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	<title>Multiple comparisons problem - Revision history</title>
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		<title>en&gt;MrLinkinPark333: Disambiguated: Bethesda → Bethesda, Maryland, resampling → resampling (statistics)</title>
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		<updated>2014-02-03T04:38:44Z</updated>

		<summary type="html">&lt;p&gt;Disambiguated: &lt;a href=&quot;/index.php?title=Bethesda&amp;amp;action=edit&amp;amp;redlink=1&quot; class=&quot;new&quot; title=&quot;Bethesda (page does not exist)&quot;&gt;Bethesda&lt;/a&gt; → &lt;a href=&quot;/index.php?title=Bethesda,_Maryland&amp;amp;action=edit&amp;amp;redlink=1&quot; class=&quot;new&quot; title=&quot;Bethesda, Maryland (page does not exist)&quot;&gt;Bethesda, Maryland&lt;/a&gt;, &lt;a href=&quot;/index.php?title=Resampling&amp;amp;action=edit&amp;amp;redlink=1&quot; class=&quot;new&quot; title=&quot;Resampling (page does not exist)&quot;&gt;resampling&lt;/a&gt; → &lt;a href=&quot;/wiki/Resampling_(statistics)&quot; title=&quot;Resampling (statistics)&quot;&gt;resampling (statistics)&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;b&gt;New page&lt;/b&gt;&lt;/p&gt;&lt;div&gt;A &amp;#039;&amp;#039;&amp;#039;Riemann problem&amp;#039;&amp;#039;&amp;#039;, named after [[Bernhard Riemann]], consists of a [[conservation law]] together with [[piecewise]] constant data having a single [[Discontinuity (mathematics)|discontinuity]]. The Riemann problem&lt;br /&gt;
is very useful for the understanding of [[hyperbolic partial differential equation]]s like the [[Euler equations (fluid dynamics)|Euler equations]] because all properties, such as shocks and rarefaction waves, appear as [[Method of characteristics|characteristic]]s in the solution. It also gives an exact solution to some complex nonlinear equations, such as the [[Euler equations (fluid dynamics)|Euler equations]].&lt;br /&gt;
&lt;br /&gt;
In [[numerical analysis]], &amp;#039;&amp;#039;&amp;#039;Riemann problems&amp;#039;&amp;#039;&amp;#039; appear in a natural way in [[finite volume method]]s for the solution of equation of conservation laws due to the discreteness of the grid. For that it is widely used in [[computational fluid dynamics]] and in [[Computational Magnetohydrodynamics|MHD]] simulations. In these fields Riemann problems are calculated using [[Riemann solver]]s.&lt;br /&gt;
&lt;br /&gt;
==The Riemann problem in linearized gas dynamics==&lt;br /&gt;
As a simple example, we investigate the properties of the one dimensional Riemann problem &lt;br /&gt;
in [[gas dynamics]], which is defined by &lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt; &lt;br /&gt;
\begin{bmatrix} \rho \\ u \end{bmatrix} = \begin{bmatrix} \rho_L \\  u_L\end{bmatrix} \text{ for } x \leq 0&lt;br /&gt;
\qquad \text{and} \qquad \begin{bmatrix} \rho \\ u \end{bmatrix} = \begin{bmatrix} \rho_R \\ -u_R \end{bmatrix} \text{ for } x  &amp;gt; 0&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where &amp;#039;&amp;#039;x&amp;#039;&amp;#039;&amp;amp;nbsp;=&amp;amp;nbsp;0 separates two different states, together with the linearised gas dynamic equation (see [[gas dynamics]] for derivation)&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
\frac{\partial\rho}{\partial t} + \rho_0 \frac{\partial u}{\partial x} &amp;amp; = 0 \\[8pt]&lt;br /&gt;
\frac{\partial u}{\partial t} + \frac{a^2}{\rho_0} \frac{\partial \rho}{\partial x} &amp;amp; = 0&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
we can rewrite the above equation in conservative form &amp;lt;math&amp;gt;U_t + A(U)_x = 0&amp;lt;/math&amp;gt;:&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;&lt;br /&gt;
