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		<summary type="html">&lt;p&gt;37.201.192.197: /* Limitations and resynthesis */ linked to Instantaneous frequency&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;In [[mathematics]], a &#039;&#039;&#039;differential operator&#039;&#039;&#039; is an [[Operator (mathematics)|operator]] defined as a function of the [[derivative|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 [[computer science]]).&lt;br /&gt;
&lt;br /&gt;
This article considers mainly [[linear map|linear]] operators, which are the most common type. However, non-linear differential operators, such as the [[Schwarzian derivative]] also exist.&lt;br /&gt;
&lt;br /&gt;
==Notations==&lt;br /&gt;
The most common differential operator is the action of taking the [[derivative]] itself. Common notations for taking the first derivative with respect to a variable &#039;&#039;x&#039;&#039; include:&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;{d \over dx},  D,\,  D_x,\,&amp;lt;/math&amp;gt;  and  &amp;lt;math&amp;gt;\partial_x.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
When taking higher, &#039;&#039;n&#039;&#039;th order derivatives, the operator may also be written:&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;{d^n \over dx^n},&amp;lt;/math&amp;gt;  &amp;lt;math&amp;gt;D^n\,,&amp;lt;/math&amp;gt;  or &amp;lt;math&amp;gt;D^n_x.\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The derivative of a function &#039;&#039;f&#039;&#039; of an argument &#039;&#039;x&#039;&#039; is sometimes given as either of the following:&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;[f(x)]&#039;\,\!&amp;lt;/math&amp;gt;&lt;br /&gt;
: &amp;lt;math&amp;gt;f&#039;(x).\,\!&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The &#039;&#039;D&#039;&#039; notation&#039;s use and creation is credited to [[Oliver Heaviside]], who considered differential operators of the form&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;\sum_{k=0}^n c_k D^k&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
in his study of [[differential equation]]s.&lt;br /&gt;
&lt;br /&gt;
One of the most frequently seen differential operators is the [[Laplace operator|Laplacian operator]], defined by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Delta=\nabla^{2}=\sum_{k=1}^n {\partial^2\over \partial x_k^2}.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Another differential operator is the Θ operator, or [[theta operator]], defined by&amp;lt;ref&amp;gt;{{cite web|url=http://mathworld.wolfram.com/ThetaOperator.html|title=Theta Operator|author=E. W. Weisstein|accessdate=2009-06-12}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Theta = z {d \over dz}.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
This is sometimes also called the &#039;&#039;&#039;homogeneity operator&#039;&#039;&#039;, because its [[eigenfunction]]s are the [[monomial]]s in &#039;&#039;z&#039;&#039;:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Theta (z^k) = k z^k,\quad k=0,1,2,\dots &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
In &#039;&#039;n&#039;&#039; variables the homogeneity operator is given by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Theta = \sum_{k=1}^n x_k \frac{\partial}{\partial x_k}.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
As in one variable, the [[eigenspace]]s of Θ are the spaces of [[homogeneous polynomial]]s.&lt;br /&gt;
&lt;br /&gt;
The result of applying the differential to the left{{Clarify|date=February 2012}} and to the right{{Clarify|date=February 2012}}, and the difference obtained when applying the differential operator to the left and to the right, are denoted by arrows as follows:&lt;br /&gt;
