On a
differentiable 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 ma ...
, the exterior derivative extends the concept of the
differential of a function to
differential form
In mathematics, differential forms provide a unified approach to define integrands over curves, surfaces, solids, and higher-dimensional manifolds. The modern notion of differential forms was pioneered by Élie Cartan. It has many applications, ...
s of higher degree. The exterior derivative was first described in its current form by
Élie Cartan
Élie Joseph Cartan (; 9 April 1869 – 6 May 1951) was an influential French mathematician who did fundamental work in the theory of Lie groups, differential systems (coordinate-free geometric formulation of PDEs), and differential geometr ...
in 1899. The resulting calculus, known as
exterior calculus
In mathematics, differential forms provide a unified approach to define integrands over curves, surfaces, solids, and higher-dimensional manifolds. The modern notion of differential forms was pioneered by Élie Cartan. It has many applications ...
, allows for a natural, metric-independent generalization of
Stokes' theorem,
Gauss's theorem
In vector calculus, the divergence theorem, also known as Gauss's theorem or Ostrogradsky's theorem, reprinted in is a theorem which relates the ''flux'' of a vector field through a closed surface (mathematics), surface to the ''divergence'' o ...
, and
Green's theorem
In vector calculus, Green's theorem relates a line integral around a simple closed curve to a double integral over the plane region bounded by . It is the two-dimensional special case of Stokes' theorem.
Theorem
Let be a positively orient ...
from vector calculus.
If a differential -form is thought of as measuring the
flux
Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ph ...
through an infinitesimal -
parallelotope at each point of the manifold, then its exterior derivative can be thought of as measuring the net flux through the boundary of a -parallelotope at each point.
Definition
The exterior derivative of a
differential form
In mathematics, differential forms provide a unified approach to define integrands over curves, surfaces, solids, and higher-dimensional manifolds. The modern notion of differential forms was pioneered by Élie Cartan. It has many applications, ...
of degree (also differential -form, or just -form for brevity here) is a differential form of degree .
If is a
smooth function
In mathematical analysis, the smoothness of a function (mathematics), function is a property measured by the number of Continuous function, continuous Derivative (mathematics), derivatives it has over some domain, called ''differentiability cl ...
(a -form), then the exterior derivative of is the
differential of . That is, is the unique
-form such that for every smooth
vector field , , where is the
directional derivative
In mathematics, the directional derivative of a multivariable differentiable (scalar) function along a given vector v at a given point x intuitively represents the instantaneous rate of change of the function, moving through x with a velocity ...
of in the direction of .
The exterior product of differential forms (denoted with the same symbol ) is defined as their
pointwise In mathematics, the qualifier pointwise is used to indicate that a certain property is defined by considering each value f(x) of some function f. An important class of pointwise concepts are the ''pointwise operations'', that is, operations defined ...
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 th ...
.
There are a variety of equivalent definitions of the exterior derivative of a general -form.
In terms of axioms
The exterior derivative is defined to be the unique -linear mapping from -forms to -forms that has the following properties:
# is the
differential of for a -form .
# for a -form .
# where is a -form. That is to say, is an
antiderivation In mathematics, a derivation is a function on an algebra which generalizes certain features of the derivative operator. Specifically, given an algebra ''A'' over a ring or a field ''K'', a ''K''-derivation is a ''K''-linear map that satisfies Le ...
of degree on the
exterior algebra
In mathematics, the exterior algebra, or Grassmann algebra, named after Hermann Grassmann, is an algebra that uses the exterior product or wedge product as its multiplication. In mathematics, the exterior product or wedge product of vectors is a ...
of differential forms.
The second defining property holds in more generality: for any -form ; more succinctly, . The third defining property implies as a special case that if is a function and a is -form, then because a function is a
-form, and scalar multiplication and the exterior product are equivalent when one of the arguments is a scalar.
In terms of local coordinates
Alternatively, one can work entirely in a
local coordinate system
In mathematics, particularly topology, one describes a manifold using an atlas. An atlas consists of individual ''charts'' that, roughly speaking, describe individual regions of the manifold. If the manifold is the surface of the Earth, then an a ...
. The coordinate differentials form a basis of the space of one-forms, each associated with a coordinate. Given a
multi-index
Multi-index notation is a mathematical notation that simplifies formulas used in multivariable calculus, partial differential equations and the theory of distributions, by generalising the concept of an integer index to an ordered tuple of indices. ...
with for (and denoting with an
abuse of notation
In mathematics, abuse of notation occurs when an author uses a mathematical notation in a way that is not entirely formally correct, but which might help simplify the exposition or suggest the correct intuition (while possibly minimizing errors a ...
), the exterior derivative of a (simple) -form
:
over is defined as
:
(using the
Einstein summation convention
In mathematics, especially the usage of linear algebra in Mathematical physics, Einstein notation (also known as the Einstein summation convention or Einstein summation notation) is a notational convention that implies summation over a set of i ...
