In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, a differential operator is an
operator defined as a function of the
differentiation operator. It is helpful, as a matter of notation first, to consider differentiation as an abstract operation that accepts a
function and returns another function (in the style of a
higher-order function In mathematics and computer science, a higher-order function (HOF) is a function that does at least one of the following:
* takes one or more functions as arguments (i.e. a procedural parameter, which is a parameter of a procedure that is itself ...
in
computer science
Computer science is the study of computation, information, and automation. Computer science spans Theoretical computer science, theoretical disciplines (such as algorithms, theory of computation, and information theory) to Applied science, ...
).
This article considers mainly
linear
In mathematics, the term ''linear'' is used in two distinct senses for two different properties:
* linearity of a '' function'' (or '' mapping'');
* linearity of a '' polynomial''.
An example of a linear function is the function defined by f(x) ...
differential operators, which are the most common type. However, non-linear differential operators also exist, such as the
Schwarzian derivative.
Definition
Given a nonnegative integer ''m'', an order-
linear differential operator is a map
from a
function space
In mathematics, a function space is a set of functions between two fixed sets. Often, the domain and/or codomain will have additional structure which is inherited by the function space. For example, the set of functions from any set into a ve ...
on
to another function space
that can be written as:
where
is a
multi-index of non-negative
integer
An integer is the number zero (0), a positive natural number (1, 2, 3, ...), or the negation of a positive natural number (−1, −2, −3, ...). The negations or additive inverses of the positive natural numbers are referred to as negative in ...
s,
, and for each
,
is a function on some open domain in ''n''-dimensional space. The operator
is interpreted as
Thus for a function
:
The notation
is justified (i.e., independent of order of differentiation) because of the
symmetry of second derivatives.
The polynomial ''p'' obtained by replacing partials
by variables
in ''P'' is called the total symbol of ''P''; i.e., the total symbol of ''P'' above is:
where
The highest homogeneous component of the symbol, namely,
:
is called the principal symbol of ''P''. While the total symbol is not intrinsically defined, the principal symbol is intrinsically defined (i.e., it is a function on the cotangent bundle).
More generally, let ''E'' and ''F'' be
vector bundle
In mathematics, a vector bundle is a topological construction that makes precise the idea of a family of vector spaces parameterized by another space X (for example X could be a topological space, a manifold, or an algebraic variety): to eve ...
s over a manifold ''X''. Then the linear operator
:
is a differential operator of order
if, in
local coordinates on ''X'', we have
:
where, for each
multi-index α,
is a
bundle map
In mathematics, a bundle map (or bundle morphism) is a morphism in the category of fiber bundles. There are two distinct, but closely related, notions of bundle map, depending on whether the fiber bundles in question have a common base space. T ...
, symmetric on the indices α.
The ''k''
th order coefficients of ''P'' transform as a
symmetric tensor
:
whose domain is the
tensor product
In mathematics, the tensor product V \otimes W of two vector spaces V and W (over the same field) is a vector space to which is associated a bilinear map V\times W \rightarrow V\otimes W that maps a pair (v,w),\ v\in V, w\in W to an element of ...
of the ''k''
th symmetric power of the
cotangent bundle of ''X'' with ''E'', and whose codomain is ''F''. This symmetric tensor is known as the principal symbol (or just the symbol) of ''P''.
The coordinate system ''x''
''i'' permits a local trivialization of the cotangent bundle by the coordinate differentials d''x''
''i'', which determine fiber coordinates ξ
''i''. In terms of a basis of frames ''e''
μ, ''f''
ν of ''E'' and ''F'', respectively, the differential operator ''P'' decomposes into components
:
on each section ''u'' of ''E''. Here ''P''
νμ is the scalar differential operator defined by
:
With this trivialization, the principal symbol can now be written
:
In the cotangent space over a fixed point ''x'' of ''X'', the symbol
defines a
homogeneous polynomial of degree ''k'' in
with values in
.
