Question regarding the exponential of a matrix

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Homework Help Overview

The discussion revolves around the exponential of a matrix, specifically focusing on the Taylor expansion of the matrix exponential and the implications of terms arising from the expansion. The subject area includes linear algebra and matrix theory.

Discussion Character

  • Exploratory, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants explore the Taylor expansion of the matrix exponential and question how to handle the term associated with n=0 in the summation. There are discussions about rewriting the matrix in a different form and the implications of cancelling terms in the expansion.

Discussion Status

Participants are actively engaging with the problem, offering various approaches to address the issues raised. Some suggest alternative representations of the matrix, while others reflect on the implications of cancelling terms and the validity of the expressions for different values of n.

Contextual Notes

There is a focus on the specific structure of the matrix involved, with references to properties such as nilpotency and commutation relations, which may influence the calculations and assumptions being discussed.

ChrisVer
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Homework Statement
Show that you can write [itex]e^{\textbf{A}t} = f_1(t) \textbf{1} + f_2(t) \textbf{A} [/itex] and determine [itex]f_{1},~f_{2}[/itex] if [itex]\textbf{A}= \begin{pmatrix} a & b \\ 0 & a \end{pmatrix}[/itex]
Relevant Equations
[itex]e^{x} = \sum_{n=0}^{\infty} \frac{x^n}{n!} [/itex]
Hi, I think this is a nitpicking question, but oh well let me hear your inputs.
Actually I tried to solve this question straightforwardly, by Taylor expanding the exponential and showing that:
\textbf{A}^n = \begin{pmatrix} a^n & nba^{n-1} \\ 0 & a^n \end{pmatrix}
i.e.
e^{\textbf{A}t} = \sum_{n=0}^{\infty} \frac{\textbf{A}^n t^n}{n!}= \begin{pmatrix} \sum_{n=0}^{\infty} \frac{a^nt^n}{n!} & bt \sum_{n=0}^{\infty} \frac{na^{n-1} t^{n-1}}{n!} \\ 0 & \sum_{n=0}^{\infty} \frac{a^nt^n}{n!} \end{pmatrix}
(forget t for now)

The problem I faced was related to the top-right element of the matrix when summed. As the exponential gets expanded, it gives me a sum running from n=0 to infinity. However that term results to negative values of n when n=0:
\sum_{n=0}^{\infty} b n \frac{a^{n-1}}{n!} = b \sum_{n=0}^{\infty} \frac{a^{n-1}}{(n-1)!}
Which doesn't make much sense. However, I don't know how I could emit the term with n=0. I could try to say that m = n-1 meaning it would change to \sum_{m=-1}^{\infty} \frac{a^{m}}{m!}, but I have the exact same problem.

(I already know how the matrix is written and that term should be a be^{a})
 
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Why don't you write ##A=a\cdot I + b\cdot N##? Since ##N^2=0## and ##[I,N]=0## this should be the easiest way to write down ##(aI+bN)^n##.
 
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Thanks. I think that what can actually help me get rid of the n=0 term is the original multiplication with n, before I cancel it out with the denominator...
 
ChrisVer said:
Thanks. I think that what can actually help me get rid of the n=0 term is the original multiplication with n, before I cancel it out with the denominator...
That term should never be in there, s ##A^0 = I##, so the zeroth term is ##0## and has no terms in ##a## or ##b##.
 
ChrisVer said:
\textbf{A}^n = \begin{pmatrix} a^n & nba^{n-1} \\ 0 & a^n \end{pmatrix}

This is valid for ##n \ge 1##.
 
PeroK said:
This is valid for ##n \ge 1##.
Hm, yes. But I think it is expandable to ##n=0## too, no? (Or it happens to be the case because of this "type" of matrix)
I say that because ##nba^{n-1} =0##, and so we obtain the unit matrix as expected. I agree that I was too fast to cancel out ##n## with ##n!##, and I missed that I could omit the sum for ##n=0## right away.
 
ChrisVer said:
Hm, yes. But I think it is expandable to ##n=0## too, no? (Or it happens to be the case because of this "type" of matrix)
I say that because ##nba^{n-1} =0##, and so we obtain the unit matrix as expected. I agree that I was too fast to cancel out ##n## with ##n!##, and I missed that I could omit the sum for ##n=0## right away.
Okay, but you can drop the ##n = 0## term, otherwise, when you cancel ##n##, you are cancelling ##0##.
 
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You should really calculate ## (aI+bN)^n ## by the binomial formula. With ##(...)^0=I## and ##N^2=0## you can almost write the answer without any calculation. Since ##[I,N]=0## you can also calculate ##e^{tA}=e^{atI}\cdot e^{tbN}##.
 
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fresh_42 said:
You should really calculate ## (aI+bN)^n ## by the binomial formula. With ##(...)^0=I## and ##N^2=0## you can almost write the answer without any calculation. Since ##[I,N]=0## you can also calculate ##e^{tA}=e^{atI}\cdot e^{tbN}##.
Yup I agree about the commutator part and splitting in 2 exponentials. Using only the (Ia+Nb)^n however, only helps you to calculate A^n.
e^{aI + bN} = e^{atI}\cdot e^{tbN} (from [N,I]=0 )
e^{atI}\cdot e^{tbN} = (\sum_n \frac{(at)^n}{n!} ) I^n \cdot (\sum_m \frac{(bt)^m N^m}{m!})
e^{atI}\cdot e^{tbN} = e^{at} I \cdot (I + btN)= e^{at} I + bt e^{at} N
 
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