:&amp;lt;math&amp;gt;f \overleftarrow{\partial_x} g = g \partial_x f&amp;lt;/math&amp;gt;&lt;br /&gt;
:&amp;lt;math&amp;gt;f \overrightarrow{\partial_x} g = f \partial_x g&amp;lt;/math&amp;gt;&lt;br /&gt;
:&amp;lt;math&amp;gt;f \overleftrightarrow{\partial_x} g = f \partial_x g - g \partial_x f.&amp;lt;/math&amp;gt;&lt;br /&gt;
Such a bidirectional-arrow notation is frequently used for describing the [[probability current]] of quantum mechanics.&lt;br /&gt;
&lt;br /&gt;
==Del==&lt;br /&gt;
{{Main|Del}}&lt;br /&gt;
The differential operator del, also called nabla operator, is an important [[Euclidean vector|vector]] differential operator. It appears frequently in [[physics]] in places like the differential form of [[Maxwell&#039;s Equations]]. In three dimensional [[Cartesian coordinates]], del is defined:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\nabla = \mathbf{\hat{x}} {\partial \over \partial x}  + \mathbf{\hat{y}} {\partial \over \partial y} + \mathbf{\hat{z}} {\partial \over \partial z}.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Del is used to calculate the [[gradient]], [[curl (mathematics)|curl]], [[divergence]], and [[Laplacian]] of various objects.&lt;br /&gt;
&lt;br /&gt;
==Adjoint of an operator==&lt;br /&gt;
{{See also|Hermitian adjoint}}&lt;br /&gt;
Given a linear differential operator T&lt;br /&gt;
: &amp;lt;math&amp;gt;Tu = \sum_{k=0}^n a_k(x) D^k u&amp;lt;/math&amp;gt;&lt;br /&gt;
the [[Hermitian adjoint|adjoint of this operator]] is defined as the operator &amp;lt;math&amp;gt;T^*&amp;lt;/math&amp;gt; such that&lt;br /&gt;
: &amp;lt;math&amp;gt;\langle Tu,v \rangle = \langle u, T^*v \rangle&amp;lt;/math&amp;gt;&lt;br /&gt;
where the notation &amp;lt;math&amp;gt;\langle\cdot,\cdot\rangle&amp;lt;/math&amp;gt; is used for the [[scalar product]] or [[inner product]].  This definition  therefore depends on the definition of the scalar product.&lt;br /&gt;
&lt;br /&gt;
=== Formal adjoint in one variable ===&lt;br /&gt;
&lt;br /&gt;
In the functional space of [[square integrable]] functions, the scalar product is defined by&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;\langle f, g \rangle = \int_a^b f(x) \, \overline{g(x)} \,dx , &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where the line over &#039;&#039;g(x)&#039;&#039; denotes the complex conjugate of &#039;&#039;g(x)&#039;&#039;.  If one moreover adds the condition that &#039;&#039;f&#039;&#039; or &#039;&#039;g&#039;&#039; vanishes for &amp;lt;math&amp;gt;x \to a&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;x \to b&amp;lt;/math&amp;gt;, one can also define the adjoint of &#039;&#039;T&#039;&#039; by&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;T^*u = \sum_{k=0}^n (-1)^k D^k [\overline{a_k(x)}u].\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
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 &amp;lt;math&amp;gt;T^*&amp;lt;/math&amp;gt; is defined according to this formula, it is called the &#039;&#039;&#039;formal adjoint&#039;&#039;&#039; of &#039;&#039;T&#039;&#039;.  &lt;br /&gt;
&lt;br /&gt;
A (formally) &#039;&#039;&#039;[[self-adjoint operator|self-adjoint]]&#039;&#039;&#039; operator is an operator equal to its own (formal) adjoint.&lt;br /&gt;
&lt;br /&gt;
=== Several variables ===&lt;br /&gt;
&lt;br /&gt;
If Ω is a domain in &#039;&#039;&#039;R&#039;&#039;&#039;&amp;lt;sup&amp;gt;n&amp;lt;/sup&amp;gt;, and &#039;&#039;P&#039;&#039; a differential operator on Ω, then the adjoint of &#039;&#039;P&#039;&#039; is defined in [[Lp space|&#039;&#039;L&#039;&#039;&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt;(&amp;amp;Omega;)]] by duality in the analogous manner:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\langle f, P^* g\rangle_{L^2(\Omega)} = \langle P f, g\rangle_{L^2(\Omega)}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
for all smooth &#039;&#039;L&#039;&#039;&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; functions &#039;&#039;f&#039;&#039;, &#039;&#039;g&#039;&#039;.  Since smooth functions are dense in &#039;&#039;L&#039;&#039;&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt;, this defines the adjoint on a dense subset of &#039;&#039;L&#039;&#039;&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt;:  P&amp;lt;sup&amp;gt;*&amp;lt;/sup&amp;gt; is a [[densely-defined operator]].&lt;br /&gt;
&lt;br /&gt;
=== Example ===&lt;br /&gt;
The [[Sturm&amp;amp;ndash;Liouville theory|Sturm&amp;amp;ndash;Liouville]] operator is a well-known example of a formal self-adjoint operator.  This second-order linear differential operator &#039;&#039;L&#039;&#039; can be written in the form&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;Lu = -(pu&#039;)&#039;+qu=-(pu&#039;&#039;+p&#039;u&#039;)+qu=-pu&#039;&#039;-p&#039;u&#039;+qu=(-p) D^2 u +(-p&#039;) D u + (q)u.\;\!&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
This property can be proven using the formal adjoint definition above.&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;\begin{align}&lt;br /&gt;
L^*u &amp;amp; {} = (-1)^2 D^2 [(-p)u] + (-1)^1 D [(-p&#039;)u] + (-1)^0 (qu) \\&lt;br /&gt;
 &amp;amp; {} = -D^2(pu) + D(p&#039;u)+qu \\&lt;br /&gt;
 &amp;amp; {} = -(pu)&#039;&#039;+(p&#039;u)&#039;+qu \\&lt;br /&gt;
 &amp;amp; {} = -p&#039;&#039;u-2p&#039;u&#039;-pu&#039;&#039;+p&#039;&#039;u+p&#039;u&#039;+qu \\&lt;br /&gt;
 &amp;amp; {} = -p&#039;u&#039;-pu&#039;&#039;+qu \\&lt;br /&gt;
 &amp;amp; {} = -(pu&#039;)&#039;+qu \\&lt;br /&gt;
 &amp;amp; {} = Lu&lt;br /&gt;
\end{align}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
This operator is central to [[Sturm&amp;amp;ndash;Liouville theory]] where the [[eigenfunctions]] (analogues to [[eigenvectors]]) of this operator are considered.&lt;br /&gt;
&lt;br /&gt;
==Properties of differential operators==&lt;br /&gt;
&lt;br /&gt;
Differentiation is [[linearity of differentiation|linear]], i.e.,&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;D(f+g) = (Df)+(Dg)\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;D(af) = a(Df)\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where &#039;&#039;f&#039;&#039; and &#039;&#039;g&#039;&#039; are functions, and &#039;&#039;a&#039;&#039; is a constant.&lt;br /&gt;
&lt;br /&gt;
Any polynomial in &#039;&#039;D&#039;&#039; with function coefficients is also a differential operator. We may also compose differential operators by the rule &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;(D_1 \circ D_2)(f) = D_1(D_2(f)).\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Some care is then required: firstly any function coefficients in the operator &#039;&#039;D&#039;&#039;&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt; must be [[differentiable]] as many times as the application of &#039;&#039;D&#039;&#039;&amp;lt;sub&amp;gt;1&amp;lt;/sub&amp;gt; requires. To get a [[ring (mathematics)|ring]] of such operators we must assume derivatives of all orders of the coefficients used. Secondly, this ring will not be [[commutative]]: an operator &#039;&#039;gD&#039;&#039; isn&#039;t the same in general as &#039;&#039;Dg&#039;&#039;. In fact we have for example the relation basic in [[quantum mechanics]]: &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;Dx - xD = 1.\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The subring of operators that are polynomials in &#039;&#039;D&#039;&#039; with [[constant coefficients]] is, by contrast, commutative. It can be characterised another way: it consists of the translation-invariant operators.&lt;br /&gt;
&lt;br /&gt;
The differential operators also obey the [[shift theorem]].&lt;br /&gt;
&lt;br /&gt;
==Several variables==&lt;br /&gt;
&lt;br /&gt;
The same constructions can be carried out with [[partial derivative]]s, differentiation with respect to different variables giving rise to operators that commute (see [[symmetry of second derivatives]]).&lt;br /&gt;
&lt;br /&gt;
==Coordinate-independent description==&lt;br /&gt;
In [[differential geometry]] and [[algebraic geometry]] it is often convenient to have a [[coordinate]]-independent description of differential operators between two [[vector bundle]]s.  Let &#039;&#039;E&#039;&#039; and &#039;&#039;F&#039;&#039; be two vector bundles over a [[differentiable manifold]] &#039;&#039;M&#039;&#039;. An &#039;&#039;&#039;R&#039;&#039;&#039;-linear mapping of [[vector bundle|sections]] {{nowrap|&#039;&#039;P&#039;&#039; : &amp;amp;Gamma;(&#039;&#039;E&#039;&#039;) &amp;amp;rarr; &amp;amp;Gamma;(&#039;&#039;F&#039;&#039;)}} is said to be a &#039;&#039;&#039;&#039;&#039;k&#039;&#039;th-order linear differential operator&#039;&#039;&#039; if it factors through the [[jet bundle]] &#039;&#039;J&#039;&#039;&amp;lt;sup&amp;gt;&#039;&#039;k&#039;&#039;&amp;lt;/sup&amp;gt;(&#039;&#039;E&#039;&#039;).&lt;br /&gt;
In other words, there exists a linear mapping of vector bundles&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;i_P: J^k(E) \rightarrow F\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
such that &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;P = i_P\circ j^k&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
where {{nowrap | &#039;&#039;j&#039;&#039;&amp;lt;sup&amp;gt;&#039;&#039;k&#039;&#039;&amp;lt;/sup&amp;gt;: &amp;amp;Gamma;(&#039;&#039;E&#039;&#039;) &amp;amp;rarr; &amp;amp;Gamma;(&#039;&#039;J&#039;&#039;&amp;lt;sup&amp;gt;&#039;&#039;k&#039;&#039;&amp;lt;/sup&amp;gt;(&#039;&#039;E&#039;&#039;))}} is the prolongation that associates to any section of &#039;&#039;E&#039;&#039; its [[jet (mathematics)|&#039;&#039;k&#039;&#039;-jet]].&lt;br /&gt;
&lt;br /&gt;
This just means that for a given [[vector bundle|sections]] &#039;&#039;s&#039;&#039; of &#039;&#039;E&#039;&#039;, the value of &#039;&#039;P&#039;&#039;(&#039;&#039;s&#039;&#039;) at a point &#039;&#039;x&#039;&#039;&amp;amp;nbsp;&amp;amp;isin;&amp;amp;nbsp;&#039;&#039;M&#039;&#039; is fully determined by the &#039;&#039;k&#039;&#039;th-order infinitesimal behavior of &#039;&#039;s&#039;&#039; in &#039;&#039;x&#039;&#039;. In particular this implies that &#039;&#039;P&#039;&#039;(&#039;&#039;s&#039;&#039;)(&#039;&#039;x&#039;&#039;) is determined by the [[sheaf (mathematics)|germ]] of &#039;&#039;s&#039;&#039; in &#039;&#039;x&#039;&#039;, which is expressed by saying that differential operators are local. A foundational result is the [[Peetre theorem]] showing that the converse is also true: any (linear) local operator is differential.&lt;br /&gt;
&lt;br /&gt;
===Relation to commutative algebra===&lt;br /&gt;