Fourier interpretation
A differential operator ''P'' and its symbol appear naturally in connection with the
Fourier transform
In mathematics, the Fourier transform (FT) is an integral transform that takes a function as input then outputs another function that describes the extent to which various frequencies are present in the original function. The output of the tr ...
as follows. Let ƒ be a
Schwartz function
In mathematics, Schwartz space \mathcal is the function space of all functions whose derivatives are rapidly decreasing. This space has the important property that the Fourier transform is an automorphism on this space. This property enables ...
. Then by the inverse Fourier transform,
:
This exhibits ''P'' as a
Fourier multiplier. A more general class of functions ''p''(''x'',ξ) which satisfy at most polynomial growth conditions in ξ under which this integral is well-behaved comprises the
pseudo-differential operators.
Examples
*The differential operator
is
elliptic if its symbol is invertible; that is for each nonzero
the bundle map
is invertible. On a
compact manifold
In mathematics, a closed manifold is a manifold Manifold with boundary, without boundary that is Compact space, compact.
In comparison, an open manifold is a manifold without boundary that has only ''non-compact'' components.
Examples
The onl ...
, it follows from the elliptic theory that ''P'' is a
Fredholm operator: it has finite-dimensional
kernel and cokernel.
*In the study of
hyperbolic and
parabolic partial differential equations, zeros of the principal symbol correspond to the
characteristics of the partial differential equation.
* In applications to the physical sciences, operators such as the
Laplace operator
In mathematics, the Laplace operator or Laplacian is a differential operator given by the divergence of the gradient of a Scalar field, scalar function on Euclidean space. It is usually denoted by the symbols \nabla\cdot\nabla, \nabla^2 (where \ ...
play a major role in setting up and solving
partial differential equation
In mathematics, a partial differential equation (PDE) is an equation which involves a multivariable function and one or more of its partial derivatives.
The function is often thought of as an "unknown" that solves the equation, similar to ho ...
s.
* In
differential topology, the
exterior derivative
On a differentiable manifold, the exterior derivative extends the concept of the differential of a function to differential forms of higher degree. The exterior derivative was first described in its current form by Élie Cartan in 1899. The re ...
and
Lie derivative operators have intrinsic meaning.
* In
abstract algebra
In mathematics, more specifically algebra, abstract algebra or modern algebra is the study of algebraic structures, which are set (mathematics), sets with specific operation (mathematics), operations acting on their elements. Algebraic structur ...
, the concept of a
derivation allows for generalizations of differential operators, which do not require the use of calculus. Frequently such generalizations are employed in
algebraic geometry
Algebraic geometry is a branch of mathematics which uses abstract algebraic techniques, mainly from commutative algebra, to solve geometry, geometrical problems. Classically, it studies zero of a function, zeros of multivariate polynomials; th ...
and
commutative algebra
Commutative algebra, first known as ideal theory, is the branch of algebra that studies commutative rings, their ideal (ring theory), ideals, and module (mathematics), modules over such rings. Both algebraic geometry and algebraic number theo ...
. See also
Jet (mathematics).
* In the development of
holomorphic function
In mathematics, a holomorphic function is a complex-valued function of one or more complex variables that is complex differentiable in a neighbourhood of each point in a domain in complex coordinate space . The existence of a complex de ...
s of a
complex variable ''z'' = ''x'' + ''i'' ''y'', sometimes a complex function is considered to be a function of two real variables ''x'' and ''y''. Use is made of the
Wirtinger derivatives, which are partial differential operators:
This approach is also used to study functions of
several complex variables and functions of a
motor variable.
*The differential operator
del
Del, or nabla, is an operator used in mathematics (particularly in vector calculus) as a vector differential operator, usually represented by the nabla symbol ∇. When applied to a function defined on a one-dimensional domain, it denotes ...
