<?xml version="1.0"?>
<feed xmlns="http://www.w3.org/2005/Atom" xml:lang="en">
	<id>https://en.formulasearchengine.com/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=182.72.217.74</id>
	<title>formulasearchengine - User contributions [en]</title>
	<link rel="self" type="application/atom+xml" href="https://en.formulasearchengine.com/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=182.72.217.74"/>
	<link rel="alternate" type="text/html" href="https://en.formulasearchengine.com/wiki/Special:Contributions/182.72.217.74"/>
	<updated>2026-05-03T05:33:36Z</updated>
	<subtitle>User contributions</subtitle>
	<generator>MediaWiki 1.43.0-wmf.28</generator>
	<entry>
		<id>https://en.formulasearchengine.com/index.php?title=Spintronics&amp;diff=223319</id>
		<title>Spintronics</title>
		<link rel="alternate" type="text/html" href="https://en.formulasearchengine.com/index.php?title=Spintronics&amp;diff=223319"/>
		<updated>2014-12-01T03:27:38Z</updated>

		<summary type="html">&lt;p&gt;182.72.217.74: /* Ferromagnetic versus Antiferromagnetic Storage Media */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Awesome to meet you, I am Drucilla. [http://Photo.net/gallery/tag-search/search?query_string=Interviewing Interviewing] is what I do for a living. What I seriously enjoy undertaking is caving and now I have time to get on new items. My husband and I chose to reside in Connecticut but my partner wants us to transfer. Examine out the most current news on my web-site: http://www.seoportal.ro/user_detail.php?u=gbachmeie&amp;lt;br&amp;gt;&amp;lt;br&amp;gt;Also visit my web site :: [http://www.seoportal.ro/user_detail.php?u=gbachmeie Zapatillas Nike Online]&lt;/div&gt;</summary>
		<author><name>182.72.217.74</name></author>
	</entry>
	<entry>
		<id>https://en.formulasearchengine.com/index.php?title=Curvelet&amp;diff=21826</id>
		<title>Curvelet</title>
		<link rel="alternate" type="text/html" href="https://en.formulasearchengine.com/index.php?title=Curvelet&amp;diff=21826"/>
		<updated>2013-12-14T03:47:21Z</updated>

		<summary type="html">&lt;p&gt;182.72.217.74: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;In [[mathematics]], &#039;&#039;&#039;Liouville&#039;s formula&#039;&#039;&#039;, also known as the Abel-Jacobi-Liouville Identity, is an equation that expresses the [[determinant]] of a [[matrix (mathematics)#Square matrices|square-matrix]] solution of a first-order system of homogeneous [[linear differential equation]]s in terms of the sum of the diagonal coefficients of the system. The formula is named after the [[France|French]] [[mathematician]] [[Joseph Liouville]].  [[Jacobi&#039;s formula]] provides another representation of the same mathematical relationship.&lt;br /&gt;
&lt;br /&gt;
Liouville&#039;s formula is a generalization of [[Abel&#039;s identity]] and can be used to prove it. Since Liouville&#039;s formula relates the different [[linear independence|linearly independent]] solutions of the system of differential equations, it can help to find one solution from the other(s), see the example application below.&lt;br /&gt;
&lt;br /&gt;
==Statement of Liouville&#039;s formula==&lt;br /&gt;
Consider the {{math|&#039;&#039;n&#039;&#039;}}-dimensional first-order homogeneous linear differential equation&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;y&#039;=A(x)y\,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
on an [[interval (mathematics)|interval]] {{math|&#039;&#039;I&#039;&#039;}} of the [[real line]], where {{math|&#039;&#039;A&#039;&#039;(&#039;&#039;x&#039;&#039;)}} for {{math|&#039;&#039;x&#039;&#039; ∈ &#039;&#039;I&#039;&#039;}} denotes a square matrix of dimension {{math|&#039;&#039;n&#039;&#039;}} with [[real number|real]] or [[complex number|complex]] entries. Let {{math|Φ}} denote a matrix-valued solution on {{math|&#039;&#039;I&#039;&#039;}}, meaning that each {{math|Φ(&#039;&#039;x&#039;&#039;)}} is a square matrix of dimension {{math|&#039;&#039;n&#039;&#039;}} with real or complex entries and the [[matrix calculus|derivative]] satisfies&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Phi&#039;(x)=A(x)\Phi(x),\qquad x\in I.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Let&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\mathrm{tr}\,A(\xi)=\sum_{i=1}^n a_{i,i}(\xi),\qquad \xi\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
