How to compute the exponential map

In summary, the exponential map is a way to calculate the time 1 map of the integral curve of a left-invariant vector field on a Lie group. For a general vector that is not a matrix, the first step is to determine the induced vector field on the group, which can be done by using the group action. Then, the first order ODE defining the integral curve of the vector field must be solved, using the group action matrix to determine the vector field at each point. Finally, the integral curve can be calculated using the initial conditions.
  • #1
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I need help calculating the exponential map of a general vector.

Definition of the exponential map
For a Lie group [itex]G[/itex] with Lie algebra [itex]\mathfrak{g}[/itex], and a vector [itex]X \in \mathfrak{g} \equiv T_eG[/itex], let [itex]\hat{X}[/itex] be the corresponding left-invariant vector field. Then let [itex]\gamma_X(t)[/itex] be the maximal integral curve of [itex]\hat{X}[/itex] such that [itex]\gamma_X(0)=e[/itex]. Then the exponential map [itex]\mbox{exp}:\mathfrak{g} \to G[/itex] is [itex]\mbox{exp}(A) = \gamma_A(1)[/itex].
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It can be shown that the exponential map when [itex]A[/itex] is a matrix is just the 'exponential taylor series' in matrix form.

However, how do you actually compute the exponential map for a general vector that isn't a matrix?

Say, for example, we have the Lie group [itex]\mathbb{R}^2 - \lbrace (0,0)\rbrace[/itex] with binary operation [itex](a,b) *(c,d) = (ac-bd,ad+bc)[/itex], with identity [itex](1,0)[/itex] and basis [itex]\left(\frac{\partial}{\partial x}\bigg|_{(1,0)},\frac{\partial}{\partial y}\bigg|_{(1,0)}\right)[/itex]. What steps are required to compute [itex]\mbox{exp}\left(\frac{\partial}{\partial x}\bigg|_{(1,0)}\right)[/itex] here?
 
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  • #2
Well, since exp(X) is the time 1 map of integral curve of the left-invariant vector field on G induce by X, then it might be a good idea to figure out first what is this induced vector field on G. If you know the group action explicitely, then this is easy: [itex]\hat{X}_g=(\theta_g)_*X[/itex], where [itex]\theta_g:M\rightarrow M [/itex] is the map "act by g": [itex]\theta_g(p)=g\cdot p [/itex]. So once you have [itex]\hat{X}[/itex], it remains to solve the first order ODE which defines its integral curve.
 
  • #3
Thanks... so for the example I gave, if [itex]\theta_{(x,y)}(a,b) = (xa-yb,xb+ya)[/itex], then
[tex](\theta_{(x,y)})_* = \left[\begin{matrix} x & -y \\ y & x \end{matrix}\right][/tex]
so
[tex]X_{(x,y)} = \left[\begin{matrix} x & -y \\ y & x \end{matrix}\right]\left[\begin{matrix} 1 \\ 0\end{matrix}\right] = x\frac{\partial}{\partial x}\bigg|_{(1,0)}+y\frac{\partial}{\partial y}\bigg|_{(1,0)}[/tex]

Then if we let [itex]\gamma = (\gamma_1,\gamma_2)[/itex] be the integral curve we should have:

[tex]\gamma' (t) = \gamma_1'(t)\frac{\partial}{\partial x}+\gamma_2'(t)\frac{\partial}{\partial y}\ \ \ =\ \ \ \gamma_1(t)\frac{\partial}{\partial x}+\gamma_2(t)\frac{\partial}{\partial y} = X_{\gamma(t)} [/tex]

Then equate and solve... is that right?
 
  • #4
Yep! (except in the second displayed equation, (1,0) should be (x,y))
 
  • #5
Cheers quasar :)
 

1. What is the exponential map and why is it important in computation?

The exponential map is a mathematical operation that takes an element from a Lie algebra and maps it to an element in the associated Lie group. It is important in computation because it allows for efficient and accurate calculation of exponential functions, which are commonly used in various scientific and engineering fields.

2. How is the exponential map computed?

The exponential map is computed through a series of mathematical operations, including matrix multiplication, exponentiation, and logarithmic functions. The exact method of computation may vary depending on the specific application and context.

3. What are some common applications of the exponential map?

The exponential map has numerous applications in various fields, including physics, engineering, and computer science. Some common applications include modeling exponential growth and decay, solving differential equations, and calculating complex matrix operations.

4. How does the exponential map relate to other mathematical concepts?

The exponential map is closely related to other mathematical concepts, such as the exponential function, matrix exponentiation, and Lie algebras and groups. It can also be used in conjunction with other operations, such as the logarithmic map, to solve complex problems.

5. Are there any limitations or challenges in computing the exponential map?

While the exponential map is a powerful and versatile mathematical tool, it does have some limitations and challenges. For example, certain types of exponential functions may be difficult to compute accurately, and the process of computing the exponential map can be time-consuming for large and complex data sets.

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