, also called ''nabla'', is an important
vector
Vector most often refers to:
* Euclidean vector, a quantity with a magnitude and a direction
* Disease vector, an agent that carries and transmits an infectious pathogen into another living organism
Vector may also refer to:
Mathematics a ...
differential operator. It appears frequently in
physics
Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge whi ...
in places like the differential form of
Maxwell's equations
Maxwell's equations, or Maxwell–Heaviside equations, are a set of coupled partial differential equations that, together with the Lorentz force law, form the foundation of classical electromagnetism, classical optics, Electrical network, electr ...
. In three-dimensional
Cartesian coordinates
In geometry, a Cartesian coordinate system (, ) in a plane is a coordinate system that specifies each point uniquely by a pair of real numbers called ''coordinates'', which are the signed distances to the point from two fixed perpendicular o ...
, del is defined as
:
:Del defines the
gradient
In vector calculus, the gradient of a scalar-valued differentiable function f of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p gives the direction and the rate of fastest increase. The g ...
, and is used to calculate the
curl,
divergence
In vector calculus, divergence is a vector operator that operates on a vector field, producing a scalar field giving the rate that the vector field alters the volume in an infinitesimal neighborhood of each point. (In 2D this "volume" refers to ...
, and
Laplacian
In mathematics, the Laplace operator or Laplacian is a differential operator given by the divergence of the gradient of a scalar function on Euclidean space. It is usually denoted by the symbols \nabla\cdot\nabla, \nabla^2 (where \nabla is th ...
of various objects.
*A
chiral differential operator. For now, se
History
The conceptual step of writing a differential operator as something free-standing is attributed to
Louis François Antoine Arbogast in 1800.
Notations
The most common differential operator is the action of taking the
derivative
In mathematics, the derivative is a fundamental tool that quantifies the sensitivity to change of a function's output with respect to its input. The derivative of a function of a single variable at a chosen input value, when it exists, is t ...
.
Common notations for taking the first derivative with respect to a variable ''x'' include:
:
,
,
and
.
When taking higher, ''n''th order derivatives, the operator may be written:
:
,
,
, or
.
The derivative of a function ''f'' of an
argument
An argument is a series of sentences, statements, or propositions some of which are called premises and one is the conclusion. The purpose of an argument is to give reasons for one's conclusion via justification, explanation, and/or persu ...
''x'' is sometimes given as either of the following:
:
:
The ''D'' notation's use and creation is credited to
Oliver Heaviside, who considered differential operators of the form
:
in his study of
differential equations.
One of the most frequently seen differential operators is the
Laplacian operator, defined by
:
Another differential operator is the Θ operator, or
theta operator, defined by
:
This is sometimes also called the homogeneity operator, because its
eigenfunctions are the
monomial
In mathematics, a monomial is, roughly speaking, a polynomial which has only one term. Two definitions of a monomial may be encountered:
# A monomial, also called a power product or primitive monomial, is a product of powers of variables with n ...
s in ''z'':
In ''n'' variables the homogeneity operator is given by
As in one variable, the
eigenspace
In linear algebra, an eigenvector ( ) or characteristic vector is a Vector (mathematics and physics), vector that has its direction (geometry), direction unchanged (or reversed) by a given linear map, linear transformation. More precisely, an e ...
s of Θ are the spaces of
homogeneous function
In mathematics, a homogeneous function is a function of several variables such that the following holds: If each of the function's arguments is multiplied by the same scalar (mathematics), scalar, then the function's value is multiplied by some p ...
s. (
Euler's homogeneous function theorem
In mathematics, a homogeneous function is a function of several variables such that the following holds: If each of the function's arguments is multiplied by the same scalar, then the function's value is multiplied by some power of this scalar; ...
)
In writing, following common mathematical convention, the argument of a differential operator is usually placed on the right side of the operator itself. Sometimes an alternative notation is used: The result of applying the operator to the function on the left side of the operator and on the right side of the operator, and the difference obtained when applying the differential operator to the functions on both sides, are denoted by arrows as follows:
:
:
:
Such a bidirectional-arrow notation is frequently used for describing the
probability current of quantum mechanics.
Adjoint of an operator
Given a linear differential operator
the
adjoint of this operator is defined as the operator
such that
where the notation
is used for the
scalar product or
inner product
In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, ofte ...