). The definition of the exterior derivative is extended
linear
Linearity is the property of a mathematical relationship (''function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear r ...
ly to a general -form
:
where each of the components of the multi-index run over all the values in . Note that whenever equals one of the components of the multi-index then (see ''
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 th ...
'').
The definition of the exterior derivative in local coordinates follows from the preceding
definition in terms of axioms. Indeed, with the -form as defined above,
:
Here, we have interpreted as a -form, and then applied the properties of the exterior derivative.
This result extends directly to the general -form as
:
In particular, for a -form , the components of in
local coordinates
Local coordinates are the ones used in a ''local coordinate system'' or a ''local coordinate space''. Simple examples:
* Houses. In order to work in a house construction, the measurements are referred to a control arbitrary point that will allow ...
are
:
''Caution'': There are two conventions regarding the meaning of
. Most current authors have the convention that
:
while in older text like Kobayashi and Nomizu or Helgason
:
In terms of invariant formula
Alternatively, an explicit formula can be given for the exterior derivative of a -form , when paired with arbitrary smooth
vector fields :
:
where denotes the
Lie bracket
In mathematics, a Lie algebra (pronounced ) is a vector space \mathfrak g together with an operation called the Lie bracket, an alternating bilinear map \mathfrak g \times \mathfrak g \rightarrow \mathfrak g, that satisfies the Jacobi identi ...
and a hat denotes the omission of that element:
:
In particular, when is a -form we have that .
Note: With the conventions of e.g., Kobayashi–Nomizu and Helgason the formula differs by a factor of :
:
Examples
Example 1. Consider over a -form basis for a scalar field . The exterior derivative is:
:
The last formula, where summation starts at , follows easily from the properties of 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 th ...
. Namely, .
Example 2. Let be a -form defined over . By applying the above formula to each term (consider and ) we have the following sum,
:
Stokes' theorem on manifolds
If is a compact smooth orientable -dimensional manifold with boundary, and is an -form on , then
the generalized form of Stokes' theorem states that:
:
Intuitively, if one thinks of as being divided into infinitesimal regions, and one adds the flux through the boundaries of all the regions, the interior boundaries all cancel out, leaving the total flux through the boundary of .
Further properties
Closed and exact forms
A -form is called ''closed'' if ; closed forms are the
kernel
Kernel may refer to:
Computing
* Kernel (operating system), the central component of most operating systems
* Kernel (image processing), a matrix used for image convolution
* Compute kernel, in GPGPU programming
* Kernel method, in machine learn ...
of . is called ''exact'' if for some -form ; exact forms are the
image
An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensiona ...
of . Because , every exact form is closed. The
Poincaré lemma In mathematics, especially vector calculus and differential topology, a closed form is a differential form ''α'' whose exterior derivative is zero (), and an exact form is a differential form, ''α'', that is the exterior derivative of another ...
states that in a contractible region, the converse is true.
de Rham cohomology
Because the exterior derivative has the property that , it can be used as the
differential (coboundary) to define
de Rham cohomology on a manifold. The -th de Rham cohomology (group) is the vector space of closed -forms modulo the exact -forms; as noted in the previous section, the Poincaré lemma states that these vector spaces are trivial for a contractible region, for . For
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 ma ...
s, integration of forms gives a natural homomorphism from the de Rham cohomology to the singular cohomology over . The theorem of de Rham shows that this map is actually an isomorphism, a far-reaching generalization of the Poincaré lemma. As suggested by the generalized Stokes' theorem, the exterior derivative is the "dual" of the
boundary map on singular simplices.
Naturality
The exterior derivative is natural in the technical sense: if is a smooth map and is the contravariant smooth
functor
In mathematics, specifically category theory, a functor is a Map (mathematics), mapping between Category (mathematics), categories. Functors were first considered in algebraic topology, where algebraic objects (such as the fundamental group) ar ...
that assigns to each manifold the space of -forms on the manifold, then the following diagram commutes
:
so , where denotes the
pullback
In mathematics, a pullback is either of two different, but related processes: precomposition and fiber-product. Its dual is a pushforward.
Precomposition
Precomposition with a function probably provides the most elementary notion of pullback: i ...
of . This follows from that , by definition, is , being the
pushforward
The notion of pushforward in mathematics is "dual" to the notion of pullback, and can mean a number of different but closely related things.
* Pushforward (differential), the differential of a smooth map between manifolds, and the "pushforward" op ...
of . Thus is a
natural transformation
In category theory, a branch of mathematics, a natural transformation provides a way of transforming one functor into another while respecting the internal structure (i.e., the composition of morphisms) of the categories involved. Hence, a natur ...
from to .
Exterior derivative in vector calculus
Most
vector calculus
Vector calculus, or vector analysis, is concerned with differentiation and integration of vector fields, primarily in 3-dimensional Euclidean space \mathbb^3. The term "vector calculus" is sometimes used as a synonym for the broader subject ...
operators are special cases of, or have close relationships to, the notion of exterior differentiation.
