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		<title>Paley–Wiener theorem</title>
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		<summary type="html">&lt;p&gt;50.235.246.77: &lt;/p&gt;
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&lt;div&gt;{{Short description|Mathematical theorem}}&lt;br /&gt;
In [[mathematics]], a &#039;&#039;&#039;Paley–Wiener theorem&#039;&#039;&#039; is a theorem that relates decay properties of a function or [[distribution (mathematics)|distribution]] at infinity with [[analytic function|analyticity]] of its [[Fourier transform]].  It is named after [[Raymond Paley]] (1907–1933) and [[Norbert Wiener]] (1894–1964) who, in 1934, introduced various versions of the theorem.{{sfn | Paley | Wiener | 1934}} The original theorems did not use the language of [[generalized function|distributions]], and instead applied to [[Lp space|square-integrable functions]].  The first such theorem using distributions was due to [[Laurent Schwartz]]. These theorems heavily rely on the [[triangle inequality]] (to interchange the absolute value and integration).&lt;br /&gt;
&lt;br /&gt;
The original work by Paley and Wiener is also used as a namesake in the fields of [[control theory]] and [[harmonic analysis]]; introducing the &#039;&#039;&#039;[[Jensen%27s_formula#Applications|Paley–Wiener condition]]&#039;&#039;&#039; for [[polynomial_matrix_spectral_factorization|spectral factorization]] and the &#039;&#039;&#039;[[Riesz_sequence#Paley-Wiener_criterion|Paley–Wiener criterion]]&#039;&#039;&#039; for [[Frame_(linear_algebra)#Non-harmonic_Fourier_series|non-harmonic Fourier series]] respectively.{{sfn | Paley | Wiener | 1934|pp=14-20,100}} These are related mathematical concepts that place the decay properties of a function in context of [[stability theory|stability problems]].&lt;br /&gt;
&lt;br /&gt;
==Holomorphic Fourier transforms==&lt;br /&gt;
The classical Paley–Wiener theorems make use of the [[Holomorphic function|holomorphic]] Fourier transform on classes of [[square-integrable function]]s supported on the real line.  Formally, the idea is to take the integral defining the (inverse) Fourier transform&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;f(\zeta) = \int_{-\infty}^\infty F(x)e^{i x \zeta}\,dx&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
and allow &amp;lt;math&amp;gt;\zeta&amp;lt;/math&amp;gt; to be a [[complex number]] in the [[upper half-plane]].  One may then expect to differentiate under the integral in order to verify that the [[Cauchy–Riemann equations]] hold, and thus that &amp;lt;math&amp;gt;f&amp;lt;/math&amp;gt; defines an analytic function. However, this integral may not be well-defined, even for &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt; in &amp;lt;math&amp;gt;L^2(\mathbb{R})&amp;lt;/math&amp;gt;; indeed, since &amp;lt;math&amp;gt;\zeta&amp;lt;/math&amp;gt; is in the upper half plane, the modulus of &amp;lt;math&amp;gt;e^{ix\zeta}&amp;lt;/math&amp;gt; grows exponentially as &amp;lt;math&amp;gt;x \to -\infty&amp;lt;/math&amp;gt;; so [[Leibniz integral rule|differentiation under the integral sign]] is out of the question. One must impose further restrictions on &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt; in order to ensure that this integral is well-defined.&lt;br /&gt;
&lt;br /&gt;
