Musical Isomorphism
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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 In mathematics, an isomorphism is a structure-preserving mapping or morphism between two structures of the same type that can be reversed by an inverse mapping. Two mathematical structures are isomorphic if an isomorphism exists between the ...
between the
tangent bundle A tangent bundle is the collection of all of the tangent spaces for all points on a manifold, structured in a way that it forms a new manifold itself. Formally, in differential geometry, the tangent bundle of a differentiable manifold M is ...
\mathrmM and the
cotangent bundle In mathematics, especially differential geometry, the cotangent bundle of a smooth manifold is the vector bundle of all the cotangent spaces at every point in the manifold. It may be described also as the dual bundle to the tangent bundle. This m ...
\mathrm^* M of a Riemannian or
pseudo-Riemannian manifold In mathematical physics, a pseudo-Riemannian manifold, also called a semi-Riemannian manifold, is a differentiable manifold with a metric tensor that is everywhere nondegenerate. This is a generalization of a Riemannian manifold in which the ...
induced by its
metric tensor In the mathematical field of differential geometry, a metric tensor (or simply metric) is an additional structure on a manifold (such as a surface) that allows defining distances and angles, just as the inner product on a Euclidean space allows ...
. There are similar isomorphisms on
symplectic manifold In differential geometry, a subject of mathematics, a symplectic manifold is a smooth manifold, M , equipped with a closed nondegenerate differential 2-form \omega , called the symplectic form. The study of symplectic manifolds is called sy ...
s. These isomorphisms are global versions of the canonical isomorphism between an
inner product space In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, ofte ...
and its dual. The term ''musical'' refers to the use of the
musical notation Musical notation is any system used to visually represent music. Systems of notation generally represent the elements of a piece of music that are considered important for its performance in the context of a given musical tradition. The proce ...
symbols \flat (flat) and \sharp (sharp). In the notation of
Ricci calculus Ricci () is an Italian surname. Notable Riccis Arts and entertainment * Antonio Ricci (painter) (c.1565–c.1635), Spanish Baroque painter of Italian origin * Christina Ricci (born 1980), American actress * Clara Ross Ricci (1858-1954), British ...
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 Linear algebra is the branch of mathematics concerning linear equations such as :a_1x_1+\cdots +a_nx_n=b, linear maps such as :(x_1, \ldots, x_n) \mapsto a_1x_1+\cdots +a_nx_n, and their representations in vector spaces and through matrix (mathemat ...
, a
finite-dimensional vector space In mathematics, the dimension of a vector space ''V'' is the cardinality (i.e., the number of vectors) of a basis of ''V'' over its base field. p. 44, §2.36 It is sometimes called Hamel dimension (after Georg Hamel) or algebraic dimension to d ...
is isomorphic to its
dual space In mathematics, any vector space ''V'' has a corresponding dual vector space (or just dual space for short) consisting of all linear forms on ''V,'' together with the vector space structure of pointwise addition and scalar multiplication by cons ...
(the space of
linear functionals In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear mapIn some texts the roles are reversed and vectors are defined as linear maps from covectors to scalars from a vector space to its field (mat ...
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 vector In linear algebra, a column vector with elements is an m \times 1 matrix consisting of a single column of entries, for example, \boldsymbol = \begin x_1 \\ x_2 \\ \vdots \\ x_m \end. Similarly, a row vector is a 1 \times n matrix for some , c ...
s, and linear functionals are represented in the basis by
row vector In linear algebra, a column vector with elements is an m \times 1 matrix consisting of a single column of entries, for example, \boldsymbol = \begin x_1 \\ x_2 \\ \vdots \\ x_m \end. Similarly, a row vector is a 1 \times n matrix for some , co ...
s, 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 In mathematics, a bilinear form is a bilinear map on a vector space (the elements of which are called '' vectors'') over a field ''K'' (the elements of which are called '' scalars''). In other words, a bilinear form is a function that is linea ...
