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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
—more specifically, in
differential geometry Differential geometry is a Mathematics, mathematical discipline that studies the geometry of smooth shapes and smooth spaces, otherwise known as smooth manifolds. It uses the techniques of Calculus, single variable calculus, vector calculus, lin ...
—the musical isomorphism (or canonical isomorphism) is an isomorphism between the tangent bundle \mathrmM and the cotangent bundle \mathrm^* M of a Riemannian or pseudo-Riemannian manifold induced by its metric tensor. There are similar isomorphisms on symplectic manifolds. These isomorphisms are global versions of the canonical isomorphism between an inner product space and its dual. The term ''musical'' refers to the use of the musical notation symbols \flat (flat) and \sharp (sharp). In the notation of Ricci calculus and
mathematical physics Mathematical physics is the development of mathematics, mathematical methods for application to problems in physics. The ''Journal of Mathematical Physics'' defines the field as "the application of mathematics to problems in physics and the de ...
, the idea is expressed as the raising and lowering of indices. Raising and lowering indices are a form of index manipulation in tensor expressions. In certain specialized applications, such as on Poisson manifolds, the relationship may fail to be an isomorphism at singular points, and so, for these cases, is technically only a homomorphism.


Motivation

In linear algebra, a finite-dimensional vector space is isomorphic to its dual space (the space of linear 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 by column vectors, and linear functionals are represented in the basis by row vectors, and one can go back and forth by transposing. 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 V endowed with a non-degenerate bilinear form \langle\cdot,\cdot\rangle is canonically isomorphic to its dual. The canonical isomorphism V \to V^* is given by : v \mapsto \langle v, \cdot \rangle. The non-degeneracy of \langle\cdot,\cdot\rangle means exactly that the above map is an isomorphism. An example is where V = \mathbb R^n and \langle\cdot,\cdot\rangle is the
dot product In mathematics, the dot product or scalar productThe term ''scalar product'' means literally "product with a Scalar (mathematics), scalar as a result". It is also used for other symmetric bilinear forms, for example in a pseudo-Euclidean space. N ...
. In a basis e_i, the canonical isomorphism above is represented as follows. Let g_ = \langle e_i,e_j \rangle be the components of the non-degenerate bilinear form and let g^ be the components of the inverse matrix to g_. Let e^i be the dual basis of e_i. A vector v is written in the basis as v = v^i e_i using Einstein summation notation, i.e., v has components v^i in the basis. The canonical isomorphism applied to v gives an element of the dual, which is called a covector. The covector has components v_i in the dual basis given by contracting with g: :v_i = g_v^j. This is what is meant by lowering the index. Conversely, contracting a covector \alpha = \alpha_i e^i with the inverse of g gives a vector with components :\alpha^i = g^\alpha_j. in the basis e_i. This process is called raising the index. Raising and then lowering the same index (or conversely) are inverse operations, which is reflected in g_ and g^ being inverses: :g^g_=g_g^=_k=^i where \delta^i_j is the Kronecker delta or identity matrix. The musical isomorphisms are the global version of the canonical isomorphism v \mapsto \langle v, \cdot \rangle and its inverse for the tangent bundle and cotangent bundle of a (pseudo-)Riemannian manifold (M,g). They are canonical isomorphisms of vector bundles which are at any point the canonical isomorphism applied to the tangent space of at endowed with the inner product g_p. Because every smooth 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.


Discussion

Let be a (pseudo-)Riemannian manifold. At each point , the map is a non-degenerate bilinear form on the tangent space . If is a vector in , its ''flat'' is the covector : v^\flat = g_p(v,\cdot) in . Since this is a smooth map that preserves the point , it defines a morphism of smooth vector bundles \flat : \mathrmM \to \mathrm^*M. By non-degeneracy of the metric, \flat has an inverse \sharp at each point, characterized by : g_p(\alpha^\sharp, v) = \alpha(v) for in and in . The vector \alpha^\sharp is called the ''sharp'' of . The sharp map is a smooth bundle map \sharp : \mathrm^*M \to \mathrmM. Flat and sharp are mutually inverse isomorphisms of smooth vector bundles, hence, for each in , there are mutually inverse vector space isomorphisms between and . The flat and sharp maps can be applied to vector fields and covector fields by applying them to each point. Hence, if is a vector field and is a covector field, : X^\flat = g(X,\cdot) and : g(\omega^\sharp, X) = \omega(X).


