<?xml version="1.0"?>
<feed xmlns="http://www.w3.org/2005/Atom" xml:lang="en">
	<id>https://en.formulasearchengine.com/w/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=64.56.250.7</id>
	<title>formulasearchengine - User contributions [en]</title>
	<link rel="self" type="application/atom+xml" href="https://en.formulasearchengine.com/w/api.php?action=feedcontributions&amp;feedformat=atom&amp;user=64.56.250.7"/>
	<link rel="alternate" type="text/html" href="https://en.formulasearchengine.com/wiki/Special:Contributions/64.56.250.7"/>
	<updated>2026-07-15T05:24:13Z</updated>
	<subtitle>User contributions</subtitle>
	<generator>MediaWiki 1.47.0-wmf.7</generator>
	<entry>
		<id>https://en.formulasearchengine.com/w/index.php?title=Competition_(biology)&amp;diff=13492</id>
		<title>Competition (biology)</title>
		<link rel="alternate" type="text/html" href="https://en.formulasearchengine.com/w/index.php?title=Competition_(biology)&amp;diff=13492"/>
		<updated>2014-01-28T03:20:31Z</updated>

		<summary type="html">&lt;p&gt;64.56.250.7: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;In [[mathematics]], a &#039;&#039;&#039;first-order partial differential equation&#039;&#039;&#039; is a [[partial differential equation]] that involves only first derivatives of the unknown function of &#039;&#039;n&#039;&#039; variables. The equation takes the form&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; F(x_1,\ldots,x_n,u,u_{x_1},\ldots u_{x_n}) =0. \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Such equations arise in the construction of characteristic surfaces for [[hyperbolic partial differential equation]]s, in the [[calculus of variations]], in some geometrical problems, and they arise in simple models for gas dynamics whose solution involves the [[method of characteristics]]. If a family of solutions&lt;br /&gt;
of a single first-order partial differential equation can be found, then additional solutions may be obtained by forming envelopes of solutions in that family. In a related procedure, general solutions may be obtained by integrating families of ordinary differential equations.&lt;br /&gt;
&lt;br /&gt;
==Characteristic surfaces for the wave equation==&lt;br /&gt;
&lt;br /&gt;
Characteristic surfaces for the [[wave equation]] are level surfaces for solutions of the equation&lt;br /&gt;
:&amp;lt;math&amp;gt; u_t^2 = c^2 \left(u_x^2 +u_y^2 + u_z^2 \right). \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
There is little loss of generality if we set &amp;lt;math&amp;gt;u_t =1&amp;lt;/math&amp;gt;: in that case &#039;&#039;u&#039;&#039; satisfies&lt;br /&gt;
:&amp;lt;math&amp;gt; u_x^2 + u_y^2 + u_z^2= \frac{1}{c^2}. \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
In vector notation, let&lt;br /&gt;
:&amp;lt;math&amp;gt; \vec x = (x,y,z) \quad \hbox{and} \quad \vec p = (u_x, u_y, u_z).\,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
A family of solutions with planes as level surfaces is given by &lt;br /&gt;
:&amp;lt;math&amp;gt; u(\vec x) = \vec p \cdot (\vec x - \vec{x_0}), \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
where&lt;br /&gt;
:&amp;lt;math&amp;gt; | \vec p \,|  = \frac{1}{c}, \quad \text{and} \quad \vec{x_0} \quad \text{is arbitrary}.\,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
If &#039;&#039;x&#039;&#039; and &#039;&#039;x&#039;&#039;&amp;lt;sub&amp;gt;0&amp;lt;/sub&amp;gt; are held fixed, the envelope of these solutions is obtained by finding a point on the sphere of radius 1/&#039;&#039;c&#039;&#039; where the value of &#039;&#039;u&#039;&#039; is stationary. This is true if &amp;lt;math&amp;gt; \vec p&amp;lt;/math&amp;gt; is parallel to &amp;lt;math&amp;gt;\vec x - \vec{x_0}&amp;lt;/math&amp;gt;. Hence the envelope has equation&lt;br /&gt;