denote the [[trace (linear algebra)|trace]] of {{math|&#039;&#039;A&#039;&#039;(&#039;&#039;ξ&#039;&#039;) {{=}} (&#039;&#039;a&#039;&#039;&amp;lt;sub&amp;gt;&#039;&#039;i&#039;&#039;,&amp;amp;thinsp;&#039;&#039;j&#039;&#039;&amp;amp;thinsp;&amp;lt;/sub&amp;gt;(&#039;&#039;ξ&#039;&#039;))&amp;lt;sub&amp;gt;&#039;&#039;i&#039;&#039;,&amp;amp;thinsp;&#039;&#039;j&#039;&#039;&amp;amp;thinsp;∈&amp;amp;thinsp;{1,...,&#039;&#039;n&#039;&#039;}&amp;lt;/sub&amp;gt;}}, the sum of its diagonal entries. If the trace of {{math|&#039;&#039;A&#039;&#039;}} is a [[continuous function]], then the determinant of {{math|Φ}} satisfies&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\det\Phi(x)=\det\Phi(x_0)\,\exp\biggl(\int_{x_0}^x \mathrm{tr}\,A(\xi) \,\textrm{d}\xi\biggr)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
for all {{math|&#039;&#039;x&#039;&#039;}} and {{math|&#039;&#039;x&#039;&#039;&amp;lt;sub&amp;gt;0&amp;lt;/sub&amp;gt;}} in {{math|&#039;&#039;I&#039;&#039;}}.&lt;br /&gt;
&lt;br /&gt;
==Example application==&lt;br /&gt;
This example illustrates how Liouville&#039;s formula can help to find the general solution of a first-order system of homogeneous linear differential equations. Consider&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;y&#039;=\underbrace{\begin{pmatrix}1&amp;amp;-1/x\\1+x&amp;amp;-1\end{pmatrix}}_{=\,A(x)}y&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
on the open interval {{math|&#039;&#039;I&#039;&#039; {{=}} }}{{open-open|0,&amp;amp;thinsp;∞}}. Assume that the easy solution&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;y(x)=\begin{pmatrix}1\\x\end{pmatrix},\qquad x\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
is already found. Let&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;y(x)=\begin{pmatrix}y_1(x)\\y_2(x)\end{pmatrix}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
denote another solution, then&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Phi(x)=\begin{pmatrix}y_1(x)&amp;amp;1\\y_2(x)&amp;amp;x\end{pmatrix},\qquad x\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
is a square-matrix-valued solution of the above differential equation. Since the trace of {{math|&#039;&#039;A&#039;&#039;(&#039;&#039;x&#039;&#039;)}} is zero for all {{math|&#039;&#039;x&#039;&#039; ∈ &#039;&#039;I&#039;&#039;}}, Liouville&#039;s formula implies that the determinant&lt;br /&gt;
&lt;br /&gt;
{{NumBlk|:|&amp;lt;math&amp;gt;c_1:=\det\Phi(x)=x\,y_1(x)-y_2(x),\qquad x\in I,&amp;lt;/math&amp;gt;|{{EquationRef|1}}}}&lt;br /&gt;
&lt;br /&gt;
is actually a constant independent of {{math|&#039;&#039;x&#039;&#039;}}. Writing down the first component of the differential equation for {{math|&#039;&#039;y&#039;&#039;}}, we obtain using  ({{EquationNote|1}}) that&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;y&#039;_1(x)=y_1(x)-\frac{y_2(x)}x=\frac{x\,y_1(x)-y_2(x)}x=\frac{c_1}x,\qquad x\in I.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Therefore, by integration, we see that&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;y_1(x)=c_1\ln x+c_2,\qquad x\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
