Spectrogram: Difference between revisions

From formulasearchengine
Jump to navigation Jump to search
→‎Limitations and resynthesis: linked to Instantaneous frequency
en>Tassedethe
+hatnote
 
Line 1: Line 1:
In [[mathematics]], a '''differential operator''' 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]]).


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.


==Notations==
The person who wrote the article is called Eusebio. His friends say [http://Www.Google.com/search?q=it%27s+bad&btnI=lucky it's bad] for him but what exactly he loves doing is going to be acting and he's been doing doing it for quite a while. Filing has been his profession as word spread. Massachusetts has always been his living place and his wife and kids loves it. Go to his website locate out more: http://[http://Prometeu.Net.net/ prometeu.net]<br><br>Feel free to surf to my homepage: [http://prometeu.net Clash Of Clans Hack Android No Survey]
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 ''x'' include:
 
: <math>{d \over dx},  D,\,  D_x,\,</math>  and  <math>\partial_x.</math>
 
When taking higher, ''n''th order derivatives, the operator may also be written:
 
: <math>{d^n \over dx^n},</math>  <math>D^n\,,</math>  or <math>D^n_x.\,</math>
 
The derivative of a function ''f'' of an argument ''x'' is sometimes given as either of the following:
 
: <math>[f(x)]'\,\!</math>
: <math>f'(x).\,\!</math>
 
The ''D'' notation's use and creation is credited to [[Oliver Heaviside]], who considered differential operators of the form
 
: <math>\sum_{k=0}^n c_k D^k</math>
 
in his study of [[differential equation]]s.
 
One of the most frequently seen differential operators is the [[Laplace operator|Laplacian operator]], defined by
 
:<math>\Delta=\nabla^{2}=\sum_{k=1}^n {\partial^2\over \partial x_k^2}.</math>
 
Another differential operator is the Θ operator, or [[theta operator]], defined by<ref>{{cite web|url=http://mathworld.wolfram.com/ThetaOperator.html|title=Theta Operator|author=E. W. Weisstein|accessdate=2009-06-12}}</ref>
 
:<math>\Theta = z {d \over dz}.</math>
 
This is sometimes also called the '''homogeneity operator''', because its [[eigenfunction]]s are the [[monomial]]s in ''z'':
 
:<math>\Theta (z^k) = k z^k,\quad k=0,1,2,\dots </math>
 
In ''n'' variables the homogeneity operator is given by
 
:<math>\Theta = \sum_{k=1}^n x_k \frac{\partial}{\partial x_k}.</math>
 
As in one variable, the [[eigenspace]]s of Θ are the spaces of [[homogeneous polynomial]]s.
 
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:
:<math>f \overleftarrow{\partial_x} g = g \partial_x f</math>
:<math>f \overrightarrow{\partial_x} g = f \partial_x g</math>
:<math>f \overleftrightarrow{\partial_x} g = f \partial_x g - g \partial_x f.</math>
Such a bidirectional-arrow notation is frequently used for describing the [[probability current]] of quantum mechanics.
 
==Del==
{{Main|Del}}
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's Equations]]. In three dimensional [[Cartesian coordinates]], del is defined:
 
:<math>\nabla = \mathbf{\hat{x}} {\partial \over \partial x}  + \mathbf{\hat{y}} {\partial \over \partial y} + \mathbf{\hat{z}} {\partial \over \partial z}.</math>
 
Del is used to calculate the [[gradient]], [[curl (mathematics)|curl]], [[divergence]], and [[Laplacian]] of various objects.
 
==Adjoint of an operator==
{{See also|Hermitian adjoint}}
Given a linear differential operator T
: <math>Tu = \sum_{k=0}^n a_k(x) D^k u</math>
the [[Hermitian adjoint|adjoint of this operator]] is defined as the operator <math>T^*</math> such that
: <math>\langle Tu,v \rangle = \langle u, T^*v \rangle</math>
where the notation <math>\langle\cdot,\cdot\rangle</math> 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
 
: <math>\langle f, g \rangle = \int_a^b f(x) \, \overline{g(x)} \,dx , </math>
 
where the line over ''g(x)'' denotes the complex conjugate of ''g(x)''.  If one moreover adds the condition that ''f'' or ''g'' vanishes for <math>x \to a</math> and <math>x \to b</math>, one can also define the adjoint of ''T'' by
 
: <math>T^*u = \sum_{k=0}^n (-1)^k D^k [\overline{a_k(x)}u].\,</math>
 
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 <math>T^*</math> is defined according to this formula, it is called the '''formal adjoint''' of ''T''. 
 
A (formally) '''[[self-adjoint operator|self-adjoint]]''' operator is an operator equal to its own (formal) adjoint.
 
=== Several variables ===
 
If Ω is a domain in '''R'''<sup>n</sup>, and ''P'' a differential operator on Ω, then the adjoint of ''P'' is defined in [[Lp space|''L''<sup>2</sup>(&Omega;)]] by duality in the analogous manner:
 
:<math>\langle f, P^* g\rangle_{L^2(\Omega)} = \langle P f, g\rangle_{L^2(\Omega)}</math>
 
for all smooth ''L''<sup>2</sup> functions ''f'', ''g''.  Since smooth functions are dense in ''L''<sup>2</sup>, this defines the adjoint on a dense subset of ''L''<sup>2</sup>:  P<sup>*</sup> is a [[densely-defined operator]].
 
