How Do You Find the Inverse of an Exponential Matrix?

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Homework Help Overview

The discussion revolves around finding the inverse of an exponential matrix, specifically for a nilpotent matrix A where A^m0 = 0. Participants are exploring the properties of the matrix exponential e^A and its inverse.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the expression for the matrix exponential and its inverse, questioning how to derive the inverse from the properties of nilpotent matrices. Some express confusion about the implications of the term A^m/(m!) and how it affects the inverse.

Discussion Status

There is a mix of attempts to clarify the relationship between e^A and its inverse, with some participants suggesting that the inverse can be expressed as e^(-A). Others are exploring the implications of nilpotency and the simplifications that arise from it. While some guidance has been provided, there is still uncertainty among participants regarding the details of the derivation.

Contextual Notes

Participants note that they have not yet covered certain concepts related to exponential matrices in their coursework, which may be influencing their understanding and approach to the problem.

chester20080
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We have a matrix with dimension NxN.For some m belongs to N,m0 we have A^m0=0.We consider the exponential matrix e^A=I+A+A^2/(2!)+A^2/(3!)+A^m/(m!).Find the inverse matrix of e^A.
I tried to write the e^A=e^A(m0)+A^m/(m!) or (e^A)^(-1)=( I+A+A^2/(2!)+A^2/(3!)+A^m/(m!))^(-1)=I+A^(-1)(I+2/3A(-1)+1/(m!)(A^(-1))^(m-1)) or (e^A)^(-1)=(e^(-1))^A=(1/e)^A=1/(e^A)=1/( I+A+A^2/(2!)+A^2/(3!)+A^m/(m!)),but I don't know how to proceed any further.How am I supposed to end up with m0 and the result of (e^A)^(-1) will equal to something(A),(A^(-1)?Please help.
 
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chester20080 said:
We have a matrix with dimension NxN.For some m belongs to N,m0 we have A^m0=0.We consider the exponential matrix e^A=I+A+A^2/(2!)+A^2/(3!)+A^m/(m!).Find the inverse matrix of e^A.
I tried to write the e^A=e^A(m0)+A^m/(m!) or (e^A)^(-1)=( I+A+A^2/(2!)+A^2/(3!)+A^m/(m!))^(-1)=I+A^(-1)(I+2/3A(-1)+1/(m!)(A^(-1))^(m-1)) or (e^A)^(-1)=(e^(-1))^A=(1/e)^A=1/(e^A)=1/( I+A+A^2/(2!)+A^2/(3!)+A^m/(m!)),but I don't know how to proceed any further.How am I supposed to end up with m0 and the result of (e^A)^(-1) will equal to something(A),(A^(-1)?Please help.
I cannot read a word of that. Please put a little bit of formatting into that.
 
Sorry for that.For convenience I have a picture of the above.
 

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Hint: What is the general form for the inverse matrix of the matrix exponential?
 
I don't know.We haven't learned anything for exponential matrices.Should I consider a function or something like that?But we haven't been taught how to combine matrices and functions as well.
 
Last edited:
For real and complex numbers, the exponential function is defined by ##\exp(z) = \sum_{r=0}^{\infty} z^r/r!## The matrix exponential is defined analogously: ##\exp(A) = \sum_{r=0}^{\infty} A^r/r!## Note that this assumes that ##A^r## makes sense. It doesn't make sense for an NxM matrix with N≠M. The matrix exponential is only defined for square matrices. It makes sense for square matrices because even though matrix multiplication is not commutative in general, it is for powers of a matrix: ##AA^n=A^nA##, and thus ##A^{n+1}## is well-defined.

A useful identity for any two complex numbers u and v is that ##\exp(u+v) = \exp(u)\exp(v)##. This identity is not necessarily the case for square matrices: ##\exp(A+B)## is not necessarily equal to ##\exp(A)\exp(B)## for any two NxN matrices A and B. It does hold if A and B commute.

You can use this identity for commuting matrices to find the inverse of ##\exp(A)##.

Where did you come across this problem?
 
Our professor in the university has this in a project we have to give in after the holidays for linear algebra...So the inverse of exp(A) will be found as a function of A,inverse A...what?But,yet,how will I proceed from exp(A)*exp(-A)=I (1),in order to find exp(-A),which is the inverse matrix to find?What will happen to the term A^m/(m!)?And first of all how will I show that there is the inverse matrix of exp(A) so as to begin from (1)?
 
This is a *lot* simpler than you are making it out to be. You apparently already know that ##(\exp(A))^{-1} = \exp(-A)##. So compute ##\exp(-A)##. This isn't that hard! What's the general case? Next use the fact that your matrix A is nilpotent.
 
Something like this:exp(-A)= I-A+A^2/2-A^3/6+...+-A^m1/m1!,where m1 is the value right before the value for which A^m=0?And now what?That's it?
 
  • #10
That's it.
 
  • #11
So the inverse of exp(A) equals with something that has the term m1?Why I don't feel it right?Are you sure?
 
  • #12
chester20080 said:
So the inverse of exp(A) equals with something that has the term m1?Why I don't feel it right?Are you sure?

What doesn't feel right? Suppose ##A^2=0##. Then exp(A)=I+A. exp(-A)=I-A. (I+A)(I-A)=I, can you see why?
 
  • #13
Yes,but the answer took me only a couple of lines to write.I mean it can't be that simple!And we have to take cases for m1 in order to determine the sign before A^m1,right?
 
  • #14
chester20080 said:
Yes,but the answer took me only a couple of lines to write.I mean it can't be that simple!And we have to take cases for m1 in order to determine the sign before A^m1,right?

The m1 term is (-A)^m1/m1!. If you want to write that as a power of A, then you could write (-1)^m1*A^m1/m1!. No need for cases. If you want to make the problem a LOT harder you could try to prove by expanding terms that exp(A)*exp(-A)=I. But I don't think you have to do that.
 
  • #15
Ok,thank you!
 
  • #16
Dick said:
If you want to make the problem a LOT harder you could try to prove by expanding terms that exp(A)*exp(-A)=I. But I don't think you have to do that.
It's not that hard if someone has already gone to the trouble of showing that if matrices A and B commute then ##\exp(A+B)=\exp(A)\exp(B)##. Set B=-A. This obviously commutes with A, so ##\exp(A+B)=\exp(A)\exp(B)## applies. With ##B=-A##, the right hand side becomes ##\exp(A)\exp(B) = \exp(A)\exp(-A)## while the left hand side becomes ##\exp(A+B)=\exp(A+(-A))=\exp(0)=I##. Thus ##\exp(A)\exp(-A)=I##, or the inverse of ##\exp(A)## is ##\exp(-A)## -- valid for any square matrix A.

Showing that ##\exp(A+B)=\exp(A)\exp(B)## for any two matrices A and B that commute -- now that takes some work.
 

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