An equivalent, but purely algebraic description of linear differential operators is as follows: an &#039;&#039;&#039;R&#039;&#039;&#039;-linear map &#039;&#039;P&#039;&#039; is a &#039;&#039;k&#039;&#039;th-order linear differential operator, if for any &#039;&#039;k&#039;&#039;&amp;amp;nbsp;+&amp;amp;nbsp;1 smooth functions &amp;lt;math&amp;gt;f_0,\ldots,f_k \in C^\infty(M)&amp;lt;/math&amp;gt; we have&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;[f_k,[f_{k-1},[\cdots[f_0,P]\cdots]]=0.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Here the bracket &amp;lt;math&amp;gt;[f,P]:\Gamma(E)\rightarrow \Gamma(F)&amp;lt;/math&amp;gt; is defined as the commutator&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;[f,P](s)=P(f\cdot s)-f\cdot P(s).\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
This characterization of linear differential operators shows that they are particular mappings between [[module (mathematics)|modules]] over a commutative [[algebra (ring theory)|algebra]], allowing the concept to be seen as a part of [[commutative algebra]].&lt;br /&gt;
&lt;br /&gt;
==Examples==&lt;br /&gt;
&lt;br /&gt;
* In applications to the physical sciences, operators such as the [[Laplace operator]] play a major role in setting up and solving [[partial differential equation]]s.&lt;br /&gt;
&lt;br /&gt;
* In [[differential topology]] the [[exterior derivative]] and [[Lie derivative]] operators have intrinsic meaning.&lt;br /&gt;
&lt;br /&gt;
* In [[abstract algebra]], the concept of a [[derivation (abstract algebra)|derivation]] allows for generalizations of differential operators which do not require the use of calculus.  Frequently such generalizations are employed in [[algebraic geometry]] and [[commutative algebra]].  See also [[jet (mathematics)]].&lt;br /&gt;
&lt;br /&gt;
* In the development of [[holomorphic function]]s of a [[complex variable]] &#039;&#039;z&#039;&#039; = &#039;&#039;x&#039;&#039; + i &#039;&#039;y&#039;&#039;, sometimes a complex function is considered to be a function of two real variables &#039;&#039;x&#039;&#039; and &#039;&#039;y&#039;&#039;. Use is made of the [[Wirtinger derivative]]s, which are partial differential operators:&lt;br /&gt;
::&amp;lt;math&amp;gt; \frac{\partial}{\partial z} = \frac{1}{2} \left( \frac{\partial}{\partial x} - i \frac{\partial}{\partial y} \right) \quad,\quad \frac{\partial}{\partial\bar{z}}= \frac{1}{2} \left( \frac{\partial}{\partial x} + i \frac{\partial}{\partial y} \right) \ .&amp;lt;/math&amp;gt;&lt;br /&gt;
This approach is also used to study functions of [[several complex variables]] and functions of a [[motor variable]].&lt;br /&gt;
&lt;br /&gt;
==History==&lt;br /&gt;
The conceptual step of writing a differential operator as something free-standing is attributed to [[Louis François Antoine Arbogast]] in 1800.&amp;lt;ref&amp;gt;James Gasser (editor), &#039;&#039;A Boole Anthology: Recent and classical studies in the logic of George Boole&#039;&#039; (2000), p. 169; [http://books.google.co.uk/books?id=A2Q5Yghl000C&amp;amp;pg=PA169 Google Books].&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
* [[Difference operator]]&lt;br /&gt;
* [[Delta operator]]&lt;br /&gt;
* [[Elliptic operator]]&lt;br /&gt;
* [[Fractional calculus]]&lt;br /&gt;
* [[Invariant differential operator]]&lt;br /&gt;
* [[Differential calculus over commutative algebras]]&lt;br /&gt;
* [[Lagrangian system]]&lt;br /&gt;
* [[Spectral theory]]&lt;br /&gt;
* [[Energy operator]] &lt;br /&gt;
* [[Momentum operator]]&lt;br /&gt;
* [[DBAR operator]]&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{Reflist}}&lt;br /&gt;
==External links==&lt;br /&gt;
* {{springer|title=Differential operator|id=p/d032250}}&lt;br /&gt;
&lt;br /&gt;
[[Category:Calculus]]&lt;br /&gt;
[[Category:Multivariable calculus]]&lt;br /&gt;
[[Category:Differential operators|*]]&lt;/div&gt;</summary>
		<author><name>37.201.192.197</name></author>
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