In certain specialized applications, such as onPoisson manifolds, the relationship may fail to be an isomorphism atsingular points, and so, for these cases, is technically only a homomorphism.
Inlinear algebra, afinite-dimensional vector space is isomorphic to itsdual space (the space oflinear functionals mapping the vector space to its base field), but not canonically isomorphic to it. This is to say that given a fixed basis for the vector space, there is a natural way to go back and forth between vectors and linear functionals: vectors are represented in the basis bycolumn vectors, and linear functionals are represented in the basis byrow vectors, and one can go back and forth bytransposing. However, without a fixed basis, there is no way to go back and forth between vectors and linear functionals. This is what is meant by that there is no canonical isomorphism.
On the other hand, a finite-dimensional vector space endowed with a non-degeneratebilinear form is canonically isomorphic to its dual. The canonical isomorphism is given by
.
The non-degeneracy of means exactly that the above map is an isomorphism. An example is where and is thedot product.
In a basis, the canonical isomorphism above is represented as follows. Let be the components of the non-degenerate bilinear form and let be the components of the inverse matrix to. Let be the dual basis of. A vector is written in the basis as usingEinstein summation notation, i.e., has components in the basis. The canonical isomorphism applied to gives an element of the dual, which is called a covector. The covector has components in the dual basis given by contracting with:
This is what is meant by lowering the index. Conversely, contracting a covector with the inverse of gives a vector with components
in the basis. This process is called raising the index.
Raising and then lowering the same index (or conversely) are inverse operations, which is reflected in and being inverses:
The musical isomorphisms are the global version of the canonical isomorphism and its inverse for thetangent bundle andcotangent bundle of a (pseudo-)Riemannian manifold. They are canonical isomorphisms ofvector bundles which are at any pointp the canonical isomorphism applied to thetangent space ofM atp endowed with the inner product.
Because everysmooth manifold can be (non-canonically) endowed with a Riemannian metric, the musical isomorphisms show that a vector bundle on a smooth manifold is (non-canonically) isomorphic to its dual.
Let(M,g) be a (pseudo-)Riemannian manifold. At each pointp, the mapgp is a non-degenerate bilinear form on the tangent spaceTpM. Ifv is a vector inTpM, itsflat is thecovector
inT∗ pM. Since this is a smooth map that preserves the pointp, it defines a morphism ofsmooth vector bundles. By non-degeneracy of the metric, has an inverse at each point, characterized by
forα inT∗ pM andv inTpM. The vector is called thesharp ofα. The sharp map is a smooth bundle map.
Flat and sharp are mutually inverse isomorphisms of smooth vector bundles, hence, for eachp inM, there are mutually inverse vector space isomorphisms betweenTpM andT∗ pM.
The flat and sharp maps can be applied tovector fields andcovector fields by applying them to each point. Hence, ifX is a vector field andω is a covector field,
Given a vector fieldX =Xiei and denotinggijXi =Xj, its flat is
.
This is referred to as lowering an index, because the components ofX are written with an upper indexXi, whereas the components of are written with a lower indexXj.
In the same way, given a covector fieldω =ωiei and denotinggijωi =ωj, its sharp is
,
wheregij are thecomponents of theinverse metric tensor (given by the entries of the inverse matrix togij). Taking the sharp of a covector field is referred to asraising an index.
The musical isomorphisms may also be extended, for eachr,s,k, to an isomorphism between the bundle
of tensors and the bundle of tensors. Herek can be positive or negative, so long asr -k ≥ 0 ands +k ≥ 0.
Lowering an index of an tensor gives a tensor, while raising an index gives a. Which index is to be raised or lowered must be indicated.
For instance, consider the(0, 2) tensorX =Xijei ⊗ej. Raising the second index, we get the(1, 1) tensor
In other words, the components of are given by
Similar formulas are available for tensors of other orders. For example, for a tensorX, all indices are raised by:[3]
For a tensorX, all indices are lowered by:
For a mixed tensor of order, all lower indices are raised and all upper indices are lowered by
Well-formulated expressions are constrained by the rules of Einstein summation notation: any index may appear at most twice and furthermore a raised index must contract with a lowered index. With these rules we can immediately see that an expression such asis well formulated while is not.
In the context ofexterior algebra, an extension of the musical operators may be defined on⋀V and its dual⋀V*, and are again mutual inverses:[4]
defined by
In this extension, in which♭ mapsk-vectors tok-covectors and♯ mapsk-covectors tok-vectors, all the indices of atotally antisymmetric tensor are simultaneously raised or lowered, and so no index need be indicated:
This works not just fork-vectors in the context of linear algebra but also fork-forms in the context of a (pseudo-)Riemannian manifold:
Given a(0, 2) tensorX =Xijei ⊗ej, we define thetrace ofX through the metric tensorg by
Observe that the definition of trace is independent of the choice of index to raise, since the metric tensor is symmetric.
The trace of an tensor can be taken in a similar way, so long as one specifies which two distinct indices are to be traced. This process is also called contracting the two indices. For example, ifX is an tensor withr > 1, then the indices and can be contracted to give an tensor with components
^NB: Some texts, such as:Griffiths, David J. (1987).Introduction to Elementary Particles. Wiley, John & Sons, Inc.ISBN0-471-60386-4., will show this tensor with an overall factor of −1. This is because they used the negative of the metric tensor used here:(− + + +), seemetric signature. In older texts such as Jackson (2nd edition), there are no factors ofc since they are usingGaussian units. HereSI units are used.
Lee, J. M. (2003).Introduction to Smooth manifolds. Springer Graduate Texts in Mathematics. Vol. 218.ISBN0-387-95448-1.
Lee, J. M. (1997).Riemannian Manifolds – An Introduction to Curvature. Springer Graduate Texts in Mathematics. Vol. 176. Springer Verlag.ISBN978-0-387-98322-6.