involving the [[natural logarithm]] and the [[constant of integration]] {{math|&#039;&#039;c&#039;&#039;&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt;}}. Solving equation  ({{EquationNote|1}}) for {{math|&#039;&#039;y&#039;&#039;&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt;(&#039;&#039;x&#039;&#039;)}} and substituting for {{math|&#039;&#039;y&#039;&#039;&amp;lt;sub&amp;gt;1&amp;lt;/sub&amp;gt;(&#039;&#039;x&#039;&#039;)}} gives&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;y_2(x)=x\,y_1(x)-c_1=\,c_1x\ln x+c_2x-c_1,\qquad x\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
which is the general solution for {{math|&#039;&#039;y&#039;&#039;}}. With the special choice {{math|&#039;&#039;c&#039;&#039;&amp;lt;sub&amp;gt;1&amp;lt;/sub&amp;gt; {{=}} 0}} and {{math|&#039;&#039;c&#039;&#039;&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt; {{=}} 1}} we recover the easy solution we started with, the choice {{math|&#039;&#039;c&#039;&#039;&amp;lt;sub&amp;gt;1&amp;lt;/sub&amp;gt; {{=}} 1}} and {{math|&#039;&#039;c&#039;&#039;&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt; {{=}} 0}} yields a linearly independent solution. Therefore,&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Phi(x)=\begin{pmatrix}\ln x&amp;amp;1\\x\ln x-1&amp;amp;x\end{pmatrix},\qquad x\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
is a so-called fundamental solution of the system.&lt;br /&gt;
&lt;br /&gt;
==Proof of Liouville&#039;s formula==&lt;br /&gt;
We omit the argument {{math|&#039;&#039;x&#039;&#039;}} for brevity. By the [[Leibniz formula for determinants]], the derivative of the determinant of {{math|Φ {{=}} (Φ&amp;lt;sub&amp;gt;&#039;&#039;i&#039;&#039;,&amp;amp;thinsp;&#039;&#039;j&#039;&#039;&amp;amp;thinsp;&amp;lt;/sub&amp;gt;)&amp;lt;sub&amp;gt;&#039;&#039;i&#039;&#039;,&amp;amp;thinsp;&#039;&#039;j&#039;&#039;&amp;amp;thinsp;∈&amp;amp;thinsp;{0,...,&#039;&#039;n&#039;&#039;}&amp;lt;/sub&amp;gt;}} can be calculated by differentiating one row at a time and taking the sum, i.e.&lt;br /&gt;
&lt;br /&gt;
{{NumBlk|:|&amp;lt;math&amp;gt;(\det\Phi)&#039;=\sum_{i=1}^n\det\begin{pmatrix}&lt;br /&gt;
\Phi_{1,1}&amp;amp;\Phi_{1,2}&amp;amp;\cdots&amp;amp;\Phi_{1,n}\\&lt;br /&gt;
\vdots&amp;amp;\vdots&amp;amp;&amp;amp;\vdots\\&lt;br /&gt;
\Phi&#039;_{i,1}&amp;amp;\Phi&#039;_{i,2}&amp;amp;\cdots&amp;amp;\Phi&#039;_{i,n}\\&lt;br /&gt;
\vdots&amp;amp;\vdots&amp;amp;&amp;amp;\vdots\\&lt;br /&gt;
\Phi_{n,1}&amp;amp;\Phi_{n,2}&amp;amp;\cdots&amp;amp;\Phi_{n,n}&lt;br /&gt;
\end{pmatrix}.&amp;lt;/math&amp;gt;|{{EquationRef|2}}}}&lt;br /&gt;
&lt;br /&gt;
Since the matrix-valued solution {{math|Φ}} satisfies the equation {{math|Φ&#039; = &#039;&#039;A&#039;&#039;Φ}}, we have for every entry of the matrix {{math|Φ&#039;}}&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\Phi&#039;_{i,k}=\sum_{j=1}^n a_{i,j}\Phi_{j,k}\,,\qquad i,k\in\{1,\ldots,n\},&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
or for the entire row&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;(\Phi&#039;_{i,1},\dots,\Phi&#039;_{i,n})&lt;br /&gt;
=\sum_{j=1}^n a_{i,j}(\Phi_{j,1},\ldots,\Phi_{j,n}), \qquad i\in\{1,\ldots,n\}.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
When we subtract from the {{math|&#039;&#039;i&#039;&#039;}}&amp;lt;sup&amp;gt;&amp;amp;thinsp;th&amp;lt;/sup&amp;gt; row the linear combination&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\sum_{\scriptstyle j=1\atop\scriptstyle j\not=i}^n a_{i,j}(\Phi_{j,1},\ldots,\Phi_{j,n}),&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
of all the other rows, then the value of the determinant remains unchanged, hence&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\det\begin{pmatrix}&lt;br /&gt;
\Phi_{1,1}&amp;amp;\Phi_{1,2}&amp;amp;\cdots&amp;amp;\Phi_{1,n}\\&lt;br /&gt;
\vdots&amp;amp;\vdots&amp;amp;&amp;amp;\vdots\\&lt;br /&gt;
\Phi&#039;_{i,1}&amp;amp;\Phi&#039;_{i,2}&amp;amp;\cdots&amp;amp;\Phi&#039;_{i,n}\\&lt;br /&gt;
\vdots&amp;amp;\vdots&amp;amp;&amp;amp;\vdots\\&lt;br /&gt;
\Phi_{n,1}&amp;amp;\Phi_{n,2}&amp;amp;\cdots&amp;amp;\Phi_{n,n}&lt;br /&gt;
\end{pmatrix}&lt;br /&gt;
=\det\begin{pmatrix}&lt;br /&gt;
