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Tangent space

 

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Tangent space



 
 
In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the tangent space of a manifold
Manifold

In mathematics, more specifically topology, a manifold is a topological space in which every point has a neighborhood which "resembles" Euclidean space....
 is a concept which facilitates the generalization of vectors from affine space
Affine space

In mathematics, an affine space is a geometric structure that generalizes the affine geometry properties of Euclidean space. It can be thought of informally as a vector space where one has forgotten which point is the origin....
s 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 x of a differentiable manifold
Manifold

In mathematics, more specifically topology, a manifold is a topological space in which every point has a neighborhood which "resembles" Euclidean space....
 a tangent space, a real vector space
Vector space

File:Vector addition ans scaling.pngA vector space is a mathematical structure formed by a collection of vectors: objects that may be Vector addition together and Scalar multiplication by numbers, called scalar s in this context....
 which intuitively contains the possible "directions" in which one can pass through x.






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In mathematics
Mathematics

Mathematics is the study of quantity, structure, space, change, and related topics of pattern and form. Mathematicians seek out patterns whether found in numbers, space, natural science, computers, imaginary abstractions, or elsewhere....
, the tangent space of a manifold
Manifold

In mathematics, more specifically topology, a manifold is a topological space in which every point has a neighborhood which "resembles" Euclidean space....
 is a concept which facilitates the generalization of vectors from affine space
Affine space

In mathematics, an affine space is a geometric structure that generalizes the affine geometry properties of Euclidean space. It can be thought of informally as a vector space where one has forgotten which point is the origin....
s 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 x of a differentiable manifold
Manifold

In mathematics, more specifically topology, a manifold is a topological space in which every point has a neighborhood which "resembles" Euclidean space....
 a tangent space, a real vector space
Vector space

File:Vector addition ans scaling.pngA vector space is a mathematical structure formed by a collection of vectors: objects that may be Vector addition together and Scalar multiplication by numbers, called scalar s in this context....
 which intuitively contains the possible "directions" in which one can pass through x. The elements of the tangent space are called tangent vectors at x. This is a generalization of the notion of a bound vector in a Euclidean space. 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
Sphere

A sphere is a symmetrical geometrical object. In non-mathematical usage, the term is used to refer either to a round ball or to its two-dimensional surface....
, one can picture the tangent space at a point as the plane which touches the sphere at that point and is perpendicular
Perpendicular

In geometry, two line or plane , are considered perpendicular to each other if they form congruence adjacent angles angles . The term may be used as a noun or adjective....
 to the sphere's radius through the point. More generally, if a given manifold is thought of as an embedded
Embedding

In mathematics, an embedding is one instance of some mathematical structure contained within another instance, such as a group that is a subgroup....
 submanifold of Euclidean space
Euclidean space

Around 300 Before Christ, the Ancient Greece mathematician Euclid undertook a study of relationships among distances and angles, first in a plane and then in space....
 one can picture the tangent space in this literal fashion.

In algebraic geometry
Algebraic geometry

Algebraic geometry is a branch of mathematics which, as the name suggests, combines techniques of abstract algebra, especially commutative algebra, with the language and the problems of geometry....
, in contrast, there is an intrinsic definition of tangent space at a point P of a variety
Algebraic variety

In mathematics, an algebraic variety is essentially a set of points where a polynomial or set of polynomials attain a value of zero. Algebraic varieties are one of the central objects of study in classical algebraic geometry....
 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
Zariski tangent space

In algebraic geometry, the Zariski tangent space is a construction that defines a tangent space, at a point P on an algebraic variety V ....
.

Once tangent spaces have been introduced, one can define vector field
Vector field

In mathematics a vector field is a construction in vector calculus which associates a vector to every point in a Euclidean space.Vector fields are often used in physics to model, for example, the speed and direction of a moving fluid throughout space, or the strength and direction of some force, such as the magnetic field or gravity for...
s, 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
Ordinary differential equation

In mathematics, an ordinary differential equation is a relation that contains functions of only one independent variable, and one or more of its derivatives with respect to that variable....
 on a manifold: a solution to such a differential equation is a differentiable curve
Curve

In mathematics, a curve consists of the points through which a continuous function moving point passes. This notion captures the intuitive idea of a geometrical dimension object, which furthermore is connectedness in the sense of having no continuous function or continuum ....
 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
Tangent bundle