The first such restriction is that &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt; be supported on &amp;lt;math&amp;gt;\mathbb{R}_+&amp;lt;/math&amp;gt;: that is, &amp;lt;math&amp;gt;F\in L^2(\mathbb{R}_+)&amp;lt;/math&amp;gt;.  The Paley–Wiener theorem now asserts the following:&amp;lt;ref&amp;gt;{{harvnb|Rudin|1987|loc=Theorem 19.2}}; {{harvnb|Strichartz|1994|loc=Theorem 7.2.4}}; {{harvnb|Yosida|1968|loc=§VI.4}}&amp;lt;/ref&amp;gt; The holomorphic Fourier transform of &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt;, defined by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;f(\zeta) = \int_0^\infty F(x) e^{i x\zeta}\, dx&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
for &amp;lt;math&amp;gt;\zeta&amp;lt;/math&amp;gt; in the [[upper half-plane]] is a holomorphic function. Moreover, by [[Plancherel&#039;s theorem]], one has&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\int_{-\infty}^\infty \left |f(\xi+i\eta) \right|^2\, d\xi \le \int_0^\infty |F(x)|^2\, dx&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
and by [[dominated convergence]], &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\lim_{\eta\to 0^+}\int_{-\infty}^\infty \left|f(\xi+i\eta)-f(\xi) \right|^2\,d\xi = 0.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Conversely, if &amp;lt;math&amp;gt;f&amp;lt;/math&amp;gt; is a holomorphic function in the upper half-plane satisfying&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\sup_{\eta&amp;gt;0} \int_{-\infty}^\infty \left |f(\xi+i\eta) \right|^2\,d\xi = C &amp;lt; \infty&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
then there exists &amp;lt;math&amp;gt;F\in L^2(\mathbb{R}_+)&amp;lt;/math&amp;gt; such that &amp;lt;math&amp;gt;f&amp;lt;/math&amp;gt; is the holomorphic Fourier transform of &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
In abstract terms, this version of the theorem explicitly describes the [[Hardy space]] [[H square|&amp;lt;math&amp;gt;H^2(\mathbb{R})&amp;lt;/math&amp;gt;]]. The theorem states that&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \mathcal{F}H^2(\mathbb{R})=L^2(\mathbb{R_+}).&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
This is a very useful result as it enables one to pass to the Fourier transform of a function in the Hardy space and perform calculations in the easily understood space &lt;br /&gt;
&amp;lt;math&amp;gt;L^2(\mathbb{R}_+)&amp;lt;/math&amp;gt; of square-integrable functions supported on the positive axis.&lt;br /&gt;
&lt;br /&gt;
By imposing the alternative restriction that &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt; be [[compact support|compactly supported]], one obtains another Paley–Wiener theorem.&amp;lt;ref&amp;gt;{{harvnb|Rudin|1987|loc=Theorem 19.3}}; {{harvnb|Strichartz|1994|loc=Theorem 7.2.1}}&amp;lt;/ref&amp;gt; Suppose that &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt; is supported in &amp;lt;math&amp;gt;[-A,A]&amp;lt;/math&amp;gt;, so that &amp;lt;math&amp;gt;F\in L^2(-A,A)&amp;lt;/math&amp;gt;.  Then the holomorphic Fourier transform&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;f(\zeta) = \int_{-A}^A F(x)e^{i x\zeta}\,dx&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
is an [[entire function]] of [[exponential type]] &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt;, meaning that there is a constant &amp;lt;math&amp;gt;C&amp;lt;/math&amp;gt; such that&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;|f(\zeta)|\le Ce^{A|\zeta|},&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
and moreover, &amp;lt;math&amp;gt;f&amp;lt;/math&amp;gt; is square-integrable over horizontal lines:&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\int_{-\infty}^{\infty} |f(\xi+i\eta)|^2\,d\xi &amp;lt; \infty.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Conversely, any entire function of exponential type &amp;lt;math&amp;gt;A&amp;lt;/math&amp;gt; which is square-integrable over horizontal lines is the holomorphic Fourier transform of an &lt;br /&gt;
