A = λI + N, N is a nilpotent matrix

  • Thread starter Thread starter MaxManus
  • Start date Start date
  • Tags Tags
    Matrix
Click For Summary

Homework Help Overview

The discussion revolves around the computation of the matrix exponential exp(tA) for a quadratic matrix A defined as A = λI + N, where λ is a real number, I is the identity matrix, and N is a nilpotent matrix. Participants explore the implications of nilpotency on the series expansion of the exponential function.

Discussion Character

  • Exploratory, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants discuss the series expansion of exp(At) and the contributions of the nilpotent matrix N. There are attempts to clarify the form of exp(cI) and its implications for the overall expression. Questions arise about the correctness of certain expressions and the simplifications possible due to nilpotency.

Discussion Status

The discussion includes various attempts to express the matrix exponential correctly, with some participants providing insights into the series expansions. There is a recognition of the need to replace factors with their corresponding series and to consider the properties of nilpotent matrices, indicating a productive exploration of the topic.

Contextual Notes

Some participants express confusion regarding the definitions and properties of matrix exponentials, particularly in relation to nilpotent matrices and the identity matrix. There is a focus on ensuring clarity in notation and expressions used in the discussion.

MaxManus
Messages
268
Reaction score
1

Homework Statement



A is a quadratic matrix

A = λI + N

where λ is a real number, I is the identity matrix and N is a nilpotent matrix

Compute exp(tA) as a function of t, λ and N^i for i ? 1,2..,n-1

My attempt

exp(At) = exp((λI + N)t) = exp(λIt)exp(Nt) =
[tex]\sum_{n=0}^{\infty} \frac{(Iλt)^n}{n!} \sum_{n=0}^{\infty} \frac{(Nt)^n}{n!}[/tex]

Its supposed to be Iλt and not I955;t
 
Last edited:
Physics news on Phys.org
Then try making a proper lambda in LaTeX: [itex]I \lambda t[/itex] ;)

What is exp(c I), where c is a constant and I is the identity matrix?

What happens when you start writing out the sum
[tex] \sum_{n=0}^{\infty} \frac{(Nt)^n}{n!} = \sum_{n = 0}^\infty \frac{t^n}{n!} N^n[/tex]?
 
Thanks

exp(cI) = ones + exp(c)I - I
where one is a sqare matrix with only ones,
and exp(ctI) = ones + exp(ct)I - I

and e^N=
[tex]I + N \frac{1}{2}N^2 + \frac{1}{6}N^3 + \cdots + \frac{1}{(n-1)!}N^{n-1}.[/tex]

so
[tex]e^{At} = ( ones + e^{ \lambda t} I - I )(I + N \frac{1}{2}N^2 + \frac{1}{6}N^3 + \cdots + \frac{1}{(n-1)!}N^{n-1} )[/tex]

correct?
 
Last edited:
MaxManus said:
Thanks

exp(cI) = ones + exp(c)I - I
No, this doesn't make sense at all. exp(A) = I + A + A2/2! + ... + An/n! + ... Replace A by cI and see what you get.
MaxManus said:
where one is a sqare matrix with only ones,
and exp(ctI) = ones + exp(ct)I - I

and e^N=
[tex]I + N \frac{1}{2}N^2 + \frac{1}{6}N^3 + \cdots + \frac{1}{(n-1)!}N^{n-1}.[/tex]

so
[tex]e^{At} = ( ones + e^{ \lambda t} I - I )(I + N \frac{1}{2}N^2 + \frac{1}{6}N^3 + \cdots + \frac{1}{(n-1)!}N^{n-1} )[/tex]

correct?
 
Mark44 said:
No, this doesn't make sense at all. exp(A) = I + A + A2/2! + ... + An/n! + ... Replace A by cI and see what you get.

Thanks, it should be exp(c)*I
 
exp(c)*I is a diagonal matrix with exp(c) in each position along the diagonal.
 
Am I wrong again?
 
MaxManus said:
exp(At) = exp((λI + N)t) = exp(λIt)exp(Nt)

I think that what you need to do now is to replace each factor on the right by its corresponding series (not in closed form), and use the fact that N is nilpotent, which will simplify exp(Nt) considerably.
 
Thanks
 
  • #10
So what you got is
[tex]e^c \left( I + \sum_{i = 1}^{n - 1} \frac{t^i}{i!} N^i \right)[/tex]
right?
 
  • #11
Yes, thanks to both of you for all the help
[tex] e^{At} = (e^{\lambda t})(I + \sum_{i = 1}^{n-1} \frac{t^i}{i!}N^i) [/tex]
 

Similar threads

  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 4 ·
Replies
4
Views
1K
Replies
9
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 47 ·
2
Replies
47
Views
5K
  • · Replies 2 ·
Replies
2
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K