\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 In mathematics, the Kronecker delta (named after Leopold Kronecker) is a function of two variables, usually just non-negative integers. The function is 1 if the variables are equal, and 0 otherwise: \delta_ = \begin 0 &\text i \neq j, \\ 1 &\ ...
or
identity matrix In linear algebra, the identity matrix of size n is the n\times n square matrix with ones on the main diagonal and zeros elsewhere. It has unique properties, for example when the identity matrix represents a geometric transformation, the obje ...
. The musical isomorphisms are the global version of the canonical isomorphism v \mapsto \langle v, \cdot \rangle and its inverse for the
tangent bundle A tangent bundle is the collection of all of the tangent spaces for all points on a manifold, structured in a way that it forms a new manifold itself. Formally, in differential geometry, the tangent bundle of a differentiable manifold M is ...
and
cotangent bundle In mathematics, especially differential geometry, the cotangent bundle of a smooth manifold is the vector bundle of all the cotangent spaces at every point in the manifold. It may be described also as the dual bundle to the tangent bundle. This m ...
of a (pseudo-)Riemannian manifold (M,g). They are canonical isomorphisms of
vector bundles In mathematics, a vector bundle is a topological construction that makes precise the idea of a family of vector spaces parameterized by another space X (for example X could be a topological space, a manifold, or an algebraic variety): to every po ...
which are at any point the canonical isomorphism applied to the
tangent space In mathematics, the tangent space of a manifold is a generalization of to curves in two-dimensional space and to surfaces in three-dimensional space in higher dimensions. In the context of physics the tangent space to a manifold at a point can be ...
of at endowed with the inner product g_p. Because every
smooth manifold In mathematics, a differentiable manifold (also differential manifold) is a type of manifold that is locally similar enough to a vector space to allow one to apply calculus. Any manifold can be described by a collection of charts (atlas). One may ...
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 In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear mapIn some texts the roles are reversed and vectors are defined as linear maps from covectors to scalars from a vector space to its field of ...
: v^\flat = g_p(v,\cdot) in . Since this is a smooth map that preserves the point , it defines a morphism of
smooth vector bundle In mathematics, a vector bundle is a topological construction that makes precise the idea of a family of vector spaces parameterized by another space X (for example X could be a topological space, a manifold, or an algebraic variety): to every po ...
s \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 field In vector calculus and physics, a vector field is an assignment of a vector to each point in a space, most commonly Euclidean space \mathbb^n. A vector field on a plane can be visualized as a collection of arrows with given magnitudes and dire ...
s 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 In mathematics, a moving frame is a flexible generalization of the notion of a coordinate frame (an ordered basis of a vector space, in conjunction with an origin) often used to study the extrinsic differential geometry of smooth manifolds em ...
) for the tangent bundle with, as dual frame (see also
dual basis In linear algebra, given a vector space V with a basis B of vectors indexed by an index set I (the cardinality of I is the dimension of V), the dual set of B is a set B^* of vectors in the dual space V^* with the same index set I such that B and ...
), the moving coframe (a ''moving tangent frame'' for the ''cotangent bundle'' \mathrm^*M; see also
coframe In mathematics, a coframe or coframe field on a smooth manifold M is a system of one-forms or covectors which form a basis of the cotangent bundle at every point. In the exterior algebra of M, one has a natural map from v_k:\bigoplus^kT^*M\to\bigw ...
) . Then the
pseudo-Riemannian metric In mathematical physics, a pseudo-Riemannian manifold, also called a semi-Riemannian manifold, is a differentiable manifold with a metric tensor that is everywhere nondegenerate. This is a generalization of a Riemannian manifold in which the r ...
, which is a 2-covariant
tensor field In mathematics and physics, a tensor field is a function assigning a tensor to each point of a region of a mathematical space (typically a Euclidean space or manifold) or of the physical space. Tensor fields are used in differential geometry, ...
, 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 Component may refer to: In engineering, science, and technology Generic systems *System components, an entity with discrete structure, such as an assembly or software module, within a system considered at a particular level of analysis * Lumped e ...
