General solution of a system of diff eq's.

In summary, the problem is to find the general solution of a real-valued function y'=Ay, where A is a given matrix. The first step is to find the eigenvalues of A. In this case, the eigenvalues are 1, with multiplicity 2. The next step is to find the corresponding eigenvectors. Plugging in the eigenvalue of 1 for λ yields the vector [0,0]. This is considered a trivial solution and not the eigenvector. To find the eigenvector, we set (λI-A)w=v and solve for w, giving the vector [0,1]. The solution to the system is then y=c1e^t*v+c2e^t*(
  • #1
castrodisastro
82
0

Homework Statement


Find the general solution of y'=Ay. Your answer must be a real-valued function.
[tex]A=
\begin{pmatrix}
1 & 1\\
0 & 1\\
\end{pmatrix}
[/tex]

Homework Equations




The Attempt at a Solution



The first step would be to find the eigenvalues. I forgot the name of the term but if it is "triangular"(?) then the eigenvalues are the numbers along the diagonal (I took the determinant of the matrix and it also gave me λ=1(multiplicity 2))

So the next step would be to find the eigenvector corresponding to λ=1.

Plugging 1 for λ yields...

[tex]
\begin{pmatrix}
0 & 1\\
0 & 0\\
\end{pmatrix}
\begin{pmatrix}
a\\
b\\
\end{pmatrix}=\begin{pmatrix}
0\\
0\\
\end{pmatrix}
[/tex]

[itex]\vec{v}[/itex]=[tex]
\begin{pmatrix}
a\\
b\\
\end{pmatrix}
[/tex]

This gives me b=0

So now what?

I know what I am supposed to do. I need to solve for the vector [itex]\vec{v}[/itex] in A[itex]\vec{v}[/itex]=0, but if b=0, then would [itex]\vec{v}[/itex]=

[tex]
\begin{pmatrix}
0\\
0\\
\end{pmatrix}?
[/tex]

That would make it a trivial solution, in other words, not the eigenvector.

This seems like it is the most simple problem. The professor worked another problem almost identical to this one, but he goes so fast I can only either copy the notes or follow his process, not both. In his example, he took b=0 and somehow it became the vector

[tex]
\begin{pmatrix}
1\\
0\\
\end{pmatrix}
[/tex]

I don't understand why...or maybe I wrote down the notes incorrectly.

I also know that once I solve for the eigenvector, then I can express the solution as

x=eλt[itex]\vec{v}[/itex]

Which I then have to break up into a real solution and an imaginary solution. I don't see how I would even get imaginary solutions since the eigenvalues are real numbers.

The professor and the book do not teach concepts, or attempt to help us understand what is happening with each of these processes, he just recites the process. Which doesn't give us the tools to figure things out in cases like these.

Some guidance would be much appreciated.
 
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  • #2
You have$$
\begin{bmatrix}
0 & 1\\
0 & 0
\end{bmatrix}
\begin{bmatrix}
a\\ b
\end{bmatrix}
=\begin{bmatrix}
b \\ 0
\end{bmatrix}
=\begin{bmatrix}
0 \\ 0
\end{bmatrix}
$$This tells you that ##b=0## but ##a## can be anything. Any constant works so he took ##a=1## giving$$\begin{bmatrix}
a \\
b
\end{bmatrix}=\begin{bmatrix}
1\\
0
\end{bmatrix}$$
 
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Likes 1 person
  • #3
LCKurtz said:
You have$$
\begin{bmatrix}
0 & 1\\
0 & 0
\end{bmatrix}
\begin{bmatrix}
a\\ b
\end{bmatrix}
=\begin{bmatrix}
b \\ 0
\end{bmatrix}
=\begin{bmatrix}
0 \\ 0
\end{bmatrix}
$$This tells you that ##b=0## but ##a## can be anything. Any constant works so he took ##a=1## giving$$\begin{bmatrix}
a \\
b
\end{bmatrix}=\begin{bmatrix}
1\\
0
\end{bmatrix}$$

Ok, that makes sense. So I must have missed that one sentence, IF he said it.

So then my eigenvector is

\begin{bmatrix}
1\\
0\\
\end{bmatrix}

All that is left is to find the second eigenvector, [itex]\vec{w}[/itex].

Now I set (λI-A)[itex]\vec{w}[/itex]=[itex]\vec{v}[/itex]

Solving for [itex]\vec{w}[/itex] gives me the vector

\begin{bmatrix}
0\\
1\\
\end{bmatrix}

The solution is then y=c1et[itex]\vec{v}[/itex]+c2et[itex]\vec{w}[/itex]

BUT...