=== Example ===
The [[Sturm&ndash;Liouville theory|Sturm&ndash;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
 
: <math>Lu = -(pu')'+qu=-(pu''+p'u')+qu=-pu''-p'u'+qu=(-p) D^2 u +(-p') D u + (q)u.\;\!</math>
 
This property can be proven using the formal adjoint definition above.
 
: <math>\begin{align}
L^*u & {} = (-1)^2 D^2 [(-p)u] + (-1)^1 D [(-p')u] + (-1)^0 (qu) \\
& {} = -D^2(pu) + D(p'u)+qu \\
& {} = -(pu)''+(p'u)'+qu \\
& {} = -p''u-2p'u'-pu''+p''u+p'u'+qu \\
& {} = -p'u'-pu''+qu \\
& {} = -(pu')'+qu \\
& {} = Lu
\end{align}</math>
 
This operator is central to [[Sturm&ndash;Liouville theory]] where the [[eigenfunctions]] (analogues to [[eigenvectors]]) of this operator are considered.
 
==Properties of differential operators==
 
Differentiation is [[linearity of differentiation|linear]], i.e.,
 
:<math>D(f+g) = (Df)+(Dg)\,</math>
 
:<math>D(af) = a(Df)\,</math>
 
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
 
:<math>(D_1 \circ D_2)(f) = D_1(D_2(f)).\,</math>
 
Some care is then required: firstly any function coefficients in the operator ''D''<sub>2</sub> must be [[differentiable]] as many times as the application of ''D''<sub>1</sub> 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 ''gD'' isn't the same in general as ''Dg''. In fact we have for example the relation basic in [[quantum mechanics]]:
 
:<math>Dx - xD = 1.\,</math>
 
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]].
 
==Several variables==
 
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]]).
 
==Coordinate-independent description==
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 ''E'' and ''F'' be two vector bundles over a [[differentiable manifold]] ''M''. An '''R'''-linear mapping of [[vector bundle|sections]] {{nowrap|''P'' : &Gamma;(''E'') &rarr; &Gamma;(''F'')}} is said to be a '''''k''th-order linear differential operator''' if it factors through the [[jet bundle]] ''J''<sup>''k''</sup>(''E'').
In other words, there exists a linear mapping of vector bundles
 
:<math>i_P: J^k(E) \rightarrow F\,</math>
 
such that
 
:<math>P = i_P\circ j^k</math>
 
where {{nowrap | ''j''<sup>''k''</sup>: &Gamma;(''E'') &rarr; &Gamma;(''J''<sup>''k''</sup>(''E''))}} is the prolongation that associates to any section of ''E'' its [[jet (mathematics)|''k''-jet]].
 
This just means that for a given [[vector bundle|sections]] ''s'' of ''E'', the value of ''P''(''s'') at a point ''x''&nbsp;&isin;&nbsp;''M'' is fully determined by the ''k''th-order infinitesimal behavior of ''s'' in ''x''. In particular this implies that ''P''(''s'')(''x'') is determined by the [[sheaf (mathematics)|germ]] of ''s'' in ''x'', 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.
 
===Relation to commutative algebra===
An equivalent, but purely algebraic description of linear differential operators is as follows: an '''R'''-linear map ''P'' is a ''k''th-order linear differential operator, if for any ''k''&nbsp;+&nbsp;1 smooth functions <math>f_0,\ldots,f_k \in C^\infty(M)</math> we have
 
:<math>[f_k,[f_{k-1},[\cdots[f_0,P]\cdots]]=0.</math>
 
Here the bracket <math>[f,P]:\Gamma(E)\rightarrow \Gamma(F)</math> is defined as the commutator
 
:<math>[f,P](s)=P(f\cdot s)-f\cdot P(s).\,</math>
 
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]].
 
==Examples==
 
* 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.
 
* In [[differential topology]] the [[exterior derivative]] and [[Lie derivative]] operators have intrinsic meaning.
 
* 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)]].
 
* In the development of [[holomorphic function]]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 derivative]]s, which are partial differential operators:
::<math> \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) \ .</math>
This approach is also used to study functions of [[several complex variables]] and functions of a [[motor variable]].
 
==History==
The conceptual step of writing a differential operator as something free-standing is attributed to [[Louis François Antoine Arbogast]] in 1800.<ref>James Gasser (editor), ''A Boole Anthology: Recent and classical studies in the logic of George Boole'' (2000), p. 169; [http://books.google.co.uk/books?id=A2Q5Yghl000C&pg=PA169 Google Books].</ref>
 
==See also==
* [[Difference operator]]
* [[Delta operator]]
* [[Elliptic operator]]
* [[Fractional calculus]]
* [[Invariant differential operator]]
* [[Differential calculus over commutative algebras]]
* [[Lagrangian system]]
* [[Spectral theory]]
* [[Energy operator]]
* [[Momentum operator]]
* [[DBAR operator]]
 
==References==
{{Reflist}}
==External links==
* {{springer|title=Differential operator|id=p/d032250}}
 
[[Category:Calculus]]
[[Category:Multivariable calculus]]
[[Category:Differential operators|*]]

Latest revision as of 21:49, 28 December 2014


The person who wrote the article is called Eusebio. His friends say it's bad for him but what exactly he loves doing is going to be acting and he's been doing doing it for quite a while. Filing has been his profession as word spread. Massachusetts has always been his living place and his wife and kids loves it. Go to his website locate out more: http://prometeu.net

Feel free to surf to my homepage: Clash Of Clans Hack Android No Survey