Systems of ODEs: Difference between revisions
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</math> | </math> | ||
where P is the coefficient matrix. | where P is the nxn coefficient matrix. | ||
= Reduce order = | |||
Given a higher order ODE, one can write it as a system of first order ODEs. | |||
For example, take the following second order linear ODE: | |||
<math> | |||
y'' + py' + qy = g | |||
</math> | |||
You can rewrite it as the following: | |||
<math> | |||
\begin{pmatrix} | |||
y_1' \\ | |||
y_2' | |||
\end{pmatrix} | |||
= | |||
\begin{pmatrix} | |||
0 & 1 \\ | |||
-q & -p | |||
\end{pmatrix} | |||
\begin{pmatrix} | |||
y_1 \\ | |||
y_2 | |||
\end{pmatrix} | |||
+ | |||
\begin{pmatrix} | |||
0 \\ | |||
g | |||
\end{pmatrix} | |||
</math> | |||
First order systems are more general than higher order scalars, in that not all first order systems can be represented as a scalar. | |||
= Initial value problem = | |||
If P(t) and '''g'''(t) are continuous, then the IVP | |||
<math> | |||
\begin{cases} | |||
\vec{x}'=P\vec{x}+g\\ | |||
\vec{x}=\vec{x}^{(0)} | |||
\end{cases} | |||
</math> | |||
has a unique solution | |||
If the results are [[linear independence (functions)|linearly independent]], it is a fundamental set of solutions for the ODE, i.e. they span the entire solution space, where all solutions can be described as | |||
<math> | |||
\vec{x}(t)=c_1\vec{x}^{(1)}+\ldots+c_k\vec{x}^{(k)}=X\vec{c} | |||
</math> | |||
Its [[Wronskian]] would be correspondingly defined as the determinant. | |||
= Classifications = | |||
* [[Homogeneous linear systems: constant coefficients]] |
Latest revision as of 15:01, 10 June 2024
An nxn system of ODEs looks like the following
In vector form, the same equation can be written as
Non-linear ODEs are very complicated (like chaos theory, three body problem, etc.). This page will focus entirely on linear systems, which can be expressed as
where P is the nxn coefficient matrix.
Reduce order
Given a higher order ODE, one can write it as a system of first order ODEs.
For example, take the following second order linear ODE:
You can rewrite it as the following:
First order systems are more general than higher order scalars, in that not all first order systems can be represented as a scalar.
Initial value problem
If P(t) and g(t) are continuous, then the IVP
has a unique solution
If the results are linearly independent, it is a fundamental set of solutions for the ODE, i.e. they span the entire solution space, where all solutions can be described as
Its Wronskian would be correspondingly defined as the determinant.