Expressing Matrix Power as linear combination

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Homework Help Overview

The discussion revolves around expressing the fifth power of a matrix A, specifically A = [2 1; 3 4], as a linear combination of A and the identity matrix I. The initial task involves finding coefficients a and b such that A² + aA + bI equals the zero matrix. The second part requires using the results from the first part to express A⁵ in a similar manner.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the method of squaring the matrix and setting up equations to solve for a and b. There is uncertainty about whether to use the characteristic polynomial or eigenvalues for the second part. Some participants suggest using repeated substitution of A² in the expression for A⁵ to reduce it to a linear combination of A and I.

Discussion Status

Participants have made progress in deriving an equation for A² and are exploring how to use this to express A⁵. There is a shared understanding of the need to replace higher powers of A with linear combinations, but no consensus has been reached on the final form of A⁵.

Contextual Notes

Participants are working under the constraints of expressing matrix powers as linear combinations and are checking their assumptions about the relationships between the matrix powers and the coefficients derived.

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Homework Statement



Okay I am given a matrix A = [2 1 ; 3 4]

The first step is to find numbers of a and b such that A2 + aA + bI = [0 0; 0 0]

I is an identity matrix (2x2).

Part B - After that is says to use the result of the above to express A5 as a linear combination of A and I

Homework Equations



Okay I am pretty sure for the first part it is just quite simply squaring A, putting the letter a and b in front of the respective matrix and multiplying.
Than equalling to 0 you have 2 unknowns and 4 equations solve for A and B.
As for the second part I am not sure if I should be using the characteristic polynomial or/and eigen values?

The Attempt at a Solution

Okay so for the first part i got 4 equations once eventually done the computations as:

2a + b + 17 = 0
a + 6 = 0
3a+18=0
4a+b+19=0

Solving I get a = -6 and b = 5

Now for part B I am really stuck. . If i calculate the eigen values then, they are also the eigen values for A5.. Because I + A + A2... is an infinite series.. with a common ratio... Really stuck sure there is an easier way to look at it,
 
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Write ##A^5## as a product of powers of A, each no greater than 2.
You have an equation that enables you to write ##A^2## as a linear function of A.
So by repeated substitution for ##A^2## in that product you should be able to get ##A^5## down to a linear function of A.
 
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andrewkirk said:
Write ##A^5## as a product of powers of A, each no greater than 2.
You have an equation that enables you to write ##A^2## as a linear function of A.
So by repeated substitution for ##A^2## in that product you should be able to get ##A^5## down to a linear function of A.
Do you mean A2 * A2 * A?

Sorry could you explain a little more?
 
Yes that's what I mean. Now use the equation you derived in Part A to replace each of those two instances of ##A^2## by a linear combination of A and I. Then expand and collect terms. Can you see a way forward from there?
 
andrewkirk said:
Yes that's what I mean. Now use the equation you derived in Part A to replace each of those two instances of ##A^2## by a linear combination of A and I. Then expand and collect terms. Can you see a way forward from there?

Okay so I sort of understand where you are going but let me clarify...

So we know the value of a and the value of b... We also know that for the Matrix A2+a*A + b*I we get it equal to a 2x2 zero's matrix.
Since we know the values of a and b we can plug those into the equation that I got which was A2 * -6A + 5I = [0 0 ; 0 0]
So basically do I need to replace A2 with A*A than use that result to multiply again by A and repeat?EDIT:

Okay maybe now I understood, do you mean multiply A1 by a than A2 by a and so on?
 
Last edited:
No. That matrix on the right-hand side of your equation is just the zero matrix. So your equation is ##A^2-6A+5I=0##. Now make ##A^2## the subject of the equation and you'll have a formula for ##A^2## that is a linear function of ##A## and ##I##.
 
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andrewkirk said:
No. That matrix on the right-hand side of your equation is just the zero matrix. So your equation is ##A^2-6A+5I=0##. Now make ##A^2## the subject of the equation and you'll have a formula for ##A^2## that is a linear function of ##A## and ##I##.
Okay fantastic now I get you!

So the real equation for A2 = 6A - 5I

So since we have the equation of A2 we can multiply that by another linerar combination of A2 to obtain A4 than again multiply by A to get A5?
 
Last edited:
That is right, but the linear combination means you can only have constants times A and constants times I.
Continue substituting until all higher powers of A are gone and you will be left with cA -DI = A^5.
Remember to check your answer with a computer or calculator since repeated multiplications and additions provide many opportunities for errors.
 
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