Tangent space

From Academic Kids

The tangent space of a manifold is a concept which needs to be introduced when generalizing vectors from affine spaces to general manifolds, since in the latter case one cannot simply subtract two points to obtain a vector pointing from one to the other.


Informal description

In differential geometry, one can attach to every point p of a differentiable manifold a tangent space, a real vector space which intuitively contains the possible "directions" in which one can pass through p. The elements of the tangent space are called tangent vectors at p. All the tangent spaces have the same dimension, equal to the dimension of the manifold.

For example, if the given manifold is a 2-sphere, one can picture the tangent space at a point as the plane which touches the sphere at that point and is perpendicular to the sphere's radius through the point. More generally, if a given manifold is thought of as an embedded submanifold of Euclidean space one can picture the tangent space in this literal fashion.

In algebraic geometry, in contrast, there is an intrinsic definition of tangent space at a point P of a variety V, that gives a vector space of dimension at least that of V. The points P at which the dimension is exactly that of V are called the non-singular points; the others are singular points. For example, a curve that crosses itself doesn't have a unique tangent line at that point. The singular points of V are those where the 'test to be a manifold' fails. See Zariski tangent space.

Once tangent spaces have been introduced, one can define vector fields, which are abstractions of the velocity field of particles moving on a manifold. A vector field attaches to every point of the manifold a vector from the tangent space at that point, in a smooth manner. Such a vector field serves to define a generalized ordinary differential equation on a manifold: a solution to such a differential equation is a differentiable curve on the manifold whose derivative at any point is equal to the tangent vector attached to that point by the vector field.

All the tangent spaces can be "glued together" to form a new differentiable manifold of twice the dimension, the tangent bundle of the manifold.

Formal definitions

There are various equivalent ways of defining the tangent spaces of a manifold. While the definition via directions of curves is quite straightforward given the above intuition, it is also the most cumbersome to work with. More elegant and abstract approaches are described below.

Definition as directions of curves

Suppose M is a Ck manifold (k ≥ 1) and p is a point in M. Pick a chart φ : URn where U is an open subset of M containing p. Suppose two curves γ1 : (-1,1) → M and γ2 : (-1,1) → M with γ1(0) = γ2(0) = p are given such that φ o γ1 and φ o γ2 are both differentiable at 0. Then γ1 and γ2 are called tangent at 0 if the ordinary derivatives of φ o γ1 and φ o γ2 at 0 coincide. This is an equivalence relation, and the equivalence classes are known as the tangent vectors of M at p. The equivalence class of the curve γ is written as γ'(0). The tangent space of M at p, denoted by TpM, is defined as the set of all tangent vectors; it does not depend on the choice of chart φ.

To define the vector space operations on TpM, we use a chart φ : URn and define the map (dφ)p : TpMRn by (dφ)p(γ'(0)) = (φ o γ)'(0). It turns out that this map is bijective and can thus be used to transfer the vector space operations from Rn over to TpM, turning the latter into an n-dimensional real vector space. Again, one needs to check that this construction does not depend on the particular chart φ chosen, and in fact it does not.

Definition via derivations

Suppose M is a C manifold. A real-valued function g : MR belongs to C(M) if g o φ-1 is infinitely often differentiable for every chart φ : URn. C(M) is a real associative algebra for the pointwise product and sum of functions and scalar multiplication.

Pick a point p in M. A derivation at p is a linear map D : C(M) → R which has the property that for all g, h in C(M):

D(gh) = D(gh(p) + g(pD(h)

modeled on the product rule of calculus. These derivations form a real vector space in a natural manner; this is the tangent space TpM.

The relation between the tangent vectors defined earlier and derivations is as follows: if γ is a curve with tangent vector γ'(0), then the corresponding derivation is D(g) = (g o γ)'(0) (where the derivative is taken in the ordinary sense, since g o γ is a function from (-1,1) to Rn).

Definition via the cotangent space

Again we start with a C manifold M and a point p in M. Consider the ideal I in C(M) consisting of all functions g such that g(p) = 0. Then I and I 2 are real vector spaces, and TpM may be defined as the dual space of the quotient space I / I 2. This latter quotient space is also known as the cotangent space of M at p.

While this definition is the most abstract, it is also the one most easily transferred to other settings, for instance to the varieties considered in algebraic geometry.

If D is a derivation, then D(g) = 0 for every g in I2, and this means that D gives rise to a linear map I / I2R. Conversely, if r : I / I2R is a linear map, then D(g) = r((g - g(p)) + I 2) is a derivation. This yields the correspondence between the tangent space defined via derivations and the tangent space defined via the cotangent space.


If M is an open subset of Rn, then M is a C manifold in a natural manner (take the charts to be the identity maps), and the tangent spaces are all naturally identified with Rn.

Tangent vectors as directional derivatives

One way to think about tangent vectors is as directional derivatives. Given a vector v in Rn one defines the directional derivative of a smooth map f : RnR at a point p by

<math>D_v f(p) = \frac{d}{dt}\bigg|_{t=0}f(p+tv)=\sum_{i=1}^{n}v^i\frac{\partial f}{\partial x^i}(p).<math>

This map is naturally a derivation. Moreover, it turns out that every derivation of C(Rn) is of this form. So there is a one-to-one map between vectors (thought of as tangent vectors at a point) and derivations.

Since tangent vectors to a general manifold can be defined as derivations it is natural to think of them as directional derivatives. Specifically, if v is a tangent vector of M at a point p (thought of as a derivation) then define the directional derivative in the direction v by

Dv(f) = v(f)

where f : MR is an element of C(M). If we think of v as the direction of a curve, v = γ'(0), then we write

Dv(f) = (f o γ)'(0).

The derivative of a map

Main article: pushforward

Every differentiable map f : MN between Ck manifolds induces natural linear maps between the corresponding tangent spaces:

(df)p : TpM → Tf(p)N

defined by

(df)p(γ'(0)) = (f o γ)'(0)

if the tangent space is defined via curves and by

(df)p(D)(g) = D(g o f)

if the tangent space is defined via derivations.

The linear map (df)p is called variously the derivative, total derivative, differential, or pushforward of f at p. It is frequently expressed using a variety of other notations

dfp,  Dfp,  f,  f′(p).

In a sense, the derivative is the best linear approximation to f near p. Note that when N = R, the map (df)p : TpMR coincides with the usual notion of the differential of the function f. In local coordinates the derivative of f is given by the Jacobian.

An important result regarding the derivative map is the following:

Theorem. If f : MN is a local diffeomorphism at p in M then (df)p : TpM → Tf(p)N is a linear isomorphism. Conversely, if (df)p is an isomorphism then there is an open neighborhood U of p such that f maps U diffeomorphically onto its image.

This is a generalization of the inverse function theorem to maps between ja:接ベクトル空間


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