In mathematics, the tangent bundle of a differentiable manifold M, denoted by T or just TM, is the disjoint unionThe disjoint union assures that for any two points x1 and x2 of manifold M the tangent spaces T1 and T2 have no common vector....
 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 x is a point in M. Pick a chart φ : URn where U is an open subset
Open set

In metric topology and related fields of mathematics, a Set U is called open if, intuitively speaking, starting from any point x in U one can move by a small amount in any direction and still be in the set U....
 of M containing x. Suppose two curves γ1 : (-1,1) → M and γ2 : (-1,1) → M with γ1(0) = γ2(0) = x 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 defines an equivalence relation
Equivalence relation

In mathematics, an equivalence relation is, loosely, a binary relation on a Set that specifies how to split up the set into subsets such that every element of the larger set is in exactly one of the subsets....
 on such curves, and the equivalence class
Equivalence class

In mathematics, given a Set X and an equivalence relation ~ on X, the equivalence class of an element a in X is the subset of all elements in X which are equivalent to a:...
es are known as the tangent vectors of M at x. The equivalence class of the curve γ is written as γ'(0). The tangent space of M at x, denoted by TxM, 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 TxM, we use a chart φ : URn and define the map
Map (mathematics)

In mathematics and related technical fields, the term map or mapping is often a synonym for Function . Thus, for example, a partial map is a partial function, and a total map is a total function....
 (dφ)x : TxMRn by (dφ)x(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 TxM, 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 f : MR belongs to C(M) if f o φ-1 is infinitely often differentiable for every chart φ : URn. C(M) is a real associative algebra
Associative algebra

In mathematics, an associative algebra is a vector space which also allows the multiplication of vectors in a distributivity and associativity manner....
 for the pointwise product
Pointwise product

The pointwise product of two function s is another function, obtained by multiplying the image of the two functions at each value in the domain....
 and sum of functions and scalar multiplication.

Pick a point x in M. A derivation
Derivation (abstract algebra)

In abstract algebra, a derivation is a function on an algebra over a field which generalizes certain features of the derivative operator. Specifically, given an algebra A over a ring or a field F, an F-derivation is an F-linear map DA → A that satisfies Product rule:...
 at x is a linear map D : C(M) → R which has the property that for all f, g in C(M):
D(fg) = D(fg(x) + f(xD(g)
modeled on the product rule
Product rule

In calculus, the product rule is a formula used to find the derivatives of products of functions.It may be stated thus:or in the Leibniz notation thus:...
 of calculus. These derivations form a real vector space in a natural manner; this is the tangent space TxM.

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(f) = (f o γ)'(0) (where the derivative is taken in the ordinary sense, since f o γ is a function from (-1,1) to R).

Generalizations of this definition are possible, for instance to complex manifold
Complex manifold

In differential geometry, a complex manifold is a manifold with an atlas of chart to the open unit disk in Cn, such that the transition maps are holomorphic....
s and algebraic varieties
Algebraic variety

In mathematics, an algebraic variety is essentially a set of points where a polynomial or set of polynomials attain a value of zero. Algebraic varieties are one of the central objects of study in classical algebraic geometry....
. However, instead of examining derivations D from the full algebra of functions, one must instead work at the level of germs
Germ (mathematics)

In mathematics, the notion of a germ of an object in/on a topological space captures the local properties of the object. In particular, the objects in question are mostly functions and subsets....
 of functions. The reason is that the structure sheaf may not be fine
Injective sheaf

In mathematics, injective sheaves of abelian groups are used to construct the resolutions needed to define sheaf cohomology .There is a further group of related concepts applied to sheaf : flabby , fine, soft , acyclic....
 for such structures. For instance, let X be an algebraic variety with structure sheaf F. Then the Zariski tangent space
Zariski tangent space

In algebraic geometry, the Zariski tangent space is a construction that defines a tangent space, at a point P on an algebraic variety V ....
 at a point pX is the collection of K-derivations D:FpK, where K is the groundfield and Fp is the stalk of F at p.

