Strange question regarding eigenvectors / eigenvalues

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Homework Help Overview

The discussion revolves around finding a formula for the entries of a 2x2 matrix A raised to the power of n, given its eigenvalues and corresponding eigenvectors. The subject area includes linear algebra concepts such as eigenvalues, eigenvectors, and matrix exponentiation.

Discussion Character

  • Exploratory, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • Participants discuss the use of eigenvalue decomposition to express A^n in terms of its eigenvalues and eigenvectors. Questions arise regarding the correct application of formulas and the simplification of expressions involving matrix powers.

Discussion Status

Some participants have provided guidance on the relationship between A, its eigenvalues, and the matrix P. There is an exploration of the implications of raising matrices to a power and the cancellation of terms in the product of matrices. Clarifications are being sought regarding the steps involved in deriving A^n.

Contextual Notes

Participants are working under the constraints of the problem statement, which specifies the need for a generalized formula for A^n and the calculation of A and A^-1 from that formula. There is an emphasis on understanding the underlying principles rather than simply obtaining a final answer.

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Homework Statement



Suppose that the 2x2 matrix A has eigenvalues lambda = 1,3 with corresponding eigenvectors [2,-1]^T and [3,2]^T. Find a formula for the entries of A^n for any integer n. And then, find A and A^-1 from your formula.

Homework Equations



Ax = lambda X
(P^-1)AP = D
A = PDP^-1

The Attempt at a Solution



I've been trying to figure this out for a long time. I'm really not sure where to start... If anyone could provide some sort of guidance on how to begin this problem... that would be really helpful. I've tried using the above formulas, but I'm just not sure how to get a generalized formula. I could find A and A^-1 individually without the generalized formula, but the problem asks for it; thanks in advance for even the slightest hint.
 
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D=P^(-1)AP is [[1,0],[0,3]], right? And you have P and P^(-1), I hope. Then isn't A^n=P(D^n)P^(-1)? Since A^n=PDP^(-1)*PDP^(-1)*... n times. D^n is pretty easy to figure out. It's not a strange question at all. It's easy.
 
Hi Dick.

Thanks for your explanation! So, my formula would be:
A^(n) = P(D^n)P^(-1)

P is obviously just
[2 3
-1 2]

and P^(-1) would then just be its inverse, or
[(2/7) (-3/7)
(-1/7) (2/7)]

Then you just use this P, P^(-1) and the given D^n to get the answer of A^n.

So, then with A^(-1), I would just get the inverse of D, and plug it into the formula...?



Thanks!
 
D^n is just [[1,0],[0,3^n]], right? Sure, then use P and P^(-1) to convert it back to A^n. Why do you need to invert D? Ohh. I see what you mean. Sure you would.
 
Hi

Thanks. Just for clarification though, why would I not say

A^(n) = (PDP^(-1))^n

Why is it just D that I raise to the n, and not the whole right of the equation?
 
Because they are both the same thing and it's much easier to raise D^n than A^n. Take A^3. A^3=(PDP^(-1))*(PDP^(-1))*(PDP^(-1)). Don't you see how the P^(-1)*P parts cancel in the middle?
 
Ahhh, ok. Thanks for clearing that up for me; understand it now.

Thanks!
 

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