In a moving frame

Suppose is a moving tangent frame (see also smooth frame) for the tangent bundle with, as dual frame (see also dual basis), the moving coframe (a ''moving tangent frame'' for the ''cotangent bundle'' \mathrm^*M; see also coframe) . Then the pseudo-Riemannian metric, which is a 2-covariant tensor field, can be written locally in this coframe as using Einstein summation notation. Given a vector field and denoting , its flat is : X^\flat = g_ X^i \mathbf^j = X_j \mathbf^j. This is referred to as lowering an index, because the components of are written with an upper index , whereas the components of X^\flat are written with a lower index . In the same way, given a covector field and denoting , its sharp is : \omega^\sharp = g^ \omega_i \mathbf_j = \omega^j \mathbf_j, where are the components of the inverse metric tensor (given by the entries of the inverse matrix to ). Taking the sharp of a covector field is referred to as ''raising an index''.


Extension to tensor products

The musical isomorphisms may also be extended, for each , to an isomorphism between the bundle :\bigotimes_^s M \otimes \bigotimes_^ ^* M of (r,s) tensors and the bundle of (r-k,s+k) tensors. Here can be positive or negative, so long as and . Lowering an index of an (r,s) tensor gives a (r-1,s+1) tensor, while raising an index gives a (r+1,s-1). Which index is to be raised or lowered must be indicated. For instance, consider the tensor . Raising the second index, we get the tensor :X^\sharp = g^ X_ \, ^i \otimes _k . In other words, the components X_i^k of X^\sharp are given by :X_i^k = g^ X_. Similar formulas are available for tensors of other orders. For example, for a (0,n) tensor , all indices are raised by: :X^ = g^g^\cdots g^X_. For a (n,0) tensor , all indices are lowered by: :X_ = g_g_\cdots g_X^. For a mixed tensor of order (n,m), all lower indices are raised and all upper indices are lowered by :^ = g_g_\cdots g_g^g^\cdots g^_. 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 as g_v^iu^j is well formulated while g_v_iu_j is not.


Extension to ''k''-vectors and ''k''-forms

In the context of exterior algebra, an extension of the musical operators may be defined on and its dual , and are again mutual inverses: :\flat : \bigwedge_^k V \to \bigwedge_^k V^*, :\sharp : \bigwedge_^k V^* \to \bigwedge_^k V, defined by :(X \wedge \ldots \wedge Z)^\flat = X^\flat \wedge \ldots \wedge Z^\flat, :(\alpha \wedge \ldots \wedge \gamma)^\sharp = \alpha^\sharp \wedge \ldots \wedge \gamma^\sharp. In this extension, in which maps ''k''-vectors to ''k''-covectors and maps ''k''-covectors to ''k''-vectors, all the indices of a totally antisymmetric tensor are simultaneously raised or lowered, and so no index need be indicated: Y^\sharp = ( Y_ \mathbf^ \otimes \dots \otimes \mathbf^)^\sharp = g^ \dots g^ \, Y_ \, \mathbf_ \otimes \dots \otimes \mathbf_. This works not just for ''k''-vectors in the context of linear algebra but also for ''k''-forms in the context of a (pseudo-)Riemannian manifold: :\flat : \bigwedge_^k M \to \bigwedge_^k ^* M, :\sharp : \bigwedge_^k ^* M \to \bigwedge_^k M,


Vector bundles with bundle metrics

More generally, musical isomorphisms always exist between a vector bundle endowed with a bundle metric and its dual.


Trace of a tensor

Given a tensor , we define the ''trace of through the metric tensor '' by \operatorname_g ( X ) := \operatorname ( X^\sharp ) = \operatorname ( g^ X_ \, ^i \otimes _k ) = g^ X_ . 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 (r, s) 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, if is an (r, s) tensor with , then the indices i_1 and i_2 can be contracted to give an (r-2, s) tensor with components :X^_ = g_ X^_.


