How can a projection matrix be used to solve an exponential matrix equation?

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    Exponential Matrix
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Homework Help Overview

The discussion revolves around the use of a projection matrix in the context of an exponential matrix equation, specifically exploring the expression e^{tA} = I - A + e^{t}A, where A is a projection matrix satisfying A^2 = A.

Discussion Character

  • Exploratory, Mathematical reasoning, Problem interpretation

Approaches and Questions Raised

  • Participants explore various attempts to manipulate the exponential matrix equation, including showing idempotency and using the definition of the matrix exponential. Questions arise regarding the implications of A being a projection matrix and the validity of certain transformations.

Discussion Status

The discussion includes attempts to derive the equation through different methods, with some participants suggesting simplifications based on the properties of projection matrices. There is a mix of exploratory reasoning and mathematical manipulation, with no explicit consensus reached on the approach.

Contextual Notes

Participants note the constraints of the problem, including the specific properties of the projection matrix and the nature of the exponential function involved. The original poster expresses uncertainty about the validity of their manipulations, indicating a need for further clarification.

Sigurdsson
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Homework Statement


Show that
e^{tA} = I - A + e^{t}A

t \in T \ \ \ \ T \subset R

R being the set of real numbers and T some interval.

The matrix A is a projection matrix. i.e. A^2 = A


The Attempt at a Solution



First attempt at the problem involved showing that e^{tA} idempotent because of the projection matrix but soon found out that it could not be.

A^2 = A then

(tA)^2 = tA this, I think, is obvious, but then

(e^{tA})^2 = e^{2tA} \neq e^{tA} this is where I stranded first.


Second attempt involved this trick
e^{tA}e^{-tA} = I this will give us

e^{tA}e^{-tA} = I = Ie^{-ta} - Ae^{-tA} + e^{t-tA}A

= (I-A)e^{-tA} + Ae^{t(I-A)}
Now, if I differentiate this

\frac{d}{dt} I = 0 = -A(I-A)e^{-tA} + A(I-A)e^{t(I-A)}

So close, yet so far...this cannot be true cause of the exponential functions. Not unless

-A = I - A by some means.


Any ideas?
 
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Cant you just use the definition of the matrix exponential, i.e.

e^{tA}=\sum_{k=0}^\infty{\frac{t^kA^k}{k!}}

Using the formula A=A² in there should simplify a lot of terms...
 
You my dear sir are a delight!

e^{tA} = \sum_{n=0}^{\infty} \frac{1}{n!} t^n A^n = I \ - \ A \ + \ e^t A = I \ - \ A \ + \ A \sum_{n=0}^{\infty} \frac{1}{n!} t^n

= I - A + A(I + t + \frac{1}{2!} t^2 \dots \frac{1}{n!}t^n)

Now we know that A^n = A so

\sum_{n=0}^{\infty} \frac{1}{n!} t^n A^n becomes

I + tA + \frac{1}{2!} t^2 A + \dots + \frac{1}{n!} t^n A

This is equivalent to the right side of the equation, so it fits.*victory dance*
 
:cool:
 

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