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Differential operator

 

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Differential 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....
, a differential operator is an operator
Operator

In mathematics, an operator is a function which operates on another function. Often, an "operator" is a function which acts on functions to produce other functions ; or it may be a generalization of such a function, as in linear algebra, where some of the terminology reflects the origin of the subject in operations on the functions which ar...
 defined as a function of the differentiation
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....
 operator. It is helpful, as a matter of notation first, to consider differentiation as an abstract operation, accepting a function and returning another (in the style of a higher-order function
Higher-order function

In mathematics and computer science, higher-order functions or functional are function s which do at least one of the following:*take one or more functions as an input...
 in computer science
Computer science

Computer science is the study of the theoretical foundations of information and computation, and of practical techniques for their implementation and application in computer systems....
).

There are certainly reasons not to restrict to linear operators; for instance the Schwarzian derivative
Schwarzian derivative

In mathematics, the Schwarzian derivative is a certain operator that is invariant under all linear fractional transformations. Thus, it occurs in the theory of the complex projective line, and in particular, in the theory of modular forms and hypergeometric series....
 is a well-known non-linear operator.






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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....
, a differential operator is an operator
Operator

In mathematics, an operator is a function which operates on another function. Often, an "operator" is a function which acts on functions to produce other functions ; or it may be a generalization of such a function, as in linear algebra, where some of the terminology reflects the origin of the subject in operations on the functions which ar...
 defined as a function of the differentiation
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....
 operator. It is helpful, as a matter of notation first, to consider differentiation as an abstract operation, accepting a function and returning another (in the style of a higher-order function
Higher-order function

In mathematics and computer science, higher-order functions or functional are function s which do at least one of the following:*take one or more functions as an input...
 in computer science
Computer science

Computer science is the study of the theoretical foundations of information and computation, and of practical techniques for their implementation and application in computer systems....
).

There are certainly reasons not to restrict to linear operators; for instance the Schwarzian derivative
Schwarzian derivative

In mathematics, the Schwarzian derivative is a certain operator that is invariant under all linear fractional transformations. Thus, it occurs in the theory of the complex projective line, and in particular, in the theory of modular forms and hypergeometric series....
 is a well-known non-linear operator. Only the linear case will be addressed here.

Notations

The most commonly used differential operator is the action of taking the derivative itself. Common notations for this operator include:



where the variable with respect to which one is differentiating is clear, and


where the variable is declared explicitly.


First derivatives are signified as above, but when taking higher, nth derivatives, the following alterations are useful:







The D notation's use and creation is credited to Oliver Heaviside
Oliver Heaviside

Oliver Heaviside was a autodidact English electrical engineering, mathematician, and physicist who adapted complex numbers to the study of electrical circuits, invented mathematical techniques to the solution of differential equations , reformulated Maxwell's equations in terms of electric and magnetic forces and flux, and independently co-f...
, who considered differential operators of the form



in his study of differential equation
Differential equation

A differential equation is a mathematics equation for an unknown function of one or several variable that relates the values of the function itself and its derivatives of various orders....
s.

One of the most frequently seen differential operators is the Laplacian operator
Laplace operator

In mathematics and physics, the Laplace operator or Laplacian, denoted by   or   and named after Pierre-Simon de Laplace, is a differential operator, specifically an important case of an elliptic operator, with many applications....
, defined by

Another differential operator is the Θ operator, defined by

This is sometimes also called the homogeneity operator, because its 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 are the monomials in z:

In n variables the homogeneity operator is given by

As in one variable, the eigenspaces of Θ are the spaces of homogeneous polynomial
Homogeneous polynomial

In mathematics, a homogeneous polynomial is a polynomial whose monomials with nonzero coefficients all have thesame total degree . For example, is a homogeneous polynomial...
s.

Adjoint of an operator

Given a linear differential operator T
the adjoint of this operator
Hermitian adjoint

In mathematics, specifically in functional analysis, each linear operator on a Hilbert space has a corresponding adjoint operator.Adjoints of operators generalize conjugate transposes of square matrices to infinite-dimensional situations....
 is defined as the operator such that
where the notation is used for the scalar product or inner product. This definition therefore depends on the definition of the scalar product.

Formal adjoint in one variable


In the functional space of square integrable functions, the scalar product is defined by



If one moreover adds the condition that f or g vanishes for and , one can also define the adjoint of T by



This formula does not explicitly depend on the definition of the scalar product. It is therefore sometimes chosen as a definition of the adjoint operator. When is defined according to this formula, it is called the formal adjoint of T.

A (formally) self-adjoint
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....
 operator is an operator equal to its own (formal) adjoint.

