First order coupled differential equations

In summary: Then, taking the inverse LaPlace transform of each term, you get:x = (3/2)e8t + (1/2)e4tSimilarly for y. This method is not often used in basic courses because it requires students to be adept at partial fractions but it's very useful in practice.
  • #1
knish
2
0
Hello
I'm struggling with this concept, can't seem to get my head round it or find any good reference sites or books.

I have calculated the eigen values and eigen vectors for the following matrix

5 3
1 7

Eigen values 4, 8

Eigen vectors 4: 3
-1

Eigen vectors 8: 1
1


Now need to solve these first order coupled differential equations (this is where i just go uhhh?)

dx/dt = 5x + 3y

dy/dt = x + 7y

initial conditions are x(0) = 5 and y(0) = 1


Any help or pointers would be greatly appreciated, my mind has just gone blank.

Thanks Rich (Electronic Engineer - If it aint got wires i can't do it!)
 
Physics news on Phys.org
  • #2
For the system:

[tex]\frac{dx}{dt}=5x+3y[/tex]

[tex]\frac{dy}{dt}=x+7y[/tex]

You determined the eigenvalues and eigenvectors. Thus the solution is:

[tex]\left(\begin{array}{c} x(t) \\y(t)\end{array}\right)=k_1e^{4t}
\left(\begin{array}{c} 3 \\ -1 \end{array}\right)+k_2e^{8t}
\left(\begin{array}{c} 1 \\ 1 \end{array}\right)
[/tex]

Right?

Substituting the initial conditions:

[tex]\left(\begin{array}{c} 5 \\ 1 \end{array}\right)=
k_1\left(\begin{array}{c}3 \\ -1 \end{array}\right)+
k_2\left(\begin{array}{c}1 \\ 1 \end{array}\right)
[/tex]

Now just figure out what the constants are. You know how to read this matrix stuf huh? That last one is just:

[tex] 5=3k_1+k2[/tex]

[tex] 1=-k_1+k_2[/tex]

Same dif for reading the other one.

Edit: Oh yea:

Welcome to PF and

"Differential Equations" by Blanchard, Devaney, and Hall is one DE book I use.
 
Last edited:
  • #3
If you're comfortable with the linear algebra, you could look at it like this:

You have the (matrix) differential equation x' = Ax.
You diagonalized A, giving [itex]A = P^{-1} D P[/itex].

Since A is constant, you can rewrite the equation as:

[tex]\vec{x}' = A\vec{x} = P^{-1} D P\vec{x}[/tex]
[tex]P\vec{x}' = DP\vec{x}[/tex]
[tex](P\vec{x})' = D (P\vec{x})[/tex]

Which is a pair of uncoupled differential equations in the components of Px, which is easy to solve. Once you know Px, you can compute x.


Actually, if you're comfortable with more advanced matrix manipulations, you can go from x' = Ax directly to [itex]\vec{x}(t) = e^{At} \vec{x}_0[/itex]. Of course, that requires you to know how to compute a matrix exponential. :biggrin: You have to do the same amount of work either way, though.
 
  • #4
One other releated question on this, isn't there a way to avoid using matrices and instead represent two coupled first order differential equations as one second order differential equation? I need to start working on a couple problems today and I was advised that would be the best way to attack them. Does anybody know the form for that?

~Lyuokdea
 
  • #5
Lyuokdea said:
One other releated question on this, isn't there a way to avoid using matrices and instead represent two coupled first order differential equations as one second order differential equation? I need to start working on a couple problems today and I was advised that would be the best way to attack them. Does anybody know the form for that?

~Lyuokdea

Yes, there is. I wouldn't consider it the "best way" to handle systems of equations but it is simpler and less sophisticated and so perhaps better for a beginner.

saltydog has already pointed out that the d.e.s associated with the matrix given are:
[tex]\frac{dx}{dt}=5x+3y[/tex] and
[tex]\frac{dy}{dt}=x+7y[/tex]

Differentiate that first equation again with respect to t to get
[tex]\frac{d^2x}{dt^2}= 5\frac{dx}{dt}+ 3\frac{dy}{dt}[/tex]
Replace the [tex]\frac{dy}{dt}[/tex] in that with x+ 7y:
[tex]\frac{d^2x}{dt^2}= 5\frac{dx}{dt}+ 3(x+ 7y)[/tex]
[tex]\frac{d^2x}{dt^2}= 5\frac{dx}{dt}+ 3x+ 21y[/tex]

There is still a "y" in that but from the first equation,
[tex]3y= \frac{dx}{dt}- 5x[/tex] so we have
[tex]\frac{d^2x}{dt^2}= 5\frac{dx}{dt}+ 2x+7(\frac{dx}{dt}- 5x)[/tex]
[tex]\frac{d^2x}{dt^2}= 12\frac{2x}{dt}-32x[/tex].

The characteristic equation for that is [tex]r^2= 12r- 32[/tex] exactly the same as the eivenvalue equation for the original matrix and has, of course, the same roots: 4 and 8.

The general solution for x is: x(t)= C1e4t+ C2e8.

To solve for y use [tex]3y= \frac{dx}{dt}- 5x[/tex]. Notice that you don't have to do any integration to solve that for y so you have the same "C1" and "C2" coefficients in both x and y.
 
Last edited by a moderator:
  • #6
Soooo

[tex] 5=3k_1+k2[/tex]

[tex] 1=-k_1+k_2[/tex]

That is the acctual soloution?

