Exponential of nonconstant matrix

In summary, to compute the nonconstant matrix exponential, if the matrix is nilpotent or diagonalizable, it is easy to find exp(A(t)). If it is neither of those, you can triangulate the matrix into a sum of a diagonalizable matrix and a nilpotent matrix before calculating exp(A). This method works for both constant and non-constant matrices. Another option is to use the ordered exponential function, which involves finding the Taylor expansion of exp(A) and working out the sum to get a closed form. Alternatively, you can use diagonalization or Jordan decomposition to find a closed form for exp(A).
  • #1
ranoo
9
0
how to compute the nonconstant matrix exponential؟

i.e. if there is a matrix A(t), how i can find exp(A(t)) ?
 
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  • #2
This is easy if your matrix is nilpotent or diagonizable.
If it is neither of those, then you will want to triangulate your matrix to write it as a sum of a diagonizable matrix and a nilpotent matrix.

Did you have any particular matrixx in your mind?
 
  • #3
It does not matter whether you matrix is "constant" or "non-constant". You define A=A(t) and calculate exp(A).

Added: Unless you have in mind so called http://en.wikipedia.org/wiki/Ordered_exponential"
 
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  • #4
the 2x2 matrix is A(t)=[0 1]
0 t

I can't write the matrix but tha first row 0,1 and the second row 0,t
 
  • #5
You have , for [itex]n\geq 1[/itex]
[tex]A(t)^n=\begin{pmatrix}0&t^{n-1}\\0&t^n\end{pmatrix}[/tex]

and

[tex]e^A(t)=\begin{pmatrix}1&0\\0&1\end{pmatrix}+\sum_{i=1}\frac{1}{n!}\begin{pmatrix}0&t^{n-1}\\0&t^n\end{pmatrix}[/tex]

I hope you will be able to finish. But better check the above. I could have made a mistake!
 
  • #6
Remember exp(A) is defined as a taylor expansion exponential function, the series actually converge for any matrix A, so in principle we can always express exp(A(t)) in this way, then each entry of exp(A) is an infinite series of numbers, so you can try and work out the sum to get a closed form. There're better ways to find the closed form of exp(A), if A is diagonalizable just diagonlize it, if not you can always use a Jordan decomposition, it works in a similar manner.
 

1. What is the definition of "exponential of nonconstant matrix"?

The exponential of a nonconstant matrix is a mathematical operation that is applied to a nonconstant square matrix, resulting in a new matrix. It is similar to the exponential function used in calculus, but instead of a scalar value, it operates on a matrix.

2. How is the exponential of a nonconstant matrix calculated?

The exponential of a nonconstant matrix can be calculated using the matrix exponential formula, which involves taking the sum of an infinite series of powers of the matrix. It can also be calculated using specialized algorithms and software programs.

3. What are the applications of the exponential of nonconstant matrix?

The exponential of nonconstant matrix has many applications in various fields of science, including physics, economics, and engineering. It is commonly used in solving differential equations, studying population dynamics, and analyzing complex systems.

4. Can the exponential of a nonconstant matrix be negative?

Yes, the exponential of a nonconstant matrix can be negative. The resulting matrix will have negative values if the original matrix has negative values or if the matrix exponential formula involves negative powers.

5. Are there any real-world examples of the exponential of nonconstant matrix?

Yes, there are many real-world examples of the exponential of nonconstant matrix. For instance, it can be used to model the spread of diseases in a population, predict stock market trends, and analyze the behavior of chemical reactions. It is also used in image processing and data compression techniques.

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