Several variables


If Ω is a domain in Rn, and P a differential operator on Ω, then the adjoint of P is defined in L2(Ω)
Lp space

In mathematics, the Lp and lp spaces are spaces of p-integrable function, and corresponding sequence spaces....
 by duality in the analogous manner:

for all smooth L2 functions f, g. Since smooth functions are dense in L2, this defines the adjoint on a dense subset of L2: P* is a densely-defined operator
Densely-defined operator

In mathematics — specifically, in operator theory — a densely-defined operator is a type of partially-defined function ; in a topology sense, it is a linear operator that is defined "almost everywhere"....
.

Example

The Sturm-Liouville
Sturm-Liouville theory

In mathematics and its applications, a classical Sturm?Liouville equation, named after Jacques Charles Fran?ois Sturm and Joseph Liouville , is a real second-order linear differential equation of the form...
 operator is a well-known example of formal self-adjoint operator. This second order linear differential operators L can be written in the form



This property can be proven using the formal adjoint definition above.



This operator is central to Sturm-Liouville theory
Sturm-Liouville theory

In mathematics and its applications, a classical Sturm?Liouville equation, named after Jacques Charles Fran?ois Sturm and Joseph Liouville , is a real second-order linear differential equation of the form...
 where the eigenfunctions (analogues to eigenvectors) of this operator are considered.

Properties of differential operators


Differentiation is linear
Linearity of differentiation

In mathematics, the linearity of differentiation is a most fundamental property of the derivative, in differential calculus. It follows from the sum rule in differentiation and the constant factor rule in differentiation....
, i.e.,

where f and g are functions, and a is a constant.

Any polynomial in D with function coefficients is also a differential operator. We may also compose differential operators by the rule

Some care is then required: firstly any function coefficients in the operator D2 must be differentiable as many times as the application of D1 requires. To get a ring
Ring (mathematics)

In mathematics, a ring is a type of algebraic structure. There is some variation among mathematicians as to exactly what properties a ring is required to have, as described in detail below....
 of such operators we must assume derivatives of all orders of the coefficients used. Secondly, this ring will not be commutative: an operator gD isn't the same in general as Dg. In fact we have for example the relation basic 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...
:

The subring of operators that are polynomials in D with constant coefficients
Constant coefficients

In mathematics, constant coefficients is a term applied to differential operators, and also some difference operators, to signify that they contain no functions of the independent variables, other than constant functions....
 is, by contrast, commutative. It can be characterised another way: it consists of the translation-invariant operators.

The differential operators also obey the shift theorem
Shift theorem

In mathematics, the shift theorem is a theorem about polynomial differential operators and exponential functions. It permits one to eliminate, in certain cases, the exponential from under the D-operators....
.

Several variables


The same constructions can be carried out with 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, differentiation with respect to different variables giving rise to operators that commute (see symmetry of second derivatives
Symmetry of second derivatives

In mathematics, the symmetry of second derivatives refers to the possibility of interchanging the order of taking partial derivatives of a function...
).

Coordinate-independent description and relation to commutative algebra

In differential geometry and algebraic geometry
Algebraic geometry

Algebraic geometry is a branch of mathematics which, as the name suggests, combines techniques of abstract algebra, especially commutative algebra, with the language and the problems of geometry....
 it is often convenient to have a coordinate-independent description of differential operators between two vector bundle
Vector bundle

In mathematics, a vector bundle is a topology construction which makes precise the idea of a family of vector spaces parameterized by another space X : to every point x of the space X we associate a vector space V in such a way that these vector spaces fit together to form another space of the same kind as X , which is t...
s. Let and be two vector bundles over a manifold
Manifold

In mathematics, more specifically topology, a manifold is a topological space in which every point has a neighborhood which "resembles" Euclidean space....
 . An -linear mapping of sections
Vector bundle

In mathematics, a vector bundle is a topology construction which makes precise the idea of a family of vector spaces parameterized by another space X : to every point x of the space X we associate a vector space V in such a way that these vector spaces fit together to form another space of the same kind as X , which is t...
  is said to be a k-th order linear differential operator if it factors through the jet bundle
Jet bundle

In differential geometry, the jet bundle is a certain construction which makes a new smooth_manifold fiber bundle out of a given smooth fiber bundle....
 . In other words, there exists a linear mapping of vector bundles

such that

where denotes the map induced by on sections , and is the canonical (or universal) k-th order differential operator.