&amp;lt;math&amp;gt;L^2&amp;lt;/math&amp;gt; function supported in &amp;lt;math&amp;gt;[-A,A]&amp;lt;/math&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
==Schwartz&#039;s Paley–Wiener theorem==&lt;br /&gt;
Schwartz&#039;s Paley–Wiener theorem asserts that the Fourier transform of a [[distribution (mathematics)|distribution]] of [[compact support]] on &amp;lt;math&amp;gt;\mathbb{R}^n&amp;lt;/math&amp;gt; is an [[entire function]] on &amp;lt;math&amp;gt;\mathbb{C}^n&amp;lt;/math&amp;gt; and gives estimates on its growth at infinity.  It was proven by [[Laurent Schwartz]] ([[#CITEREFSchwartz1952|1952]]). The formulation presented here is from {{harvtxt|Hörmander|1976}}.&lt;br /&gt;
&lt;br /&gt;
Generally, the Fourier transform can be defined for any [[distribution (mathematics)#Tempered distributions and Fourier transform|tempered distribution]]; moreover, any distribution of compact support &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is a tempered distribution. If &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is a distribution of compact support and &amp;lt;math&amp;gt;f&amp;lt;/math&amp;gt; is an infinitely differentiable function, the expression&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; v(f) = v(x\mapsto f(x)) &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
is well defined.&lt;br /&gt;
&lt;br /&gt;
It can be shown that the Fourier transform of &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is a function (as opposed to a general tempered distribution) given at the value &amp;lt;math&amp;gt;s&amp;lt;/math&amp;gt; by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; \hat{v}(s) = (2 \pi)^{-\frac{n}{2}} v\left(x\mapsto e^{-i \langle x, s\rangle}\right)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
and that this function can be extended to values of &amp;lt;math&amp;gt;s&amp;lt;/math&amp;gt; in the complex space &amp;lt;math&amp;gt;\mathbb{C}^n&amp;lt;/math&amp;gt;.  This extension of the Fourier transform to the complex domain is called the [[Fourier–Laplace transform]].&lt;br /&gt;
&lt;br /&gt;
{{math theorem|name=Schwartz&#039;s theorem| math_statement=An entire function &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt; on &amp;lt;math&amp;gt;\mathbb{C}^n&amp;lt;/math&amp;gt; is the Fourier–Laplace transform of a distribution &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; of compact support if and only if for all &amp;lt;math&amp;gt;z\in\mathbb{C}^n&amp;lt;/math&amp;gt;,&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; |F(z)| \leq C (1 + |z|)^{-N} e^{B|\text{Im}(z)|} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
for some constants &amp;lt;math&amp;gt;C&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;N&amp;lt;/math&amp;gt;, &amp;lt;math&amp;gt;B&amp;lt;/math&amp;gt;.  The distribution &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; in fact will be supported in the closed ball of center &amp;lt;math&amp;gt;0&amp;lt;/math&amp;gt; &lt;br /&gt;
and radius &amp;lt;math&amp;gt;B&amp;lt;/math&amp;gt;.}}&lt;br /&gt;
&lt;br /&gt;
Additional growth conditions on the entire function &amp;lt;math&amp;gt;F&amp;lt;/math&amp;gt; impose regularity properties on the distribution &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt;. &lt;br /&gt;
For instance:&amp;lt;ref&amp;gt;{{harvnb|Strichartz|1994|loc=Theorem 7.2.2}}; {{harvnb|Hörmander|1990|loc=Theorem 7.3.1}}&amp;lt;/ref&amp;gt;&lt;br /&gt;
&lt;br /&gt;