. This definition therefore depends on the definition of the scalar product (or inner product).
Formal adjoint in one variable
In the functional space of
square-integrable functions on a
real interval , the scalar product is defined by
where the line over ''f''(''x'') denotes the
complex conjugate
In mathematics, the complex conjugate of a complex number is the number with an equal real part and an imaginary part equal in magnitude but opposite in sign. That is, if a and b are real numbers, then the complex conjugate of a + bi is a - ...
of ''f''(''x''). If one moreover adds the condition that ''f'' or ''g'' vanishes as
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
In mathematics, an element of a *-algebra is called self-adjoint if it is the same as its adjoint (i.e. a = a^*).
Definition
Let \mathcal be a *-algebra. An element a \in \mathcal is called self-adjoint if
The set of self-adjoint elements ...
operator is an operator equal to its own (formal) adjoint.
Several variables
If Ω is a domain in R
''n'', and ''P'' a differential operator on Ω, then the adjoint of ''P'' is defined in
''L''2(Ω) by duality in the analogous manner:
:
for all smooth ''L''
2 functions ''f'', ''g''. Since smooth functions are dense in ''L''
2, this defines the adjoint on a dense subset of ''L''
2: P
* is a
densely defined operator.
Example
The
Sturm–Liouville operator is a well-known example of a formal self-adjoint operator. This second-order linear differential operator ''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 where the
eigenfunctions
In mathematics, an eigenfunction of a linear map, linear operator ''D'' defined on some function space is any non-zero function (mathematics), function f in that space that, when acted upon by ''D'', is only multiplied by some scaling factor calle ...
(analogues to
eigenvectors
In linear algebra, an eigenvector ( ) or characteristic vector is a Vector (mathematics and physics), vector that has its direction (geometry), direction unchanged (or reversed) by a given linear map, linear transformation. More precisely, an e ...
) of this operator are considered.
Properties
Differentiation is
linear
In mathematics, the term ''linear'' is used in two distinct senses for two different properties:
* linearity of a '' function'' (or '' mapping'');
* linearity of a '' polynomial''.
An example of a linear function is the function defined by f(x) ...
, i.e.
:
:
where ''f'' and ''g'' are functions, and ''a'' is a constant.
Any
polynomial
In mathematics, a polynomial is a Expression (mathematics), mathematical expression consisting of indeterminate (variable), indeterminates (also called variable (mathematics), variables) and coefficients, that involves only the operations of addit ...
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 ''D''
2 must be
differentiable as many times as the application of ''D''
1 requires. To get a
ring of such operators we must assume derivatives of all orders of the coefficients used. Secondly, this ring will not be
commutative
In mathematics, a binary operation is commutative if changing the order of the operands does not change the result. It is a fundamental property of many binary operations, and many mathematical proofs depend on it. Perhaps most familiar as a pr ...
: an operator ''gD'' isn't the same in general as ''Dg''. For example we have the relation basic in
quantum mechanics
Quantum mechanics is the fundamental physical Scientific theory, theory that describes the behavior of matter and of light; its unusual characteristics typically occur at and below the scale of atoms. Reprinted, Addison-Wesley, 1989, It is ...
:
:
The subring of operators that are polynomials in ''D'' with
constant coefficients 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.
Ring of polynomial differential operators
Ring of univariate polynomial differential operators
If ''R'' is a ring, let
be the
non-commutative polynomial ring over ''R'' in the variables ''D'' and ''X'', and ''I'' the two-sided
ideal generated by ''DX'' − ''XD'' − 1. Then the ring of univariate polynomial differential operators over ''R'' is the
quotient ring
In ring theory, a branch of abstract algebra, a quotient ring, also known as factor ring, difference ring or residue class ring, is a construction quite similar to the quotient group in group theory and to the quotient space in linear algebra. ...
. This is a
simple ring. Every element can be written in a unique way as a ''R''-linear combination of monomials of the form
. It supports an analogue of
Euclidean division of polynomials.
Differential modules over