This just means that for a given sections
Vector bundle

In mathematics, a vector bundle is a topology construction which makes precise the idea of a family of vector spaces parameterized by another space X : to every point x of the space X we associate a vector space V in such a way that these vector spaces fit together to form another space of the same kind as X , which is t...
  of , the value of at a point is fully determined by the
k-th order infinitesimal behavior of in . In particular this implies that is determined by the germ
Sheaf (mathematics)

In mathematics, a sheaf is a tool for systematically tracking locally defined data attached to the open sets of a topological space. The data can be restricted to smaller open sets, and the data assigned to an open set is equivalent to all collections of compatible data assigned to collections of smaller open sets covering the original one....
 of in , which is expressed by saying that differential operators are local. A foundational result is the Peetre theorem
Peetre theorem

In mathematics, the Peetre theorem is a result of functional analysis that gives a characterisation of differential operators in terms of their effect on generalized function spaces, and without mentioning differentiation in explicit terms....
 showing that the converse is also true: any local operator is differential.

An equivalent, but purely algebraic description of linear differential operators is as follows: an -linear map is a
k-th order linear differential operator, if for any k+1 smooth functions we have

Here the bracket is defined as the commutator

This characterization of linear differential operators shows that they are particular mappings between modules
Module (mathematics)

In abstract algebra, the concept of a module over a ring is a generalization of the notion of vector space, where instead of requiring the scalar to lie in a field , the "scalars" may lie in an arbitrary ring....
 over a commutative algebra
Algebra (ring theory)

In mathematics, specifically in ring theory, an algebra over a commutative ring is a generalization of the concept of an associative algebra, where the base field K is replaced by a commutative ring R....
, allowing the concept to be seen as a part of commutative algebra
Commutative algebra

Commutative algebra is the branch of abstract algebra that studies commutative rings, their ideal , and module over such rings. Both algebraic geometry and algebraic number theory build on commutative algebra....
.

Examples


  • In applications to the physical sciences, operators such as the Laplace operator
    Laplace operator

    In mathematics and physics, the Laplace operator or Laplacian, denoted by   or   and named after Pierre-Simon de Laplace, is a differential operator, specifically an important case of an elliptic operator, with many applications....
     play a major role in setting up and solving partial differential equation
    Partial differential equation

    In mathematics, partial differential equations are a type of differential equation, i.e., a Relation involving an unknown Function of several independent variables and its partial derivatives with respect to those variables....
    s.


  • In differential topology
    Differential topology

    In mathematics, differential topology is the field dealing with differentiable function s on differentiable manifolds. It is closely related to differential geometry and together they make up the geometric theory of differentiable manifolds....
     the exterior derivative
    Exterior derivative

    In differential geometry, the exterior derivative extends the concept of the differential of a function, which is a form of degree zero, to differential forms of higher degree....
     and Lie derivative
    Lie derivative

    In mathematics, the Lie derivative, named after Sophus Lie by Wladyslaw Slebodzinski, evaluates the change of one vector field along the flow of another vector field....
     operators have intrinsic meaning.


  • In abstract algebra
    Abstract algebra

    Abstract algebra is the subject area of mathematics that studies algebraic structures, such as group , ring , field , module , vector spaces, and algebra over a field....
    , the concept of a derivation
    Derivation (abstract algebra)

    In abstract algebra, a derivation is a function on an algebra over a field which generalizes certain features of the derivative operator. Specifically, given an algebra A over a ring or a field F, an F-derivation is an F-linear map DA → A that satisfies Product rule:...
     allows for generalizations of differential operators which do not require the use of calculus. Frequently such generalizations are employed in algebraic geometry
    Algebraic geometry

    Algebraic geometry is a branch of mathematics which, as the name suggests, combines techniques of abstract algebra, especially commutative algebra, with the language and the problems of geometry....
     and commutative algebra
    Commutative algebra

    Commutative algebra is the branch of abstract algebra that studies commutative rings, their ideal , and module over such rings. Both algebraic geometry and algebraic number theory build on commutative algebra....
    . See also jet (mathematics)
    Jet (mathematics)

    In mathematics, the jet is an operation which takes a differentiable function f and produces a polynomial, the truncated Taylor polynomial of f, at each point of its domain....
    .


See also

  • Difference operator
    Difference operator

    In mathematics, a difference operator maps a function , , to another function, .The forward difference operatoroccurs frequently in the calculus of finite differences, where it plays a role formally similar to that of the derivative, but used in discrete circumstances....
  • Delta operator
    Delta operator

    In mathematics, a delta operator is a shift-equivariant linear transformation operator on the vector space of polynomials in a variable over a field that reduces degrees by one....
  • 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....
  • Fractional calculus
    Fractional calculus

    Fractional calculus is a branch of mathematical analysis that studies the possibility of taking real number powers, or even complex number powers, of the differential operator...
  • Invariant differential operators
    Invariant differential operators

    Invariant differential operators appear often in mathematics and theoretical physics. There is no universal definition for them and the meaning of invariance may depend on the context....