{{math theorem|math_statement= If for every positive &amp;lt;math&amp;gt;N&amp;lt;/math&amp;gt; there is a constant &amp;lt;math&amp;gt;C_N&amp;lt;/math&amp;gt; such that for all &amp;lt;math&amp;gt;z\in\mathbb{C}^n&amp;lt;/math&amp;gt;,&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; |F(z)| \leq C_N (1 + |z|)^{-N} e^{B|\mathrm{Im}(z)|} &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
then &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is an infinitely differentiable function, and vice versa.}}&lt;br /&gt;
&lt;br /&gt;
Sharper results giving good control over the [[singular support]] of &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; have been formulated by {{harvtxt|Hörmander|1990}}. In particular,&amp;lt;ref&amp;gt;{{harvnb|Hörmander|1990|loc=Theorem 7.3.8}}&amp;lt;/ref&amp;gt; let &amp;lt;math&amp;gt;K&amp;lt;/math&amp;gt; be a convex [[Compact space|compact set]] in &amp;lt;math&amp;gt;\mathbb{R}^n&amp;lt;/math&amp;gt; with supporting function &amp;lt;math&amp;gt;H&amp;lt;/math&amp;gt;, defined by&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;H(x) = \sup_{y\in K} \langle x,y\rangle.&amp;lt;/math&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
Then the singular support of &amp;lt;math&amp;gt;v&amp;lt;/math&amp;gt; is contained in &amp;lt;math&amp;gt;K&amp;lt;/math&amp;gt; [[if and only if]] there is a constant &amp;lt;math&amp;gt;N&amp;lt;/math&amp;gt; and sequence of constants &amp;lt;math&amp;gt;C_m&amp;lt;/math&amp;gt; such that&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;|\hat{v}(\zeta)| \le C_m(1+|\zeta|)^Ne^{H(\mathrm{Im}(\zeta))}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
for &amp;lt;math&amp;gt;|\mathrm{Im}(\zeta)| \le m \log(| \zeta |+1).&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Notes==&lt;br /&gt;
{{Reflist}}&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
*{{citation&lt;br /&gt;
 | first=L.&lt;br /&gt;
 | last=Hörmander&lt;br /&gt;
 | author-link=Lars Hörmander&lt;br /&gt;
 | title=Linear Partial Differential Operators, Volume 1&lt;br /&gt;
 | publisher=Springer&lt;br /&gt;
 | year=1976&lt;br /&gt;
 | isbn=978-3-540-00662-6&lt;br /&gt;
}}&lt;br /&gt;
* {{citation|first=L.|last=Hörmander|authorlink=Lars Hörmander|title=The Analysis of Linear Partial Differential Operators I|publisher=Springer Verlag|year=1990}}.&lt;br /&gt;
* {{cite book |authorlink1=Raymond Paley | authorlink2=Norbert Wiener| last=Paley | first=Raymond E. A. C. | last2=Wiener | first2=Norbert | title=Fourier Transforms in the Complex Domain | publisher=American Mathematical Soc. | publication-place=Providence, RI | date=1934 | isbn=978-0-8218-1019-4}}&lt;br /&gt;
*{{Citation | last1=Rudin | first1=Walter | author1-link=Walter Rudin | title=Real and complex analysis | publisher=[[McGraw-Hill]] | location=New York | edition=3rd | isbn=978-0-07-054234-1 |mr=924157 | year=1987}}.&lt;br /&gt;
* {{Citation | last1=Schwartz | first1=Laurent | authorlink=Laurent Schwartz | title=Transformation de Laplace des distributions |mr=0052555 | year=1952 | journal=Comm. Sém. Math. Univ. Lund [Medd. Lunds Univ. Mat. Sem.] | volume=1952 | pages=196–206}}&lt;br /&gt;
* {{citation|first=R.|last=Strichartz|year=1994|title=A Guide to Distribution Theory and Fourier Transforms|publisher=CRC Press|isbn=0-8493-8273-4}}.&lt;br /&gt;
* {{citation|first=K.|last=Yosida|authorlink=Kōsaku Yosida|title=Functional Analysis|publisher=Academic Press|year=1968}}.&lt;br /&gt;
&lt;br /&gt;
{{DEFAULTSORT:Paley-Wiener theorem}}&lt;br /&gt;
[[Category:Theorems in Fourier analysis]]&lt;br /&gt;
[[Category:Generalized functions]]&lt;br /&gt;
[[Category:Theorems in complex analysis]]&lt;br /&gt;
[[Category:Hardy spaces]]&lt;/div&gt;</summary>
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