Example computations


In Minkowski spacetime

The covariant 4-position is given by :X_\mu = (-ct, x, y, z) with components: :X_0 = -ct, \quad X_1 = x, \quad X_2 = y, \quad X_3 = z (where ,, are the usual Cartesian coordinates) and the Minkowski metric tensor with metric signature (− + + +) is defined as : \eta_ = \eta^ = \begin -1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 1 \end in components: :\eta_ = -1, \quad \eta_ = \eta_ = 0,\quad \eta_ = \delta_\,(i,j \neq 0). To raise the index, multiply by the tensor and contract: :X^\lambda = \eta^X_\mu = \eta^X_0 + \eta^X_i then for : :X^0 = \eta^X_0 + \eta^X_i = -X_0 and for : :X^j = \eta^X_0 + \eta^X_i = \delta^X_i = X_j \,. So the index-raised contravariant 4-position is: :X^\mu = (ct, x, y, z)\,. This operation is equivalent to the matrix multiplication : \begin -1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 1 \end \begin -ct \\ x \\ y \\ z \end = \begin ct \\ x \\ y \\ z \end. Given two vectors, X^\mu and Y^\mu, we can write down their (pseudo-)inner product in two ways: :\eta_X^\mu Y^\nu. By lowering indices, we can write this expression as :X_\mu Y^\mu. In matrix notation, the first expression can be written as : \begin X^0 & X^1 & X^2 & X^3 \end \begin -1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 1 \end \begin Y^0 \\ Y^1 \\ Y^2 \\ Y^3\end while the second is, after lowering the indices of X^\mu, :\begin -X^0 & X^1 & X^2 & X^3 \end\begin Y^0 \\ Y^1 \\ Y^2 \\ Y^3\end.


In electromagnetism

For a (0,2) tensor, twice contracting with the inverse metric tensor and contracting in different indices raises each index: :A^=g^g^A_. Similarly, twice contracting with the metric tensor and contracting in different indices lowers each index: :A_=g_g_A^ Let's apply this to the theory of electromagnetism. The contravariant electromagnetic tensor in the signature is given byNB: Some texts, such as: , will show this tensor with an overall factor of −1. This is because they used the negative of the metric tensor used here: , see metric signature. In older texts such as Jackson (2nd edition), there are no factors of since they are using Gaussian units. Here SI units are used. :F^ = \begin 0 & -\frac & -\frac & -\frac \\ \frac & 0 & -B_z & B_y \\ \frac & B_z & 0 & -B_x \\ \frac & -B_y & B_x & 0 \end. In components, :F^ = -F^ = - \frac ,\quad F^ = - \varepsilon^ B_k To obtain the covariant tensor , contract with the inverse metric tensor: :\begin F_ & = \eta_ \eta_ F^ \\ & = \eta_ \eta_ F^ + \eta_ \eta_ F^ + \eta_ \eta_ F^ + \eta_ \eta_ F^ \end and since and , this reduces to :F_ = \left(\eta_ \eta_ - \eta_ \eta_ \right) F^ + \eta_ \eta_ F^ Now for , : :\begin F_ & = \left(\eta_ \eta_ - \eta_ \eta_ \right) F^ + \eta_ \eta_ F^ \\ & = \bigl(0 - (-\delta_) \bigr) F^ + 0 \\ & = F^ = - F^ \\ \end and by antisymmetry, for , : : F_ = - F^ then finally for , ; :\begin F_ & = \left(\eta_ \eta_ - \eta_ \eta_ \right) F^ + \eta_ \eta_ F^ \\ & = 0 + \delta_ \delta_ F^ \\ & = F^ \\ \end The (covariant) lower indexed tensor is then: :F_ = \begin 0 & \frac & \frac & \frac \\ -\frac & 0 & -B_z & B_y \\ -\frac & B_z & 0 & -B_x \\ -\frac & -B_y & B_x & 0 \end This operation is equivalent to the matrix multiplication : \begin -1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 1 \end \begin 0 & -\frac & -\frac & -\frac \\ \frac & 0 & -B_z & B_y \\ \frac & B_z & 0 & -B_x \\ \frac & -B_y & B_x & 0 \end \begin -1 & 0 & 0 & 0 \\ 0 & 1 & 0 & 0 \\ 0 & 0 & 1 & 0 \\ 0 & 0 & 0 & 1 \end =\begin 0 & \frac & \frac & \frac \\ -\frac & 0 & -B_z & B_y \\ -\frac & B_z & 0 & -B_x \\ -\frac & -B_y & B_x & 0 \end.


See also

* Duality (mathematics) * * Einstein notation * Flat (music) and Sharp (music) about the signs and * Hodge star operator * Metric tensor * Vector bundle


Citations


References

* * * {{Manifolds Differential geometry Riemannian geometry Riemannian manifolds Symplectic geometry