In
multilinear algebra
Multilinear algebra is a subfield of mathematics that extends the methods of linear algebra. Just as linear algebra is built on the concept of a vector and develops the theory of vector spaces, multilinear algebra builds on the concepts of ''p' ...
, a multivector, sometimes called Clifford number, is an element of 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 ...
of a
vector space
In mathematics and physics, a vector space (also called a linear space) is a set whose elements, often called ''vectors'', may be added together and multiplied ("scaled") by numbers called '' scalars''. Scalars are often real numbers, but can ...
. This algebra is
graded,
associative
In mathematics, the associative property is a property of some binary operations, which means that rearranging the parentheses in an expression will not change the result. In propositional logic, associativity is a valid rule of replacement f ...
and
alternating, and consists of
linear combinations of simple -vectors
(also known as decomposable -vectors or
-blades) of the form
:
where
are in .
A -vector is such a linear combination that is ''homogeneous'' of degree (all terms are -blades for the same ). Depending on the authors, a "multivector" may be either a -vector or any element of the exterior algebra (any linear combination of -blades with potentially differing values of ).
In
differential geometry
Differential geometry is a mathematical discipline that studies the geometry of smooth shapes and smooth spaces, otherwise known as smooth manifolds. It uses the techniques of differential calculus, integral calculus, linear algebra and multili ...
, a -vector is a vector in the exterior algebra of the
tangent vector space; that is, it is an antisymmetric
tensor
In mathematics, a tensor is an algebraic object that describes a multilinear relationship between sets of algebraic objects related to a vector space. Tensors may map between different objects such as vectors, scalars, and even other tenso ...
obtained by taking linear combinations 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 the ...
of
tangent vector
In mathematics, a tangent vector is a vector that is tangent to a curve or surface at a given point. Tangent vectors are described in the differential geometry of curves in the context of curves in R''n''. More generally, tangent vectors are eleme ...
s, for some integer . A
differential -form is a -vector in the exterior algebra of the
dual
Dual or Duals may refer to:
Paired/two things
* Dual (mathematics), a notion of paired concepts that mirror one another
** Dual (category theory), a formalization of mathematical duality
*** see more cases in :Duality theories
* Dual (grammatical ...
of the tangent space, which is also the dual of the exterior algebra of the tangent space.
For and , -vectors are often called respectively ''
scalar
Scalar may refer to:
*Scalar (mathematics), an element of a field, which is used to define a vector space, usually the field of real numbers
* Scalar (physics), a physical quantity that can be described by a single element of a number field such ...
s'', ''
vector
Vector most often refers to:
*Euclidean vector, a quantity with a magnitude and a direction
*Vector (epidemiology), an agent that carries and transmits an infectious pathogen into another living organism
Vector may also refer to:
Mathematic ...
s'', ''
bivector In mathematics, a bivector or 2-vector is a quantity in exterior algebra or geometric algebra that extends the idea of scalar (mathematics), scalars and Euclidean vector, vectors. If a scalar is considered a degree-zero quantity, and a vector is a d ...
s'' and ''trivectors''; they are respectively dual to
0-forms, 1-forms, 2-forms and 3-forms.
[
][
]
Exterior product
The exterior product (also called the wedge product) used to construct multivectors is multilinear (linear in each input), associative and alternating. This means for vectors u, v and w in a vector space ''V'' and for scalars ''α'', ''β'', the exterior product has the properties:
* Linear in an input:
* Associative:
* Alternating:
The exterior product of ''k'' vectors or a sum of such products (for a single ''k'') is called a grade ''k'' multivector, or a ''k''-vector. The maximum grade of a multivector is the dimension of the vector space ''V''.
Linearity in either input together with the alternating property implies linearity in the other input. The multilinearity of the exterior product allows a multivector to be expressed as a linear combination of exterior products of basis vectors of ''V''. The exterior product of ''k'' basis vectors of ''V'' is the standard way of constructing each basis element for the space of ''k''-vectors, which has dimension
() in the exterior algebra of an ''n''-dimensional vector space.
Harley Flanders
Harley M. Flanders (September 13, 1925 – July 26, 2013) was an American mathematician, known for several textbooks and contributions to his fields: algebra and algebraic number theory, linear algebra, electrical networks, scientific computing.