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 In mathematics, the exterior algebra or Grassmann algebra of a vector space V is an associative algebra that contains V, which has a product, called exterior product or wedge product and denoted with \wedge, such that v\wedge v=0 for every vector ...
, 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 In differential geometry, the notion of a metric tensor can be extended to an arbitrary vector bundle, and to some principal fiber bundles. This metric is often called a bundle metric, or fibre metric. Definition If ''M'' is a topological manifold ...
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 In special relativity, a four-vector (or 4-vector, sometimes Lorentz vector) is an object with four components, which transform in a specific way under Lorentz transformations. Specifically, a four-vector is an element of a four-dimensional vect ...
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 In geometry, a Cartesian coordinate system (, ) in a plane is a coordinate system that specifies each point uniquely by a pair of real numbers called ''coordinates'', which are the signed distances to the point from two fixed perpendicular o ...
) and the
Minkowski metric In physics, Minkowski space (or Minkowski spacetime) () is the main mathematical description of spacetime in the absence of general_relativity, gravitation. It combines inertial space and time manifolds into a four-dimensional model. The model ...
tensor with
metric signature In mathematics, the signature of a metric tensor ''g'' (or equivalently, a real quadratic form thought of as a real symmetric bilinear form on a finite-dimensional vector space) is the number (counted with multiplicity) of positive, negative and z ...
(− + + +) 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 electromagnetism, the electromagnetic tensor or electromagnetic field tensor (sometimes called the field strength tensor, Faraday tensor or Maxwell bivector) is a mathematical object that describes the electromagnetic field in spacetime. Th ...
in the
signature A signature (; from , "to sign") is a depiction of someone's name, nickname, or even a simple "X" or other mark that a person writes on documents as a proof of identity and intent. Signatures are often, but not always, Handwriting, handwritt ...
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 mathematics, the signature of a metric tensor ''g'' (or equivalently, a real quadratic form thought of as a real symmetric bilinear form on a finite-dimensional vector space) is the number (counted with multiplicity) of positive, negative and z ...
. In older texts such as Jackson (2nd edition), there are no factors of since they are using
Gaussian units Gaussian units constitute a metric system of units of measurement. This system is the most common of the several electromagnetic unit systems based on the centimetre–gram–second system of units (CGS). It is also called the Gaussian unit syst ...
. Here
SI units The International System of Units, internationally known by the abbreviation SI (from French ), is the modern form of the metric system and the world's most widely used system of measurement. It is the only system of measurement with official st ...
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) In mathematics, a duality translates concepts, theorems or mathematical structures into other concepts, theorems or structures in a one-to-one fashion, often (but not always) by means of an involution operation: if the dual of is , then the ...
* *
Einstein notation In mathematics, especially the usage of linear algebra in mathematical physics and differential geometry, Einstein notation (also known as the Einstein summation convention or Einstein summation notation) is a notational convention that implies ...
*
Flat (music) In music, flat means lower in pitch. It may either be used in a general sense to mean any lowering of pitch, or to specifically refer to lowering pitch by a semitone. A flat is the opposite of a sharp () which indicates a raised pitch in the sa ...
and
Sharp (music) In music, sharp – eqv. (from French) or (from Greek ) – means higher in pitch. The sharp symbol, ♯, indicates that the note to which the symbol is applied is played one semitone higher. The opposite of sharp is flat, indicating a ...
about the signs and *
Hodge star operator In mathematics, the Hodge star operator or Hodge star is a linear map defined on the exterior algebra of a Dimension (vector space), finite-dimensional orientation (vector space), oriented vector space endowed with a Degenerate bilinear form, nonde ...
*
Metric tensor In the mathematical field of differential geometry, a metric tensor (or simply metric) is an additional structure on a manifold (such as a surface) that allows defining distances and angles, just as the inner product on a Euclidean space allows ...
*
Vector bundle In mathematics, a vector bundle is a topological construction that makes precise the idea of a family of vector spaces parameterized by another space X (for example X could be a topological space, a manifold, or an algebraic variety): to eve ...


Citations


References

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