:&amp;lt;math&amp;gt; u(\vec x) = \pm \frac{1}{c} | \vec x -\vec{x_0} \,|.&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
These solutions correspond to spheres whose radius grows or shrinks with velocity &#039;&#039;c&#039;&#039;. These are light cones in space-time.&lt;br /&gt;
&lt;br /&gt;
The initial value problem for this equation consists in specifying a level surface &#039;&#039;S&#039;&#039; where &#039;&#039;u&#039;&#039;=0 for &#039;&#039;t&#039;&#039;=0.  The solution is obtained by taking the envelope of all the spheres with centers on &#039;&#039;S&#039;&#039;, whose radii grow with velocity &#039;&#039;c&#039;&#039;. This envelope is obtained by requiring that&lt;br /&gt;
:&amp;lt;math&amp;gt; \frac{1}{c} | \vec x - \vec{x_0}\, | \quad \hbox{is stationary for} \quad \vec{x_0} \in S. \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
This condition will be satisfied if &amp;lt;math&amp;gt; | \vec x - \vec{x_0}\, |&amp;lt;/math&amp;gt; is normal to &#039;&#039;S&#039;&#039;. Thus the envelope corresponds to motion with velocity &#039;&#039;c&#039;&#039; along each normal to &#039;&#039;S&#039;&#039;. This is the &#039;&#039;&#039;Huygens&#039; construction of wave fronts&#039;&#039;&#039;: each point on &#039;&#039;S&#039;&#039; emits a spherical wave at time &#039;&#039;t&#039;&#039;=0, and the wave front at a later time &#039;&#039;t&#039;&#039; is the envelope of these spherical waves. The normals to &#039;&#039;S&#039;&#039; are the light rays.&lt;br /&gt;
&lt;br /&gt;
==Two-dimensional theory==&lt;br /&gt;
&lt;br /&gt;
The notation is relatively simple in two space dimensions, but the main ideas generalize to higher dimensions. A general first-order partial differential equation has the form&lt;br /&gt;
:&amp;lt;math&amp;gt; F(x,y,u,p,q)=0, \,&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where&lt;br /&gt;
:&amp;lt;math&amp;gt; p=u_x, \quad q=u_y. \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
A &#039;&#039;&#039;complete integral&#039;&#039;&#039; of this equation is a solution φ(&#039;&#039;x&#039;&#039;,&#039;&#039;y&#039;&#039;,&#039;&#039;u&#039;&#039;) that depends upon two parameters &#039;&#039;a&#039;&#039; and &#039;&#039;b&#039;&#039;. (There are &#039;&#039;n&#039;&#039; parameters required in the &#039;&#039;n&#039;&#039;-dimensional case.) An envelope of such solutions is obtained by choosing an arbitrary function &#039;&#039;w&#039;&#039;, setting &#039;&#039;b&#039;&#039;=&#039;&#039;w&#039;&#039;(&#039;&#039;a&#039;&#039;), and determining &#039;&#039;A&#039;&#039;(&#039;&#039;x&#039;&#039;,&#039;&#039;y&#039;&#039;,&#039;&#039;u&#039;&#039;) by requiring that the total derivative&lt;br /&gt;
:&amp;lt;math&amp;gt; \frac{d \varphi}{d a} = \varphi_a(x,y,u,A,w(A)) + w&#039;(A)\varphi_b(x,y,u,A,w(A)) =0. \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
In that case, a solution &amp;lt;math&amp;gt;u_w&amp;lt;/math&amp;gt; is also given by&lt;br /&gt;
:&amp;lt;math&amp;gt; u_w = \phi(x,y,u,A,w(A)) \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Each choice of the function &#039;&#039;w&#039;&#039; leads to a solution of the PDE. A similar process led to the construction of the light cone as a characteristic surface for the wave equation. &lt;br /&gt;
&lt;br /&gt;
