–Beltrami operator defined on a Riemannian manifold
Riemannian manifold

In Riemannian geometry, a Riemannian manifold is a real differentiable manifold M in which each tangent space is equipped with an Inner product space g in a manner which varies smoothly from point to point....
. The d'Alembert operator generalizes to a hyperbolic operator on pseudo-Riemannian manifold
Pseudo-Riemannian manifold

In differential geometry, a pseudo-Riemannian manifold is a generalization of a Riemannian manifold. It is one of many things named after Bernhard Riemann....
s. The Laplace–Beltrami operator can also be generalized to an operator (also called the Laplace–Beltrami operator) which operates on tensor field
Tensor field

In mathematics, physics and engineering, a tensor field is a very general concept of variable geometric quantity. It is used in differential geometry and the theory of manifolds, in algebraic geometry, in general relativity, in the analysis of stress and strain tensor in materials, and in numerous applications in the physical sciences and en...
s.

Another way to generalize the Laplace operator to pseudo-Riemannian manifolds is via the Laplace – de Rham operator which operates on differential form
Differential form

In the mathematics fields of differential geometry and tensor calculus, differential forms are an approach to multivariable calculus that is independent of coordinates....
s. This is then related to the Laplace–Beltrami operator by the Weitzenböck identity.

See also

  • The vector Laplacian
    Vector Laplacian

    In mathematics and physics, the vector Laplace operator, denoted by , named after Pierre-Simon Laplace, is a differential operator defined over a vector field....
     operator, a generalization of the Laplacian to vector field
    Vector field

    In mathematics a vector field is a construction in vector calculus which associates a vector to every point in a Euclidean space.Vector fields are often used in physics to model, for example, the speed and direction of a moving fluid throughout space, or the strength and direction of some force, such as the magnetic field or gravity for...
    s
  • The discrete Laplace operator
    Discrete Laplace operator

    In mathematics, the discrete Laplace operator is an analog of the continuous Laplace operator, defined so that it has meaning on a graph or a lattice ....
     is an analog of the continuous Laplacian, defined on graphs and grids.
  • The Laplacian is a common operator in image processing
    Image processing

    In electrical engineering and computer science, image processing is any form of signal processing for which the input is an , such as photographs or video frame; the output of image processing can be either an image or a set of characteristics or parameters related to the image....
     and computer vision
    Computer vision

    Computer vision is the science and technology of machines that see. As a scientific discipline, computer vision is concerned with the theory for building artificial systems that obtain information from images....
     (see the Laplacian of Gaussian, blob detector
    Blob detection

    In the area of computer vision, 'blob detection' refers to visual modules that are aimed at detecting points and/or regions in the image that are either brighter or darker than the surrounding....
    , and scale space
    Scale space

    Scale-space theory is a framework for Scale model Signal Knowledge representation developed by the computer vision, and signal processing communities with complementary motivations from physics and biological vision....
    ).
  • The list of formulas in Riemannian geometry
    List of formulas in Riemannian geometry

    This is a list of formulas encountered in Riemannian geometry....
     contains expressions for the Laplacian in terms of Christoffel symbols.
  • Weyl's lemma (Laplace equation)
    Weyl's lemma (Laplace equation)

    In mathematics, Weyl's lemma is a result that provides a "very weak" form of the Laplace equation. It is named after the Germany mathematician Hermann Weyl....
  • Earnshaw's theorem
    Earnshaw's theorem

    Earnshaw's theorem states that a collection of point charges cannot be maintained in a stable stationary mechanical equilibrium configuration solely by the electrostatic interaction of the charges....
     which shows that stable static gravitational, electrostatic or magnetic suspension is impossible
  • Other situations in which a laplacian is defined are: analysis on fractals
    Analysis on fractals

    Analysis on fractals or calculus on fractals is a generalization of Differentiable manifold to calculus on fractals.The theory describes dynamical phenomena which occur on objects modelled by fractals....
    , time scale calculus
    Time scale calculus

    In mathematics, time scale calculus is a unification of the theory of difference equations with that of differential equations. Discovered in 1988 by the German mathematician Stefan Hilger, it has applications in any field that requires simultaneous modelling of discrete and continuous data....
     and discrete exterior calculus
    Discrete exterior calculus

    In mathematics, the discrete exterior calculus or finite element exterior calculus is the extension to the method of finite element analysis of the exterior algebra of differentiable manifolds....
    .


Footnotes




External links

  • by Swapnil Sunil Jain