Definition via the cotangent space


Again we start with a C manifold M and a point x in M. Consider the ideal
Ideal (ring theory)

In ring theory, a branch of abstract algebra, an ideal is a special subset of a ring . The ideal concept generalizes in an appropriate way some important properties of integers like "even number" or "multiple of 3"....
 I in C(M) consisting of all functions f such that f(x) = 0. Then I and I 2 are real vector spaces, and TxM may be defined as the dual space
Dual space

In mathematics, any vector space, V, has a corresponding dual vector space consisting of all linear functionals on V. Dual vector spaces defined on finite-dimensional vector spaces can be used for defining tensors which are studied in tensor algebra....
 of the quotient space
Quotient space (linear algebra)

In linear algebra, the quotient of a vector space V by a linear subspace N is a vector space obtained by "collapsing" N to zero. The space obtained is called a quotient space and is denoted V/N ....
 I / I 2. This latter quotient space is also known as the cotangent space
Cotangent space

In differential geometry, one can attach to every point x of a smooth manifold a vector space called the cotangent space at x. Typically, the cotangent space is defined as the dual space of the tangent space at x, although there are more direct definitions ....
 of M at x.

While this definition is the most abstract, it is also the one most easily transferred to other settings, for instance to the varieties
Algebraic variety

In mathematics, an algebraic variety is essentially a set of points where a polynomial or set of polynomials attain a value of zero. Algebraic varieties are one of the central objects of study in classical algebraic geometry....
 considered in algebraic geometry
Algebraic geometry

Algebraic geometry is a branch of mathematics which, as the name suggests, combines techniques of abstract algebra, especially commutative algebra, with the language and the problems of geometry....
.

If D is a derivation, then D(f) = 0 for every f 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(f) = r((f - f(x)) + 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.

Properties


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 map
Identity map

An identity map is a database access design pattern used to improve performance by providing a context-specific in-memory cache to prevent duplicate retrieval of the same object data from the database....
s), 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 derivative
Directional derivative

In mathematics, the directional derivative of a multivariate differentiable function along a given vector V at a given point P intuitively represents the instantaneous rate of change of the function, moving through P, in the direction of V....
s. Given a vector v in Rn one defines the directional derivative of a smooth map f : RnR at a point x by 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 x (thought of as a derivation) then define the directional derivative in the direction v by 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

The derivative of a map


Main article: Pushforward (differential)

Every smooth (or differentiable) map φ : MN between smooth (or differentiable) manifolds induces natural linear maps between the corresponding tangent spaces: If the tangent space is defined via curves, the map is defined as If instead the tangent space is defined via derivations, then

The linear map dφx is called variously the derivative, total derivative, differential, or pushforward of φ at x. It is frequently expressed using a variety of other notations: In a sense, the derivative is the best linear approximation to φ near x. Note that when N = R, the map dφx : TxMR coincides with the usual notion of the differential
Differential (calculus)

In calculus, a differential is traditionally an infinitesimally small change in a variable. For example, if x is a variable, then a change in the value of x is often denoted ?x ....
 of the function φ. In local coordinates
Local coordinates

Local coordinates are measurement indices into a local coordinate system or a local coordinate space. A simple example is using house numbers to locate a house on a street; the street is a local coordinate system within a larger system composed of city townships, states, countries, etc....
 the derivative of f is given by the Jacobian
Jacobian

In vector calculus, the Jacobian is shorthand for either the Jacobian matrix or its determinant, the Jacobian determinant.In algebraic geometry the Jacobian of a algebraic curve means the Jacobian variety: a group variety associated to the curve, in which the curve can be embedded....
.

An important result regarding the derivative map is the following:
Theorem. If φ : MN is a local diffeomorphism
Local diffeomorphism

In mathematics, more specifically differential topology, a local diffeomorphism is intuitively a function between smooth manifolds that preserves the local differentiable structure....
 at x in M then dφx : TxM → Tφ(x)N is a linear isomorphism
Isomorphism

In abstract algebra, an isomorphism is a bijection map f such that both f and its inverse function f −1 are homomorphisms, i.e., structure-preserving mappings....
. Conversely, if dφx is an isomorphism then there is an open neighborhood
Open set

In metric topology and related fields of mathematics, a Set U is called open if, intuitively speaking, starting from any point x in U one can move by a small amount in any direction and still be in the set U....
 U of x such that φ maps U diffeomorphically onto its image.
This is a generalization of the inverse function theorem
Inverse function theorem

In mathematics, specifically differential calculus, the inverse function theorem gives sufficient conditions for a function to be invertible in a Neighbourhood of a point in its domain ....
 to maps between manifolds.

External links

  • at MathWorld
  • on Tangent Planes