There is another example in my notes that says that the general solution is

y=c1et[itex]\vec{v}[/itex]+c2et([itex]\vec{w}[/itex]+t[itex]\vec{v}[/itex])

which only happens when I have one eigenvalue (multiplicity 2) and one eigenvector. I don't know when I would have only one eigenvector. Wouldn't I be able to find a second eigenvector, as I have here, when I find one? When does this apply?

Thanks.
 
Last edited:
  • #4
castrodisastro said:
Ok, that makes sense. So I must have missed that one sentence, IF he said it.

So then my eigenvector is

\begin{bmatrix}
1\\
0\\
\end{bmatrix}

All that is left is to find the second eigenvector, [itex]\vec{w}[/itex].

Now I set (λI-A)[itex]\vec{w}[/itex]=[itex]\vec{v}[/itex]

Solving for [itex]\vec{w}[/itex] gives me the vector

\begin{bmatrix}
0\\
1\\
\end{bmatrix}

The solution is then y=c1et[itex]\vec{v}[/itex]+c2et[itex]\vec{w}[/itex]

I don't think that is correct. I don't follow that about getting a second eigenvector. When you solved the equation you only got one eigenvector, even though the eigenvalue had multiplicity 2. Sometimes that happens. Actually, in the 2x2 case, it always happens except in the trivial case where the matrix A is a constant times the identity matrix.

BUT...

There is another example in my notes that says that the general solution is

y=c1et[itex]\vec{v}[/itex]+c2et([itex]\vec{w}[/itex]+t[itex]\vec{v}[/itex])

which only happens when I have one eigenvalue (multiplicity 2) and one eigenvector. I don't know when I would have only one eigenvector. Wouldn't I be able to find a second eigenvector, as I have here, when I find one? When does this apply?

Thanks.

It applies when you only have one eigenvector, as you do in this problem. Perhaps you are confusing the condition of having one or two independent eigenvectors with whether you have two linearly independent solutions to the DE system. They aren't the same thing. In this problem you have only one eigenvector but still there are two linearly independent solutions to the DE system.
 
Last edited:
  • #5
LCKurtz said:
I don't think that is correct. I don't follow that about getting a second eigenvector. When you solved the equation you only got one eigenvector, even though the eigenvalue had multiplicity 2. Sometimes that happens. Actually, in the 2x2 case, it always happens except in the trivial case where the matrix A is a constant times the identity matrix.

I see.

LCKurtz said:
It applies when you only have one eigenvector, as you do in this problem. Perhaps you are confusing the condition of having one or two independent eigenvectors with whether you have two linearly independent solutions to the DE system. They aren't the same thing. In this problem you have only one eigenvector but still there are two linearly independent solutions to the DE system.

Would my [itex]\vec{w}[/itex] then still be the same? I assume it would just be written in the second form that I stated.
 
  • #6
I don't have access to your notes, so I can't really comment on the method you are suggesting. In general for this problem I would expect a second solution of the form$$
\vec a e^t + \vec b te^t$$which looks like it may be equivalent to what you have written. If you follow through with the methods in your notes you should be OK.

As an aside, note that your original system can be very easily solved with non matrix methods. You could do that to check your answer when you are finished.
 
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Likes 1 person
  • #7
LCKurtz said:
As an aside, note that your original system can be very easily solved with non matrix methods. You could do that to check your answer when you are finished.

Great! Thanks again.
 

Related to General solution of a system of diff eq's.

What is a general solution of a system of differential equations?

A general solution of a system of differential equations is a set of equations that satisfies all the given equations in the system. It includes all possible solutions to the system and is typically represented by a set of functions with arbitrary constants.

How is a general solution different from a particular solution?

A particular solution is a specific set of values that satisfies the given equations in the system, while a general solution includes all possible solutions with arbitrary constants. A particular solution is a subset of the general solution.

Can a general solution be found for any system of differential equations?

Yes, a general solution can be found for any system of differential equations as long as the equations are linear and have constant coefficients. However, for nonlinear systems, a general solution may not exist or may be difficult to find.

How do you verify if a set of functions is a general solution of a system of differential equations?

To verify if a set of functions is a general solution, you can substitute the functions into the equations in the system and check if they satisfy all the equations. If they do, then the set of functions is a general solution.

Can a general solution be used to solve initial value problems?

Yes, a general solution can be used to solve initial value problems by substituting the initial conditions into the set of functions and solving for the arbitrary constants. This will yield a particular solution that satisfies the given initial conditions.

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