...
(1989)963
Year 963 (Roman numerals, CMLXIII) was a common year starting on Thursday (link will display the full calendar) of the Julian calendar.
Events
By place
Byzantine Empire
* March 15 – Emperor Romanos II dies at age 25, probably o ...
''Differential Forms with Applications to the Physical Sciences'', § 2.1 The Space of ''p''-Vectors, pages 5–7, Dover Books
Dover Publications, also known as Dover Books, is an American book publisher founded in 1941 by Hayward and Blanche Cirker. It primarily reissues books that are out of print from their original publishers. These are often, but not always, books ...
Area and volume
The ''k''-vector obtained from the exterior product of ''k'' separate vectors in an ''n''-dimensional space has components that define the projected -volumes of the ''k''-
parallelotope spanned by the vectors. The square root of the sum of the squares of these components defines the volume of the ''k''-parallelotope.
The following examples show that a bivector in two dimensions measures the area of a parallelogram, and the magnitude of a bivector in three dimensions also measures the area of a parallelogram. Similarly, a three-vector in three dimensions measures the volume of a parallelepiped.
It is easy to check that the magnitude of a three-vector in four dimensions measures the volume of the parallelepiped spanned by these vectors.
Multivectors in R2
Properties of multivectors can be seen by considering the two dimensional vector space . Let the basis vectors be e
1 and e
2, so u and v are given by
:
and the multivector , also called a bivector, is computed to be
:
The vertical bars denote the determinant of the matrix, which is the area of the parallelogram spanned by the vectors u and v. The magnitude of is the area of this parallelogram. Notice that because ''V'' has dimension two the basis bivector is the only multivector in Λ''V''.
The relationship between the magnitude of a multivector and the area or volume spanned by the vectors is an important feature in all dimensions. Furthermore, the linear functional version of a multivector that computes this volume is known as a differential form.
Multivectors in R3
More features of multivectors can be seen by considering the three dimensional vector space . In this case, let the basis vectors be e
1, e
2, and e
3, so u, v and w are given by
:
and the bivector is computed to be
:
The components of this bivector are the same as the components of the cross product. The magnitude of this bivector is the square root of the sum of the squares of its components.
This shows that the magnitude of the bivector is the area of the parallelogram spanned by the vectors u and v as it lies in the three-dimensional space ''V''. The components of the bivector are the projected areas of the parallelogram on each of the three coordinate planes.
Notice that because ''V'' has dimension three, there is one basis three-vector in Λ''V''. Compute the three-vector
:
This shows that the magnitude of the three-vector is the volume of the parallelepiped spanned by the three vectors u, v and w.
In higher-dimensional spaces, the component three-vectors are projections of the volume of a parallelepiped onto the coordinate three-spaces, and the magnitude of the three-vector is the volume of the parallelepiped as it sits in the higher-dimensional space.
Grassmann coordinates
In this section, we consider multivectors on a
projective space
In mathematics, the concept of a projective space originated from the visual effect of perspective, where parallel lines seem to meet ''at infinity''. A projective space may thus be viewed as the extension of a Euclidean space, or, more generally ...
''P''
''n'', which provide a convenient set of coordinates for lines, planes and hyperplanes that have properties similar to the homogeneous coordinates of points, called
Grassmann coordinates
Hermann Günther Grassmann (german: link=no, Graßmann, ; 15 April 1809 – 26 September 1877) was a German polymath known in his day as a linguist and now also as a mathematician. He was also a physicist, general scholar, and publisher. His mat ...
.
Points in a real projective space ''P''
''n'' are defined to be lines through the origin of the vector space R
''n''+1. For example, the projective plane ''P''
2 is the set of lines through the origin of R
3. Thus, multivectors defined on R
''n''+1 can be viewed as multivectors on ''P''
''n''.
A convenient way to view a multivector on ''P''
''n'' is to examine it in an
affine component of ''P''
''n'', which is the intersection of the lines through the origin of R
''n''+1 with a selected hyperplane, such as . Lines through the origin of R
3 intersect the plane to define an affine version of the projective plane that only lacks the points for which , called the points at infinity.
