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 ...
, the Hodge star operator or Hodge star is a
linear map
In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping V \to W between two vector spaces that p ...
defined on the
exterior algebra of a
finite-dimensional oriented vector space
In mathematics and physics, a vector space (also called a linear space) is a set (mathematics), set whose elements, often called vector (mathematics and physics), ''vectors'', can be added together and multiplied ("scaled") by numbers called sc ...
endowed with a
nondegenerate symmetric bilinear form. Applying the operator to an element of the algebra produces the Hodge dual of the element. This map was introduced by
W. V. D. Hodge.
For example, in an oriented 3-dimensional Euclidean space, an oriented plane can be represented by the
exterior product
In mathematics, specifically in topology,
the interior of a subset of a topological space is the union of all subsets of that are open in .
A point that is in the interior of is an interior point of .
The interior of is the complement of ...
of two basis vectors, and its Hodge dual is the
normal vector given by their
cross product
In mathematics, the cross product or vector product (occasionally directed area product, to emphasize its geometric significance) is a binary operation on two vectors in a three-dimensional oriented Euclidean vector space (named here E), and ...
; conversely, any vector is dual to the oriented plane perpendicular to it, endowed with a suitable bivector. Generalizing this to an -dimensional vector space, the Hodge star is a one-to-one mapping of -vectors to -vectors; the dimensions of these spaces are the
binomial coefficient
In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
s
.
The
naturalness of the star operator means it can play a role in differential geometry when applied to the cotangent
bundle of a
pseudo-Riemannian manifold, and hence to
differential -forms. This allows the definition of the codifferential as the Hodge adjoint of the
exterior derivative, leading to the
Laplace–de Rham operator. This generalizes the case of 3-dimensional Euclidean space, in which
divergence
In vector calculus, divergence is a vector operator that operates on a vector field, producing a scalar field giving the rate that the vector field alters the volume in an infinitesimal neighborhood of each point. (In 2D this "volume" refers to ...
of a vector field may be realized as the codifferential opposite to the
gradient operator, and the
Laplace operator
In mathematics, the Laplace operator or Laplacian is a differential operator given by the divergence of the gradient of a Scalar field, scalar function on Euclidean space. It is usually denoted by the symbols \nabla\cdot\nabla, \nabla^2 (where \ ...
on a function is the divergence of its gradient. An important application is the
Hodge decomposition of differential forms on a
closed Riemannian manifold.
Formal definition for ''k''-vectors
Let be an
-dimensional oriented vector space
In mathematics and physics, a vector space (also called a linear space) is a set (mathematics), set whose elements, often called vector (mathematics and physics), ''vectors'', can be added together and multiplied ("scaled") by numbers called sc ...
with a nondegenerate symmetric bilinear form
, referred to here as a scalar product. (In more general contexts such as pseudo-Riemannian manifolds and
Minkowski space, the bilinear form may not be positive-definite.) This induces a
scalar product on
-vectors for
, by defining it on simple -vectors
and
to equal the
Gram determinant[ Harley Flanders (1963) ''Differential Forms with Applications to the Physical Sciences'', Academic Press]
:
extended to
through linearity.
The unit -vector
is defined in terms of an oriented
orthonormal basis
In mathematics, particularly linear algebra, an orthonormal basis for an inner product space V with finite Dimension (linear algebra), dimension is a Basis (linear algebra), basis for V whose vectors are orthonormal, that is, they are all unit vec ...
of as:
:
(Note: In the general pseudo-Riemannian case, orthonormality means
for all pairs of basis vectors.)
The Hodge star operator is a linear operator on the
exterior algebra of , mapping -vectors to ()-vectors, for
. It has the following property, which defines it completely:
:
for all -vectors
Dually, in the space
of -forms (alternating -multilinear functions on
), the dual to
is the
volume form , the function whose value on
is the
determinant
In mathematics, the determinant is a Scalar (mathematics), scalar-valued function (mathematics), function of the entries of a square matrix. The determinant of a matrix is commonly denoted , , or . Its value characterizes some properties of the ...
of the
matrix assembled from the column vectors of
in
-coordinates. Applying
to the above equation, we obtain the dual definition:
:
for all -vectors
Equivalently, taking
,
, and
:
:
This means that, writing an orthonormal basis of -vectors as
over all subsets
of
, the Hodge dual is the ()-vector corresponding to the complementary set
:
:
where
is the
sign of the permutation
and
is the product
. In the Riemannian case,
.
Since Hodge star takes an orthonormal basis to an orthonormal basis, it is an
isometry on the exterior algebra
.
Geometric explanation
The Hodge star is motivated by the correspondence between a subspace of and its orthogonal subspace (with respect to the scalar product), where each space is endowed with an
orientation and a numerical scaling factor. Specifically, a non-zero decomposable -vector
corresponds by the
Plücker embedding to the subspace
with oriented basis
, endowed with a scaling factor equal to the -dimensional volume of the parallelepiped spanned by this basis (equal to the
Gramian, the determinant of the matrix of scalar products
). The Hodge star acting on a decomposable vector can be written as a decomposable ()-vector:
:
where
form an oriented basis of the
orthogonal space . Furthermore, the ()-volume of the
-parallelepiped must equal the -volume of the
-parallelepiped, and
must form an oriented basis of
.
A general -vector is a linear combination of decomposable -vectors, and the definition of Hodge star is extended to general -vectors by defining it as being linear.
Examples
Two dimensions
In two dimensions with the normalized Euclidean metric and orientation given by the ordering , the Hodge star on -forms is given by
Three dimensions
A common example of the Hodge star operator is the case , when it can be taken as the correspondence between vectors and bivectors. Specifically, for
Euclidean R
3 with the basis
of
one-forms often used in
vector calculus, one finds that
The Hodge star relates the exterior and cross product in three dimensions:
Applied to three dimensions, the Hodge star provides 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
axial vectors and
bivectors, so each axial vector is associated with a bivector and vice versa, that is:
.
The Hodge star can also be interpreted as a form of the geometric correspondence between an
axis of rotation and an
infinitesimal rotation An infinitesimal rotation matrix or differential rotation matrix is a matrix (mathematics), matrix representing an infinitesimal, infinitely small rotation.
While a rotation matrix is an orthogonal matrix R^\mathsf = R^ representing an element of S ...
(see also:
3D rotation group#Lie algebra) around the axis, with speed equal to the length of the axis of rotation. A scalar product on a vector space
gives 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 ...
identifying
with its
dual space, and the vector space
is naturally isomorphic to the
tensor product
In mathematics, the tensor product V \otimes W of two vector spaces V and W (over the same field) is a vector space to which is associated a bilinear map V\times W \rightarrow V\otimes W that maps a pair (v,w),\ v\in V, w\in W to an element of ...
. Thus for
, the star mapping
takes each vector
to a bivector
, which corresponds to a linear operator
. Specifically,
is a
skew-symmetric operator, which corresponds to an infinitesimal rotation: that is, the macroscopic rotations around the axis
are given by the
matrix exponential
In mathematics, the matrix exponential is a matrix function on square matrix, square matrices analogous to the ordinary exponential function. It is used to solve systems of linear differential equations. In the theory of Lie groups, the matrix exp ...
. With respect to the basis
of
, the tensor
corresponds to a coordinate matrix with 1 in the
row and
column, etc., and the wedge
is the skew-symmetric matrix
, etc. That is, we may interpret the star operator as:
Under this correspondence, cross product of vectors corresponds to the commutator
Lie algebra, Lie bracket of linear operators: