Motivation and intuition
The plain, vanilla directional derivative is great!
It tells us the rate of change of a function in any direction (given as a vector
Formal definition
For all definitions, assume
Functions
For a function
This tells us how much the function moves in the “direction” of the vector field.
Notes
Notice, this doesn’t have the pesky issues of not being defined since we can always find a small enough neighborhood for the flow to be defined for a given point
Using the definitions, we can see
Vector fields
Given vector fields
Notes
Looking at the naive case shows why this definition is important.
If we are working with a manifold
But again, the tangent spaces at different points on a manifold do not always turn out to be the exact same. Using the differential of the flow gives a way to move the tangent vectors at different points into the same vector space.
Everywhere defined
For a smooth manifold
Proof
Connection to Lie theory
The Lie derivative for vector fields is equivalent to the Lie bracket on the Lie algebra of vector fields on M.
I.e.
Tensor fields
For a smooth manifold
In general, this is pretty difficult to use as is.
Instead, for differential forms we can use Cartan’s magic formula:
Properties
- Linear