Gradient
A
smooth function
In mathematical analysis, the smoothness of a function (mathematics), function is a property measured by the number of Continuous function, continuous Derivative (mathematics), derivatives it has over some domain, called ''differentiability cl ...
on a real differentiable manifold is a -form. The exterior derivative of this -form is the -form .
When an inner product is defined, the
gradient
In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gradi ...
of a function is defined as the unique vector in such that its inner product with any element of is the directional derivative of along the vector, that is such that
:
That is,
:
where denotes the
musical isomorphism
In mathematics—more specifically, in differential geometry—the musical isomorphism (or canonical isomorphism) is an isomorphism between the tangent bundle \mathrmM and the cotangent bundle \mathrm^* M of a pseudo-Riemannian manifold induced by ...
mentioned earlier that is induced by the inner product.
The -form is a section of the
cotangent bundle, that gives a local linear approximation to in the cotangent space at each point.
Divergence
A vector field on has a corresponding -form
:
where
denotes the omission of that element.
(For instance, when , i.e. in three-dimensional space, the -form is locally the
scalar triple product
In geometry and algebra, the triple product is a product of three 3-dimensional vectors, usually Euclidean vectors. The name "triple product" is used for two different products, the scalar-valued scalar triple product and, less often, the vector- ...
with .) The integral of over a hypersurface is the
flux
Flux describes any effect that appears to pass or travel (whether it actually moves or not) through a surface or substance. Flux is a concept in applied mathematics and vector calculus which has many applications to physics. For transport ph ...
of over that hypersurface.
The exterior derivative of this -form is the -form
:
Curl
A vector field on also has a corresponding -form
:
Locally, is the dot product with . The integral of along a path is the
work
Work may refer to:
* Work (human activity), intentional activity people perform to support themselves, others, or the community
** Manual labour, physical work done by humans
** House work, housework, or homemaking
** Working animal, an animal t ...
done against along that path.
When , in three-dimensional space, the exterior derivative of the -form is the -form
:
Invariant formulations of operators in vector calculus
The standard
vector calculus
Vector calculus, or vector analysis, is concerned with differentiation and integration of vector fields, primarily in 3-dimensional Euclidean space \mathbb^3. The term "vector calculus" is sometimes used as a synonym for the broader subject ...
operators can be generalized for any
pseudo-Riemannian manifold
In differential geometry, 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 ...
, and written in coordinate-free notation as follows:
:
where is the
Hodge star operator
In mathematics, the Hodge star operator or Hodge star is a linear map defined on the exterior algebra of a finite-dimensional oriented vector space endowed with a nondegenerate symmetric bilinear form. Applying the operator to an element of the ...
, and are the
musical isomorphism
In mathematics—more specifically, in differential geometry—the musical isomorphism (or canonical isomorphism) is an isomorphism between the tangent bundle \mathrmM and the cotangent bundle \mathrm^* M of a pseudo-Riemannian manifold induced by ...
s, is a
scalar field
In mathematics and physics, a scalar field is a function (mathematics), function associating a single number to every point (geometry), point in a space (mathematics), space – possibly physical space. The scalar may either be a pure Scalar ( ...
and is a
vector field.
Note that the expression for requires to act on , which is a form of degree . A natural generalization of to -forms of arbitrary degree allows this expression to make sense for any .
See also
*
Exterior covariant derivative
In the mathematical field of differential geometry, the exterior covariant derivative is an extension of the notion of exterior derivative to the setting of a differentiable principal bundle or vector bundle with a connection.
Definition
Let ''G' ...
*
de Rham complex
In mathematics, de Rham cohomology (named after Georges de Rham) is a tool belonging both to algebraic topology and to differential topology, capable of expressing basic topological information about smooth manifolds in a form particularly ada ...
*
Finite element exterior calculus
*
Discrete exterior calculus In mathematics, the discrete exterior calculus (DEC) is the extension of the exterior calculus to discrete spaces including graphs and finite element meshes. DEC methods have proved to be very powerful in improving and analyzing finite element me ...
*
Green's theorem
In vector calculus, Green's theorem relates a line integral around a simple closed curve to a double integral over the plane region bounded by . It is the two-dimensional special case of Stokes' theorem.
Theorem
Let be a positively orient ...
*
Lie derivative
In differential geometry, the Lie derivative ( ), named after Sophus Lie by Władysław Ślebodziński, evaluates the change of a tensor field (including scalar functions, vector fields and one-forms), along the flow defined by another vector fi ...
*
Stokes' theorem
*
Fractal derivative
In applied mathematics and mathematical analysis, the fractal derivative or Hausdorff derivative is a non-Newtonian generalization of the derivative dealing with the measurement of fractals, defined in fractal geometry. Fractal derivatives were ...
Notes
References
*
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*
External links
* Archived a
Ghostarchiveand th
Wayback Machine
{{Tensors, state=collapsed
Differential forms
Differential operators
Generalizations of the derivative