Thanks for your help
 
  • #7
knish said:
Soooo

[tex] 5=3k_1+k_2[/tex]

[tex] 1=-k_1+k_2[/tex]

That is the acctual soloution?

Thanks for your help

Knish . . . no dude . . . no, no. I'm disappointed you'd think that. Not in you but me for presenting the solution in a way that would make you think that's the solution. That's just the two equations used to figure out what the constants k1 and k2 are. The actual solution is:

[tex]\left(\begin{array}{c} x(t) \\y(t)\end{array}\right)=k_1e^{4t} \left(\begin{array}{c} 3 \\ -1 \end{array}\right)+k_2e^{8t} \left(\begin{array}{c} 1 \\ 1 \end{array}\right)[/tex]

That reads:

[tex]x(t)=3k_1e^{4t}+k_2e^{8t}[/tex]

[tex]y(t)=-k_1e^{4t}+k_2e^{8t}[/tex]

Now, just figure out what k1 and k2 are from the expression:

[tex]5=3k_1+k_2[/tex]

[tex]1=-k_1+k_2[/tex]
 
Last edited:
  • #8
close to saltydog' solution:

x = y' - 7y
x' = y'' - 7y'

if we put these in x' = 5x + 3y:

y'' - 12y' +32y = 0

now we have second order diff eq. a heuristic solution for y could be

y = exp(r*t)
y' = r * exp(r*t)
y'' = r^2 exp(r*t)

where r is a constant

then,

exp(r*t) {r^2 - 12r + 32} = 0

exp(r*t) cannot be zero unless t or r is minus infinity. therefore r is either 8 or 4. then you can solve the rest I believe.

one last thing: engineering is not about wires, it's technician's work. an engineer without math skills is like a butcher without a knife.
 
  • #9
The system given was:

dx/dt = 5x + 3y

dy/dt = x + 7y

initial conditions are x(0) = 5 and y(0) = 1

Another method of solution which hasn't been mentioned is LaPlace transforms. This method has the advantage of "building in" the initial conditions to the solution. Using L for the LaPlace operator, the equations become:

sL(x) - 5 = 5L(x) + 3L(y)
sL(y) -1 = L(x) + 7L(y)

(5 - s)L(x) + 3L(y) = -5
L(x) + (7-s)L(y) = -1

Easy to solve by determinants for L(x) and L(y). For example, for L(x) you get:

L(x) = (-32 + 5s) / (32 - 12s + s2) = 3/(s-4) + 2 /(s-8)

using partial fractions. So you get

x = 3e4t + 2e8t

and similarly easy for y.
 
  • #10
dx/dt = 5x + 3y ---- (1)
dy/dt = x + 7y -----(2)

For simple DEs as above, you can make equation (1) subject of y and substitute into equation (2) to obtain a 2nd order ODE. From there you can solve for x and then y.
 
  • #11
potatoteddy said:
dx/dt = 5x + 3y ---- (1)
dy/dt = x + 7y -----(2)

For simple DEs as above, you can make equation (1) subject of y and substitute into equation (2) to obtain a 2nd order ODE. From there you can solve for x and then y.
That's what I showed in the 5th post.
 
  • #12
Some references about ordinary differential equations

If you are interested in some references about solving system of linear differential equations, please refer to the post I have written here:

http://www.voofie.com/content/18/solving-system-of-first-order-linear-differential-equations-with-matrix-exponential-method/"

If you would like to learn more about differential equations, you may refer to my article, which teaches how to solve 1st order, and higher order differential equations:

http://www.voofie.com/content/6/introduction-to-differential-equation-and-solving-linear-differential-equations-using-operator-metho/"
 
Last edited by a moderator:

1. What are first order coupled differential equations?

First order coupled differential equations are a type of mathematical equation that involves two or more dependent variables that are related to each other through one or more differential equations. These equations describe how the rates of change of the dependent variables are related to each other.

2. How are first order coupled differential equations different from single differential equations?

The main difference between first order coupled differential equations and single differential equations is that coupled equations involve multiple dependent variables that are related to each other, whereas single differential equations only involve one dependent variable.

3. What are some real-world applications of first order coupled differential equations?

First order coupled differential equations are used in many fields, including physics, engineering, economics, and biology. They are commonly used to model dynamic systems such as population growth, chemical reactions, and electrical circuits.

4. What is the general solution to a first order coupled differential equation?

The general solution to a first order coupled differential equation is a set of equations that satisfy the original coupled equations. This solution can be found using various mathematical techniques, such as separation of variables, substitution, or integrating factors.

5. How are first order coupled differential equations solved numerically?

There are several numerical methods that can be used to solve first order coupled differential equations, such as the Euler method, the Runge-Kutta method, and the Adams-Bashforth method. These methods involve approximating the solution by using small time intervals and updating the values of the dependent variables at each time step.

Similar threads

  • Differential Equations
Replies
2
Views
972
  • Differential Equations
Replies
7
Views
380
Replies
7
Views
3K
  • Differential Equations
Replies
2
Views
1K
  • Differential Equations
Replies
1
Views
1K
  • Differential Equations
Replies
1
Views
741
Replies
10
Views
167
Replies
3
Views
781
  • Differential Equations
Replies
1
Views
657
  • Differential Equations
Replies
2
Views
1K
Back
Top