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a function assign a tensor to each point of a region of a mathematical space (typically a Euclidean space or a manifold)

Definition

Let MM be a manifold, for instance the Euclidean plane Rn\mathbb{R}^n

Then a tensor field of type (p,q)(p, q) is a section

TΓ(M,Vp(V)q)T \in \Gamma(M, V^{\otimes p} \otimes (V^{*})^{\otimes q})

where VV is a vector bundle on MM, VV^{*} is its dual and \otimes is the tensor product of vector bundles

via coordinate transitions


appendix

a few math definitions

metric tensors

A tangent space is a nn-dimensional differentiable manifold MM associated with each point pp.

a non-degenerate, smooth, symmetric bilinear map that assigns a real number to pairs of tangent vectors at each tangent space of the manifold.

metric tensor gg

g:TpM×TpMRg: T_p M \times T_p M \to \mathbb{R}

The map is symmetric and bilinear, so if X,Y,ZTpMX, Y, Z \in T_p M are tangent vectors at point pp to the manifold MM then we have:

g(X,Y)=g(Y,X)g(aX+Y,Z)=ag(X,Z)+g(Y,Z)\begin{aligned} g(X,Y) &= g(Y,X) \\ g(aX + Y, Z) &= ag(X,Z) + g(Y,Z) \end{aligned}

for any real number aRa \in \mathbb{R}

gg is non-degenerate means there is no non-zero XTpMX \in T_p M such that g(X,Y)=0 YTpMg(X,Y)=0 \forall \space Y \in T_p M

vector bundle

a topological construction that makes precise the idea of of a family of vector space parameterised by another space XX

ex: XX could be a topological space, a manifold

Möbius strip

to every point xx of the space XX we “attach” a vector space V(x)V(x) in such a way that these vector space fits together to form another space of the same kind as XX

definition

A real vector bundle consists of

  • topological spaces XX (base space) and EE (total space)
  • a continuous surjection π:EX\pi: E \rightarrow X (bundle projection)
  • For every xx in XX the structure of a finite-dimensional real vector space on the fiber π1({x})\pi^{-1}(\{x\})

compatibility condition

For every point pp in XX, there is an open neighborhood UXU \subseteq X of pp and a homeomorphism

φ:U×Rkπ1(U)\varphi : U \times \mathbb{R}^k \rightarrow \pi^{-1}(U)

such that for all xx in UU:

  • (πφ)(x,v)=x(\pi \circ \varphi)(x,v)=x for all vectors vv in Rk\mathbb{R}^k
  • the map vφ(x,v)v \mapsto \varphi(x,v) is a linear isomorphism between vector spaces Rk\mathbb{R}^k and π1({x})\pi^{-1}(\{x\})

properties

  • open neighborhood UU together with the hoemomorphism φ\varphi is called a local trivialisation of the vector bundle 1
  • every fiber π1({x})\pi^{-1}(\{x\}) is a finite-dimensional real vector space and hence has a dimension kxk_x

  • function xkxx \to k_x is locally constant, and therefore constant on each connected component of XX

rank of the vector bundle

if kxk_x is equal to constant kk on all of XX, then kk is the rank of the vector bundle, and EE is a vector bundle of rank kk

trivial bundle

The Cartesian product X×RkX \times \mathbb{R}^k equipped with the projection X×RkXX \times \mathbb{R}^k \to X is considered as the trivial bundle of rank kk over XX

dual

operations on vector bundle extending the operation of duality for vector space.

definition

a dual bundle of a vector bundle π:EX\pi : E \rightarrow X is the vector bundle π:EX\pi^{*}: E^{*} \rightarrow X whose fiber are the dual spaces to fibers of EE

Equivalently, EE^{*} can be defined as the Hom bundle Hom(E,R×X)\text{Hom}(E, \mathbb{R} \times X), the vector bundle of morphisms from EE to the trivial line bundle R×XX\mathbb{R} \times X \rightarrow X

fiber

a space that is locally a product space, but globally may have different topological structure

definition

A fiber bundle is a structure (E,B,π,F)(E, B, \pi, F) where:

  • E,B,FE, B, F are topological space
  • π:EB\pi: E \rightarrow B is a continuous surjection satisfying local triviality condition

BB is considered as base space, EE is total space, and FF is the fiber space

the map π\pi is called the projection map

consequences

we require that for every xBx \in B, there is an open neighborhood UBU \subseteq B of xx such that there is a homeomorphism φ:π1(U)U×F\varphi: \pi^{-1}(U) \rightarrow U \times F such that a way π\pi agrees with the projection onto the first factor. 2

"\\usepackage{tikz-cd}\n\\begin{document}\n\\begin{tikzcd}\n\\pi^{-1}(U) \\arrow[r, \"\\varphi\"] \\arrow[d, \"\\pi\"'] & U \\times F \\arrow[ld, \"proj_1\"] \\\\\nU &\n\\end{tikzcd}\n\\end{document}"¼¡1(U)U£FU'¼proj1
source code

where proj1:U×FU\text{proj}_1: U \times F \rightarrow U is the natural projection and φ:π1(U)U×F\varphi : \pi^{-1}(U) \rightarrow U \times F is a homeomorphism.

The set of all {(Ui,φi)}\{(U_i, \varphi_i)\} is called a local trivialization of the bundle

Therefore, for any pBp \in B, the preimage π1({p})\pi^{-1}(\{p\}) is homeomorphic to FF 3 and is called the fiber over p

annotation

a fiber bundle (E,B,π,F)(E, B, \pi, F) is often denoted as

FEπBF \to E \xrightarrow{\pi} B

bundle map

Suppose that MM and NN are base space, and πE:EM\pi_E: E \to M and πF:FN\pi_F: F \to N are fiber bundles over MM and NN respectively.

definition

bundle map/morphism consists of a pair of continuous functions

φ:EF,f:MN\varphi: E \to F, f: M \to N

such that πFφ=fπE\pi_F \circ \varphi = f \circ \pi_E. That is the following is commutative:

"\\usepackage{tikz-cd}\n\\begin{document}\n\\begin{tikzcd}\nE \\arrow[r, \"\\varphi\"] \\arrow[d, \"\\pi_E\"'] & F \\arrow[d, \"\\pi_F\"] \\\\\nM \\arrow[r, \"f\"'] & N\n\\end{tikzcd}\n\\end{document}"EFMN'¼E¼Ff
source code

Bibliographie

Remarque

  1. shows that locally the map π\pi “looks like” the projection of U×RkU \times \mathbb{R}^k on UU

  2. π1(U)\pi^{-1}(U) is the given subspace topology, and U×FU \times F is the product space

  3. since this is true of proj11({p})\text{proj}_1^{-1}(\{p\})