Math Problem Statement

Which of the following is the general solution of dY/dt = AY with A = [[7, 10], [-5, -8]]?

Solution

The problem asks to find the general solution of the differential equation:

dYdt=AY\frac{dY}{dt} = AY

where:

A=[71058]A = \begin{bmatrix} 7 & 10 \\ -5 & -8 \end{bmatrix}

This is a system of first-order linear differential equations. The general solution to such a system involves finding the eigenvalues and eigenvectors of matrix AA, and then using them to construct the solution.

Step 1: Find the eigenvalues of matrix AA

To find the eigenvalues, we solve the characteristic equation:

det(AλI)=0\det(A - \lambda I) = 0

where II is the identity matrix and λ\lambda is an eigenvalue. For this matrix:

AλI=[7λ1058λ]A - \lambda I = \begin{bmatrix} 7 - \lambda & 10 \\ -5 & -8 - \lambda \end{bmatrix}

The determinant is:

det(AλI)=(7λ)(8λ)(5)(10)\det(A - \lambda I) = (7 - \lambda)(-8 - \lambda) - (-5)(10)

Expanding this:

det(AλI)=(7λ)(8λ)+50\det(A - \lambda I) = (7 - \lambda)(-8 - \lambda) + 50

=λ2+λ56+50=λ2+λ6= \lambda^2 + \lambda - 56 + 50 = \lambda^2 + \lambda - 6

The characteristic equation is:

λ2+λ6=0\lambda^2 + \lambda - 6 = 0

Factoring this:

(λ2)(λ+3)=0(\lambda - 2)(\lambda + 3) = 0

Thus, the eigenvalues are λ1=2\lambda_1 = 2 and λ2=3\lambda_2 = -3.

Step 2: Find the eigenvectors

For each eigenvalue, we solve (AλI)v=0(A - \lambda I)v = 0 to find the corresponding eigenvector.

For λ1=2\lambda_1 = 2:

A2I=[510510]A - 2I = \begin{bmatrix} 5 & 10 \\ -5 & -10 \end{bmatrix}

Solving (A2I)v=0(A - 2I)v = 0, we get:

5x+10y=0y=12x5x + 10y = 0 \quad \Rightarrow \quad y = -\frac{1}{2}x

Thus, the eigenvector corresponding to λ1=2\lambda_1 = 2 is:

v1=[112]v_1 = \begin{bmatrix} 1 \\ -\frac{1}{2} \end{bmatrix}

For λ2=3\lambda_2 = -3:

A+3I=[101055]A + 3I = \begin{bmatrix} 10 & 10 \\ -5 & -5 \end{bmatrix}

Solving (A+3I)v=0(A + 3I)v = 0, we get:

10x+10y=0y=x10x + 10y = 0 \quad \Rightarrow \quad y = -x

Thus, the eigenvector corresponding to λ2=3\lambda_2 = -3 is:

v2=[11]v_2 = \begin{bmatrix} 1 \\ -1 \end{bmatrix}

Step 3: General Solution

The general solution is of the form:

Y(t)=k1eλ1tv1+k2eλ2tv2Y(t) = k_1 e^{\lambda_1 t} v_1 + k_2 e^{\lambda_2 t} v_2

Substituting the eigenvalues and eigenvectors:

Y(t)=k1e2t[112]+k2e3t[11]Y(t) = k_1 e^{2t} \begin{bmatrix} 1 \\ -\frac{1}{2} \end{bmatrix} + k_2 e^{-3t} \begin{bmatrix} 1 \\ -1 \end{bmatrix}

This matches the third option on the list:

Y=k1e2t[112]+k2e3t[11]Y = k_1 e^{2t} \begin{bmatrix} 1 \\ -\frac{1}{2} \end{bmatrix} + k_2 e^{-3t} \begin{bmatrix} 1 \\ -1 \end{bmatrix}

Answer:

The correct answer is the third option.

Would you like more details or have any further questions?

Here are 5 related questions:

  1. How do you derive the characteristic equation of a matrix?
  2. Why is finding the eigenvalues important in solving systems of differential equations?
  3. How do you find eigenvectors after obtaining eigenvalues?
  4. Can this method be extended to larger matrices?
  5. What are the conditions under which a system of differential equations has distinct solutions?

Tip: Always check the eigenvalues and eigenvectors carefully, as they form the foundation of the solution!

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Math Problem Analysis

Mathematical Concepts

Differential Equations
Linear Algebra
Eigenvalues
Eigenvectors

Formulas

Characteristic equation: det(A - λI) = 0
General solution form: Y(t) = k1 * e^(λ1 * t) * v1 + k2 * e^(λ2 * t) * v2

Theorems

Eigenvalue and Eigenvector Theorem
Linear Independence

Suitable Grade Level

Undergraduate