If a complete integral is not available, solutions may still be obtained by solving a system of ordinary equations. To obtain this system, first note that the PDE determines a cone (analogous to the light cone) at each point: if the PDE is linear in the derivatives of &#039;&#039;u&#039;&#039; (it is quasi-linear), then the cone degenerates into a line. In the general case, the pairs (&#039;&#039;p&#039;&#039;,&#039;&#039;q&#039;&#039;) that satisfy the equation determine a family of planes at a given point:&lt;br /&gt;
:&amp;lt;math&amp;gt; u - u_0 = p(x-x_0) + q(y-y_0), \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
where&lt;br /&gt;
:&amp;lt;math&amp;gt; F(x_0,y_0,u_0,p,q) =0.\,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
The envelope of these planes is a cone, or a line if the PDE is quasi-linear. The condition for an envelope is&lt;br /&gt;
:&amp;lt;math&amp;gt; F_p\, dp + F_q \,dq =0, \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
where F is evaluated at &amp;lt;math&amp;gt; (x_0, y_0,u_0,p,q)&amp;lt;/math&amp;gt;, and &#039;&#039;dp&#039;&#039; and &#039;&#039;dq&#039;&#039; are increments of &#039;&#039;p&#039;&#039; and &#039;&#039;q&#039;&#039; that satisfy &#039;&#039;F&#039;&#039;=0. Hence the generator of the cone is a line with direction&lt;br /&gt;
:&amp;lt;math&amp;gt; dx:dy:du = F_p:F_q:(pF_p + qF_q). \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
This direction corresponds to the light rays for the wave equation.&lt;br /&gt;
To integrate differential equations along these directions, we require increments for &#039;&#039;p&#039;&#039; and &#039;&#039;q&#039;&#039; along the ray. This can be obtained by differentiating the PDE:&lt;br /&gt;
:&amp;lt;math&amp;gt; F_x +F_u p + F_p p_x + F_q p_y =0, \,&amp;lt;/math&amp;gt; &lt;br /&gt;
:&amp;lt;math&amp;gt; F_y +F_u q + F_p q_x + F_q q_y =0,\,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
Therefore the ray direction in &amp;lt;math&amp;gt;(x,y,u,p,q)&amp;lt;/math&amp;gt; space is &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt; dx:dy:du:dp:dq = F_p:F_q:(pF_p + qF_q):(-F_x-F_u p):(-F_y - F_u q). \,&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
The integration of these equations leads to a ray conoid at each point &amp;lt;math&amp;gt;(x_0,y_0,u_0)&amp;lt;/math&amp;gt;. General solutions of the PDE can then be obtained from envelopes of such conoids. &lt;br /&gt;
&lt;br /&gt;
== External links ==&lt;br /&gt;
* [http://www.scottsarra.org/shock/shock.html More detailed information on the Method of Characteristics]&lt;br /&gt;
&lt;br /&gt;
== Bibliography ==&lt;br /&gt;
&lt;br /&gt;
*R. Courant and D. Hilbert, &#039;&#039;Methods of Mathematical Physics, Vol II&#039;&#039;, Wiley (Interscience), New York, 1962.&lt;br /&gt;
* L.C. Evans, &#039;&#039;Partial Differential Equations&#039;&#039;, American Mathematical Society, Providence, 1998. ISBN 0-8218-0772-2&lt;br /&gt;
* A. D. Polyanin, V. F. Zaitsev, and A. Moussiaux, &#039;&#039;Handbook of First Order Partial Differential Equations&#039;&#039;, Taylor &amp;amp; Francis, London, 2002. ISBN 0-415-27267-X&lt;br /&gt;
* A. D. Polyanin, &#039;&#039;Handbook of Linear Partial Differential Equations for Engineers and Scientists&#039;&#039;, Chapman &amp;amp; Hall/CRC Press, Boca Raton, 2002. ISBN 1-58488-299-9&lt;br /&gt;
* Sarra, Scott &#039;&#039;The Method of Characteristics with applications to Conservation Laws&#039;&#039;,  Journal of Online Mathematics and its Applications, 2003.&lt;br /&gt;
&lt;br /&gt;
[[Category:Partial differential equations]]&lt;/div&gt;</summary>
		<author><name>64.56.250.7</name></author>
	</entry>
</feed>