Multivectors on ''P''2
Points in the affine component of the projective plane have coordinates . A linear combination of two points and defines a plane in R
3 that intersects E in the line joining p and q. The multivector defines a parallelogram in R
3 given by
:
Notice that substitution of for p multiplies this multivector by a constant. Therefore, the components of are homogeneous coordinates for the plane through the origin of R
3.
The set of points on the line through p and q is the intersection of the plane defined by with the plane . These points satisfy , that is,
:
which simplifies to the equation of a line
:
This equation is satisfied by points for real values of α and β.
The three components of that define the line ''λ'' are called the
Grassmann coordinates
Hermann Günther Grassmann (german: link=no, Graßmann, ; 15 April 1809 – 26 September 1877) was a German polymath known in his day as a linguist and now also as a mathematician. He was also a physicist, general scholar, and publisher. His mat ...
of the line. Because three homogeneous coordinates define both a point and a line, the geometry of points is said to be dual to the geometry of lines in the projective plane. This is called the
principle of duality.
Multivectors on ''P''3
Three dimensional projective space, ''P''
3 consists of all lines through the origin of R
4. Let the three dimensional hyperplane, , be the affine component of projective space defined by the points . The multivector defines a parallelepiped in R
4 given by
:
Notice that substitution of for p multiplies this multivector by a constant. Therefore, the components of are homogeneous coordinates for the 3-space through the origin of R
4.
A plane in the affine component is the set of points in the intersection of H with the 3-space defined by . These points satisfy , that is,
:
which simplifies to the equation of a plane
:
This equation is satisfied by points for real values of ''α'', ''β'' and ''γ''.
The four components of that define the plane ''λ'' are called the
Grassmann coordinates
Hermann Günther Grassmann (german: link=no, Graßmann, ; 15 April 1809 – 26 September 1877) was a German polymath known in his day as a linguist and now also as a mathematician. He was also a physicist, general scholar, and publisher. His mat ...
of the plane. Because four homogeneous coordinates define both a point and a plane in projective space, the geometry of points is dual to the geometry of planes.
A line as the join of two points: In projective space the line ''λ'' through two points p and q can be viewed as the intersection of the affine space with the plane in R
4. The multivector provides homogeneous coordinates for the line
:
These are known as the
Plücker coordinates
In geometry, Plücker coordinates, introduced by Julius Plücker in the 19th century, are a way to assign six homogeneous coordinates to each line in projective 3-space, P3. Because they satisfy a quadratic constraint, they establish a one-to- ...
of the line, though they are also an example of Grassmann coordinates.
A line as the intersection of two planes: A line ''μ'' in projective space can also be defined as the set of points x that form the intersection of two planes ''π'' and ''ρ'' defined by grade three multivectors, so the points x are the solutions to the linear equations
:
In order to obtain the Plucker coordinates of the line ''μ'', map the multivectors ''π'' and ''ρ'' to their dual point coordinates using 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 ...
,
:
then
:
So, the Plücker coordinates of the line ''μ'' are given by
:
Because the six homogeneous coordinates of a line can be obtained from the join of two points or the intersection of two planes, the line is said to be self dual in projective space.
Clifford product
W. K. Clifford combined multivectors with the
inner product
In mathematics, an inner product space (or, rarely, a Hausdorff space, Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation (mathematics), operation called an inner product. The inner product of two ve ...
defined on the vector space, in order to obtain a general construction for hypercomplex numbers that includes the usual complex numbers and Hamilton's
quaternion
In mathematics, the quaternion number system extends the complex numbers. Quaternions were first described by the Irish mathematician William Rowan Hamilton in 1843 and applied to mechanics in three-dimensional space. Hamilton defined a quatern ...
s.
The Clifford product between two vectors u and v is bilinear and associative like the exterior product, and has the additional property that the multivector uv is coupled to the inner product by Clifford's relation,
:
Clifford's relation retains the anticommuting property for vectors that are perpendicular. This can be seen from the mutually orthogonal unit vectors in R
''n'': Clifford's relation yields
:
which shows that the basis vectors mutually anticommute,
:
In contrast to the exterior product, the Clifford product of a vector with itself is not zero. To see this, compute the product
:
which yields
:
The set of multivectors constructed using Clifford's product yields an associative algebra known as a
Clifford algebra
In mathematics, a Clifford algebra is an algebra generated by a vector space with a quadratic form, and is a unital associative algebra. As -algebras, they generalize the real numbers, complex numbers, quaternions and several other hyperc ...
