vector field


Vector fields in n

Definition.

A vector field v on some open set URn is a function which associates a vector v(x) to each point x of U. That is, v is a function from Rn to Rn. However, we give it a rather special interpretationMathworldPlanetmathPlanetmath. This distinction will become clear when we generalize. If v is differentiableMathworldPlanetmathPlanetmath, then we say the vector field is differentiable.

Here and throughout this entry we use “differentiable” to mean “infinitely differentiable”. Other smoothness criteria (continuity, Cr, real analytic) can of course be substituted in the obvious way.

Example.

Let v(x,y)=(-y,x). At the point (x,y), we view this as an arrow pointing counterclockwise around the origin, with a length proportional to (in fact equal to) the distance from the origin. So this might be the field of velocity vectors of a fluid rotating en masse.

Vector fields on manifolds

Suppose first that M is a manifoldMathworldPlanetmath of dimensionPlanetmathPlanetmath n embedded in m. Then we would like to define a vector field on M to be a function as before. But M has a natural notion of tangent spacePlanetmathPlanetmath at each point, so now we would like all the vectors to be tangentPlanetmathPlanetmathPlanetmath to M. If we are to define a vector field as before, as simply a function from some open set U of M to n, we must pick a basis for the tangent space at each point; the basis elements must, however, be differentiable. It is not obvious that we can always pick such a differentiable basis (think of the tangent spaces to the Möbius strip). The problem is that the tangent spaces form a fiber bundleMathworldPlanetmath, and this may not be trivial. We could get around this by shrinking U until we could always construct such a basis, but then we would have to describe how to convert bases on the overlap. This can be done, and it is one way to approach the theory of differential manifolds; at this point one might as well do away with the ambient space n.

Instead of doing this, we will take a coordinate-free approach. The first thing to notice is that given a tangent vector to a manifold, it makes sense to take a differentiable function on the manifold and ask what the directional derivativeMathworldPlanetmathPlanetmath along the vector is. If we have two different tangent vectors, then we can find a function whose directional derivative along each vector is different. So we could identify tangent vectors with directional derivative operators. This is how we will define them in a general setting.

Definition.

Let M be a differential manifold of dimension n, and let x be a point on M. Let V be the space of differentiable functions defined in some neighborhood of x. Then a tangent vector X at x is a linear operator on V such that

  1. 1.

    X(fg)=fX(g)+gX(f), and

  2. 2.

    if f and g agree on some neighborhood of x, then X(f)=X(g).

We write the set of tangent vectors at x as TxM; it is a vector spaceMathworldPlanetmath of dimension n.

A vector field on an open set UM is a family of tangent vectors Xx at each x such that for every differentiable function f on an open set VU, the function xXx(f) is differentiable.

What does this definition actually mean? Suppose we have a coordinate chart ϕ:Vn on some open set VM. Then we can define a differentiable function xi on V by applying ϕ followed by extracting the ith coordinateMathworldPlanetmathPlanetmath. So the function xi really extracts the xi coordinate in this coordinate systemMathworldPlanetmath. Now, let X be a vector field on V. With some thought, we see that

X(f)=i=1nX(xi)xif,

or, in some sense

X=i=1nX(xi)xi.

Each X(xi) is by definition just a differentiable function on V.

If we had chosen a different coordinate chart ψ on an open set WM, we would obtain coordinate functions yi by analogyMathworldPlanetmath with the xi. Then in this coordinate system we would have

X=i=1nX(yi)yi.

If V and W overlap, then on their overlap we can compare the components of X in these two coordinate systems. A calculation will reveal

X=i=1nX(yi)yi=i=1nj=1nX(xj)yixjyi.

An alternative definition of vector fields defines tangent vectors locally and then requires that they satisfy this transformationMathworldPlanetmathPlanetmath law.

Observe that this transformation law means that we can’t compare vectors at different points in a coordinate-independent way, or at least, it will require some significant cleverness to transport a vector from one point to another. This is in fact possible with some extra information in the form of a connectionMathworldPlanetmathPlanetmath on M, allowing parallel transport of vectors along curves. The result will continue to depend on the curve, as you can imagine if you imagine trying to parallel-transport a vector from the North PoleMathworldPlanetmath to Baghdad to Mexico City and then back to the North Pole: it will have rotated. This is in fact a direct result of the curvatureMathworldPlanetmath of the Earth.

Example.

Let M be 2, and let

νt(x,y):=(cost-sintsintcost)(xy).

Then define a vector field X by

ft(fνt).

We have a natural coordinate patch defined by the identity function; in this coordinate system, we can easily calculate that

X=-yx+xy;

this X is precisely the vector field we had before, viewed in a new and more confusing light. Now, with a little imagination, we can see that even for fixed t, the function νt is a different kind of object than X; while νt represents a rotationMathworldPlanetmath, a smooth map from M to itself, while X is a piece of information attached in an essential way to each point, perhaps representing a velocity vector field.

The Tangent Bundle

Definition.

Let TM denote the vector bundleMathworldPlanetmath with base space M having fiber over x given by TxM, and having local trivializations over coordinate charts with change of coordinates given by the formulasMathworldPlanetmathPlanetmath in the previous sectionMathworldPlanetmathPlanetmathPlanetmathPlanetmathPlanetmathPlanetmath. Then the bunlde TM is called the tangent bundleMathworldPlanetmath of M.

The tangent bundle is extremely useful in its own right, and other bundles of interest are also constructed from it. For example, the cotangent bundleMathworldPlanetmath is obtained by taking the dual vector space at each point. Sections of the cotangent bundle are one-forms, and since they are obtained by taking the dual, they transform according to the inverse matrix at each point. Higher wedge and tensor productsPlanetmathPlanetmathPlanetmath of these bundles are used to construct tensors and differential formsMathworldPlanetmath.

Vector fields on a smooth manifold supportMathworldPlanetmath an operationMathworldPlanetmath called the Lie bracket, making them into a Lie algebra; this construction produces an intimate link between Lie algebras and Lie groups, which are of great interest to physicists and mathematicians alike.

This viewpoint on vector fields emphasizes the machinery of modern geometryMathworldPlanetmath, namely sheaves, local rings, and bundles; this machinery is useful in differential geometryMathworldPlanetmath, important in complex analtyic geometry, and foundational in algebraic geometry — schemes cannot be described without it.

References

See the bibliography for differential geometry.

Title vector field
Canonical name VectorField
Date of creation 2013-03-22 11:59:27
Last modified on 2013-03-22 11:59:27
Owner mathcam (2727)
Last modified by mathcam (2727)
Numerical id 16
Author mathcam (2727)
Entry type Definition
Classification msc 46E40
Synonym vector-valued function
Related topic GradientMathworldPlanetmath
Related topic LeibnizNotationForVectorFields
Related topic TangentBundle
Related topic TangentSpace
Related topic PrimitiveRecursiveVectorValuedFunction