Using Eigenvalues and Eigenvectors to solve Differential Equations

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SUMMARY

The discussion focuses on solving a system of differential equations using eigenvalues and eigenvectors. The system is represented in matrix form, leading to eigenvalues of -2 and 1, and corresponding eigenvectors. The solution involves expressing the functions x1(t) and x2(t) in terms of the exponential function, utilizing the inverse of the matrix formed by the eigenvectors. The final solution is derived by transforming the differential equation into a simpler form that can be easily solved.

PREREQUISITES
  • Understanding of differential equations and their solutions
  • Familiarity with matrix algebra and eigenvalue problems
  • Knowledge of exponential functions in the context of differential equations
  • Ability to compute matrix inverses and perform matrix multiplication
NEXT STEPS
  • Study the method of solving linear differential equations using eigenvalues and eigenvectors
  • Learn how to compute the inverse of a matrix and its applications in differential equations
  • Explore the use of the matrix exponential in solving systems of differential equations
  • Investigate the implications of initial conditions on the solutions of differential equations
USEFUL FOR

Students studying differential equations, mathematicians, and engineers looking to apply linear algebra techniques to solve dynamic systems.

beckiey
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Homework Statement



x1(t) and x2(t) are functions of t which are solutions of the system of differential equations

x(dot)1 = 4x1 + 3x2
x(dot)2 = -6x1 - 5x2

Express x1(t) and x2(t) in terms of the exponential function, given that x1(0) = 1 and x2(0) = 0

The Attempt at a Solution



I've already put this into matrix form,

4...3
-6 -5

and then

(4-λ) 3
-6 (-5-λ)

To find that the eigenvalues are -2 and 1, and then that the eigenvectors are

(a
-2a)

and

(b
-b)

but after that I'm completely stuck. I know you get into constants and such but I just can't remember how to continue.
 
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beckiey said:

Homework Statement



x1(t) and x2(t) are functions of t which are solutions of the system of differential equations

x(dot)1 = 4x1 + 3x2
x(dot)2 = -6x1 - 5x2

Express x1(t) and x2(t) in terms of the exponential function, given that x1(0) = 1 and x2(0) = 0

The Attempt at a Solution



I've already put this into matrix form,

4...3
-6 -5

and then

(4-λ) 3
-6 (-5-λ)

To find that the eigenvalues are -2 and 1, and then that the eigenvectors are

(a
-2a)

and

(b
-b)

but after that I'm completely stuck. I know you get into constants and such but I just can't remember how to continue.
You can write (a, -2a)= a(1, -2) and (b, -b) as b(1, -1). Use those vectors as columns in a matrix:
A= \begin{bmatrix}1 & 1\\ -2 & -1\end{bmatrix}
and write [begin]A^{-1}[/itex] as its inverse matrix.
Then
A^{-1}\begin{bmatrix}1 & 1 \\ -2 & -1\end{bmatrix}A= \begin{bmatrix}-2 & 0\\ 0 & 1\end{bmatrix}

Writing your differential equation as differential equation as dY/dt= BY, We can multiply on both sides by A^{-1} and write Y as Y= AX so that [math]X= A^{-1}Y[/math] and the differential equation becomes d(A^{-1}Y)/dt= dX/dt= A^{-1}BY= (A^{-1}BA) which is just
\frac{dX}{dt}= \begin{bmatrix}-2 & 0 \\ 0 & 1\end{bmatrix}X
which is easy to solve. Once you have X, then, of course, Y= AX.
 

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