\Phi_{1,1}&amp;amp;\Phi_{1,2}&amp;amp;\cdots&amp;amp;\Phi_{1,n}\\&lt;br /&gt;
\vdots&amp;amp;\vdots&amp;amp;&amp;amp;\vdots\\&lt;br /&gt;
a_{i,i}\Phi_{i,1}&amp;amp;a_{i,i}\Phi_{i,2}&amp;amp;\cdots&amp;amp;a_{i,i}\Phi_{i,n}\\&lt;br /&gt;
\vdots&amp;amp;\vdots&amp;amp;&amp;amp;\vdots\\&lt;br /&gt;
\Phi_{n,1}&amp;amp;\Phi_{n,2}&amp;amp;\cdots&amp;amp;\Phi_{n,n}&lt;br /&gt;
\end{pmatrix}&lt;br /&gt;
=a_{i,i}\det\Phi&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
for every {{math|&#039;&#039;i&#039;&#039; ∈ {1, . . . , &#039;&#039;n&#039;&#039;}}} by the linearity of the determinant with respect to every row. Hence&lt;br /&gt;
&lt;br /&gt;
{{NumBlk|:|&amp;lt;math&amp;gt;(\det\Phi)&#039;=\sum_{i=1}^n a_{i,i}\det\Phi=\mathrm{tr}\,A\,\det\Phi&amp;lt;/math&amp;gt;|{{EquationRef|3}}}}&lt;br /&gt;
&lt;br /&gt;
by  ({{EquationNote|2}}) and the definition of the trace. It remains to show that this representation of the derivative implies Liouville&#039;s formula.&lt;br /&gt;
&lt;br /&gt;
Fix {{math|&#039;&#039;x&#039;&#039;&amp;lt;sub&amp;gt;0&amp;lt;/sub&amp;gt; ∈ &#039;&#039;I&#039;&#039;}}. Since the trace of {{math|&#039;&#039;A&#039;&#039;}} is assumed to be continuous function on {{math|&#039;&#039;I&#039;&#039;}}, it is bounded on every closed and bounded subinterval of {{math|&#039;&#039;I&#039;&#039;}} and therefore integrable, hence &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;g(x):=\det\Phi(x) \exp\left(-\int_{x_0}^x \mathrm{tr}\,A(\xi) \,\textrm{d}\xi\right), \qquad x\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
is a well defined function. Differentiating both sides, using the product rule, the [[chain rule]], the derivative of the [[exponential function]] and the [[fundamental theorem of calculus]], we obtain&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;g&#039;(x)=\bigl((\det\Phi(x))&#039;-\det\Phi(x)\,\mathrm{tr}\,A(x)\bigr)\exp\biggl(-\int_{x_0}^x \mathrm{tr}\,A(\xi) \,\textrm{d}\xi\biggr)=0,\qquad x\in I,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
due to the derivative in  ({{EquationNote|3}}). Therefore, {{math|&#039;&#039;g&#039;&#039;}} has to be constant on {{math|&#039;&#039;I&#039;&#039;}}, because otherwise we would obtain a contradiction to the [[mean value theorem]] (applied separately to the real and imaginary part in the complex-valued case). Since {{math|&#039;&#039;g&#039;&#039;(&#039;&#039;x&#039;&#039;&amp;lt;sub&amp;gt;0&amp;lt;/sub&amp;gt;) {{=}} det Φ(&#039;&#039;x&#039;&#039;&amp;lt;sub&amp;gt;0&amp;lt;/sub&amp;gt;)}}, Liouville&#039;s formula follows by solving the definition of {{math|&#039;&#039;g&#039;&#039;}} for {{math|det Φ(&#039;&#039;x&#039;&#039;)}}.&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
* {{Citation&lt;br /&gt;
  | first = Carmen &lt;br /&gt;
  | last = Chicone&lt;br /&gt;
  | title = Ordinary Differential Equations with Applications&lt;br /&gt;
  | place = New York&lt;br /&gt;
  | publisher = Springer-Verlag&lt;br /&gt;
  | year = 2006&lt;br /&gt;
  | edition = 2&lt;br /&gt;
  | pages = 152–153&lt;br /&gt;
  | isbn = 978-0-387-30769-5&lt;br /&gt;
  | mr = 2224508&lt;br /&gt;
  | zbl = 1120.34001}}&lt;br /&gt;
* {{Citation&lt;br /&gt;
 | last = Teschl&lt;br /&gt;
 | first = Gerald&lt;br /&gt;
 | authorlink=Gerald Teschl&lt;br /&gt;
 | title = Ordinary Differential Equations and Dynamical Systems&lt;br /&gt;
 | publisher=[[American Mathematical Society]]&lt;br /&gt;
 | place = [[Providence, Rhode Island|Providence]]&lt;br /&gt;
 | year = 2012&lt;br /&gt;
 | url = http://www.mat.univie.ac.at/~gerald/ftp/book-ode/&lt;br /&gt;
 | mr = 2961944&lt;br /&gt;
 | zbl = 06054089}}&lt;br /&gt;
&lt;br /&gt;
[[Category:Mathematical identities]]&lt;br /&gt;
[[Category:Ordinary differential equations]]&lt;br /&gt;
[[Category:Articles containing proofs]]&lt;/div&gt;</summary>
		<author><name>182.72.217.74</name></author>
	</entry>
</feed>