. Inner products with different properties can be used to construct different Clifford algebras.
Geometric algebra
The term ''k-blade'' was used in ''Clifford Algebra to Geometric Calculus'' (1984)
Multivectors play a central role in the mathematical formulation of physics known as geometric algebra. According to
David Hestenes
David Orlin Hestenes (born May 21, 1933) is a theoretical physicist and science educator. He is best known as chief architect of geometric algebra as a unified language for mathematics and physics, and as founder of Modelling Instructio ...
,
:
on-scalar''k''-vectors are sometimes called ''k-blades'' or, merely ''blades'', to emphasize the fact that, in contrast to 0-vectors (scalars), they have "directional properties".
In 2003 the term ''blade'' for a multivector that can be written as the exterior product of
scalar anda set of vectors was used by C. Doran and A. Lasenby. Here, by the statement "Any multivector can be expressed as the sum of blades", scalars are implicitly defined as 0-blades.
[C. Doran and A. Lasenby (2003) ''Geometric Algebra for Physicists'', page 87, ]Cambridge University Press
Cambridge University Press is the university press of the University of Cambridge. Granted letters patent by Henry VIII of England, King Henry VIII in 1534, it is the oldest university press
A university press is an academic publishing hou ...
In
geometric algebra
In mathematics, a geometric algebra (also known as a real Clifford algebra) is an extension of elementary algebra to work with geometrical objects such as vectors. Geometric algebra is built out of two fundamental operations, addition and the ge ...
, a multivector is defined to be the sum of different-grade
''k''-blades, such as the summation of a
scalar
Scalar may refer to:
*Scalar (mathematics), an element of a field, which is used to define a vector space, usually the field of real numbers
* Scalar (physics), a physical quantity that can be described by a single element of a number field such ...
, a
vector
Vector most often refers to:
*Euclidean vector, a quantity with a magnitude and a direction
*Vector (epidemiology), an agent that carries and transmits an infectious pathogen into another living organism
Vector may also refer to:
Mathematic ...
, and a 2-vector.
[
] A sum of only ''k''-grade components is called a ''k''-vector,
[
] or a ''homogeneous'' multivector.
[
]
The highest grade element in a space is called a ''
pseudoscalar
In linear algebra, a pseudoscalar is a quantity that behaves like a scalar, except that it changes sign under a parity inversion while a true scalar does not.
Any scalar product between a pseudovector and an ordinary vector is a pseudoscalar. The ...
''.
If a given element is homogeneous of a grade ''k'', then it is a ''k''-vector, but not necessarily a ''k''-blade. Such an element is a ''k''-blade when it can be expressed as the exterior product of ''k'' vectors. A geometric algebra generated by a 4-dimensional vector space illustrates the point with an example: The sum of any two blades with one taken from the XY-plane and the other taken from the ZW-plane will form a 2-vector that is not a 2-blade. In a geometric algebra generated by a vector space of dimension 2 or 3, all sums of 2-blades may be written as a single 2-blade.
Examples
* 0-vectors are scalars;
* 1-vectors are vectors;
* 2-vectors are
bivector In mathematics, a bivector or 2-vector is a quantity in exterior algebra or geometric algebra that extends the idea of scalar (mathematics), scalars and Euclidean vector, vectors. If a scalar is considered a degree-zero quantity, and a vector is a d ...
s;
* (''n'' − 1)-vectors are
pseudovector
In physics and mathematics, a pseudovector (or axial vector) is a quantity that is defined as a function of some vectors or other geometric shapes, that resembles a vector, and behaves like a vector in many situations, but is changed into its o ...
s;
* ''n''-vectors are
pseudoscalar
In linear algebra, a pseudoscalar is a quantity that behaves like a scalar, except that it changes sign under a parity inversion while a true scalar does not.
Any scalar product between a pseudovector and an ordinary vector is a pseudoscalar. The ...
s.
In the presence of a
volume form In mathematics, a volume form or top-dimensional form is a differential form of degree equal to the differentiable manifold dimension. Thus on a manifold M of dimension n, a volume form is an n-form. It is an element of the space of sections of the ...