U = \begin{bmatrix} \rho \\ u \end{bmatrix}, \quad A = \begin{bmatrix} 0 &amp;amp; \rho_0 \\ \frac{a^2}{\rho_0} &amp;amp; 0 \end{bmatrix}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The [[eigenvalues]] of the system are the [[Method of characteristics|characteristics]] of the system&lt;br /&gt;
&amp;lt;math&amp;gt; \lambda_1 = -a, \lambda_2 = a &amp;lt;/math&amp;gt;. They give the propagation speed of the medium, including that of any discontinuity, which is the speed of sound here. The corresponding [[eigenvector]]s are&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;&lt;br /&gt;
\mathbf{e}^{(1)} = \begin{bmatrix} \rho_0 \\ -a \end{bmatrix}, \quad &lt;br /&gt;
\mathbf{e}^{(2)} = \begin{bmatrix} \rho_0 \\  a \end{bmatrix}.&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
By decomposing the left state &amp;lt;math&amp;gt;u_L&amp;lt;/math&amp;gt; in terms of the eigenvectors, we get&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;&lt;br /&gt;
U_L = \begin{bmatrix} \rho_L \\ u_L \end{bmatrix} = \alpha_1 \begin{bmatrix} \rho_0 \\ -a\end{bmatrix}  +  \alpha_2  \begin{bmatrix} \rho_0 \\ a \end{bmatrix}.&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
Now we can solve for &amp;lt;math&amp;gt;\alpha_1&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;\alpha_2&amp;lt;/math&amp;gt;:&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
\alpha_1 &amp;amp; = \frac{a \rho_L - \rho_0 u_L}{2a\rho_0} \\[8pt]&lt;br /&gt;
\alpha_2 &amp;amp; = \frac{a \rho_L + \rho_0 u_L}{2a\rho_0}&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
By doing the same for the right state we get &amp;lt;math&amp;gt;\beta_1&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;\beta_2&amp;lt;/math&amp;gt;. Which is&lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;&lt;br /&gt;
\begin{align}&lt;br /&gt;
\beta_1 &amp;amp; = \frac{a \rho_R - \rho_0 u_R}{2a\rho_0} \\[8pt]&lt;br /&gt;
\beta_2 &amp;amp; = \frac{a \rho_R + \rho_0 u_R}{2a\rho_0}&lt;br /&gt;
\end{align}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
With this, we get the final solution in the domain in between the characteristics, which is &lt;br /&gt;
&lt;br /&gt;
: &amp;lt;math&amp;gt;&lt;br /&gt;
U^* = \begin{bmatrix} \rho^* \\ u^* \end{bmatrix} = \beta_1 \begin{bmatrix} \rho_0 \\ -a\end{bmatrix}  +  \alpha_2  \begin{bmatrix} \rho_0 \\ a \end{bmatrix}&lt;br /&gt;
&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
As this is just a simple example, it still shows the basic properties. Most important the characteristics which decompose the solution into three domains. The propagation speed&lt;br /&gt;
of these two equations is equivalent to the propagations speed of the sound.&lt;br /&gt;
&lt;br /&gt;
The fastest characteristic defines the [[Courant–Friedrichs–Lewy condition|CFL]] condition, which sets the restriction for the maximum time step in a computer simulation. Generally as more conservation equations are used, the more characteristics are involved.&lt;br /&gt;
&lt;br /&gt;
==References==&lt;br /&gt;
{{reflist | colwidth=30em}}&lt;br /&gt;
*{{cite book | first=Eleuterio F.| last=Toro| year=1999 | title=Riemann Solvers and Numerical Methods for Fluid Dynamics| publisher=Springer Verlag|location=Berlin | id=ISBN 3-540-65966-8}}&lt;br /&gt;
*{{cite book | first=Randall J.| last=LeVeque| year=2004 | title=Finite-Volume Methods for Hyperbolic Problems| publisher=Cambridge University Press|location=Cambridge | id=ISBN 0-521-81087-6}}&lt;br /&gt;
&lt;br /&gt;
==See also==&lt;br /&gt;
* [[Computational fluid dynamics]]&lt;br /&gt;
* [[Computational magnetohydrodynamics]]&lt;br /&gt;
* [[Riemann solver]]&lt;br /&gt;
&lt;br /&gt;
{{DEFAULTSORT:Riemann Problem}}&lt;br /&gt;
[[Category:Hyperbolic partial differential equations]]&lt;br /&gt;
[[Category:Fluid dynamics]]&lt;br /&gt;
[[Category:Computational fluid dynamics]]&lt;/div&gt;</summary>
		<author><name>en&gt;MrLinkinPark333</name></author>
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