(such as given an
inner product
In mathematics, an inner product space (or, rarely, a Hausdorff space, Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation (mathematics), operation called an inner product. The inner product of two ve ...
and an orientation), pseudovectors and pseudoscalars can be identified with vectors and scalars, which is routine in
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 ...
, but without a volume form this cannot be done without making an arbitrary choice.
In the
algebra of physical space
In physics, the algebra of physical space (APS) is the use of the Clifford or geometric algebra Cl3,0(R) of the three-dimensional Euclidean space as a model for (3+1)-dimensional spacetime, representing a point in spacetime via a paravector (3-di ...
(the geometric algebra of Euclidean 3-space, used as a model of (3+1)-spacetime), a sum of a scalar and a vector is called a
paravector
The name paravector is used for the sum of a scalar and a vector in any Clifford algebra, known as geometric algebra among physicists.
This name was given by J. G. Maks in a doctoral dissertation at Technische Universiteit Delft, Netherlands, in ...
, and represents a point in spacetime (the vector the space, the scalar the time).
Bivectors
A bivector is an element of the
antisymmetric tensor product
In mathematics, the tensor product V \otimes W of two vector spaces and (over the same field) is a vector space to which is associated a bilinear map V\times W \to V\otimes W that maps a pair (v,w),\ v\in V, w\in W to an element of V \otimes W ...
of a
tangent space
In mathematics, the tangent space of a manifold generalizes to higher dimensions the notion of '' tangent planes'' to surfaces in three dimensions and ''tangent lines'' to curves in two dimensions. In the context of physics the tangent space to a ...
with itself.
In
geometric algebra
In mathematics, a geometric algebra (also known as a real Clifford algebra) is an extension of elementary algebra to work with geometrical objects such as vectors. Geometric algebra is built out of two fundamental operations, addition and the ge ...
, also, a bivector is a grade 2 element (a 2-vector) resulting from the
wedge product
A wedge is a triangular shaped tool, and is a portable inclined plane, and one of the six simple machines. It can be used to separate two objects or portions of an object, lift up an object, or hold an object in place. It functions by converti ...
of two vectors, and so it is geometrically an ''oriented area'', in the same way a ''vector'' is an oriented line segment. If a and b are two vectors, the bivector has
* a
norm
Naturally occurring radioactive materials (NORM) and technologically enhanced naturally occurring radioactive materials (TENORM) consist of materials, usually industrial wastes or by-products enriched with radioactive elements found in the envir ...
which is its area, given by
*:
* a direction: the plane where that area lies on, i.e., the plane determined by a and b, as long as they are linearly independent;
* an orientation (out of two), determined by the order in which the originating vectors are multiplied.
Bivectors are connected to
pseudovector
In physics and mathematics, a pseudovector (or axial vector) is a quantity that is defined as a function of some vectors or other geometric shapes, that resembles a vector, and behaves like a vector in many situations, but is changed into its o ...
s, and are used to represent rotations in geometric algebra.
As bivectors are elements of a vector space Λ
2''V'' (where ''V'' is a finite-dimensional vector space with ), it makes sense to define an
inner product
In mathematics, an inner product space (or, rarely, a Hausdorff space, Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation (mathematics), operation called an inner product. The inner product of two ve ...
on this vector space as follows. First, write any element in terms of a basis as
:
where 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 ...
is being used.
Now define a map by insisting that
:
where
are a set of numbers.
Applications
Bivectors play many important roles in physics, for example, in the
classification of electromagnetic fields In differential geometry and theoretical physics, the classification of electromagnetic fields is a pointwise classification of bivectors at each point of a Lorentzian manifold. It is used in the study of solutions of Maxwell's equations and has ap ...
.
See also
*
Blade (geometry)
In the study of geometric algebras, a -blade or a simple -vector is a generalization of the concept of scalars and vectors to include ''simple'' bivectors, trivectors, etc. Specifically, a -blade is a -vector that can be expressed as the exterio ...
*
Paravector
The name paravector is used for the sum of a scalar and a vector in any Clifford algebra, known as geometric algebra among physicists.
This name was given by J. G. Maks in a doctoral dissertation at Technische Universiteit Delft, Netherlands, in ...
References
{{tensors
Multilinear algebra
Tensors
Differential geometry
Geometric algebra