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Exterior algebra

From Wikipedia, the free encyclopedia
(Redirected fromExterior power)
Algebra associated to any vector space
"Wedge product" redirects here. For the operation on topological spaces, seeWedge sum.
Orientation defined by an ordered set of vectors.
Reversed orientation corresponds to negating the exterior product.
Geometric interpretation of graden elements in a real exterior algebra forn = 0 (signed point), 1 (directed line segment, or vector), 2 (oriented plane element), 3 (oriented volume). The exterior product ofn vectors can be visualized as anyn-dimensional shape (e.g.n-parallelotope,n-ellipsoid); with magnitude (hypervolume), andorientation defined by that of its(n − 1)-dimensional boundary and on which side the interior is.[1][2]

In mathematics, theexterior algebra orGrassmann algebra of avector spaceV{\displaystyle V} is anassociative algebra that containsV,{\displaystyle V,} which has a product, calledexterior product orwedge product and denoted with{\displaystyle \wedge }, such thatvv=0{\displaystyle v\wedge v=0} for every vectorv{\displaystyle v} inV.{\displaystyle V.} The exterior algebra is named afterHermann Grassmann,[3] and the names of the product come from the "wedge" symbol{\displaystyle \wedge } and the fact that the product of two elements ofV{\displaystyle V} is "outside"V.{\displaystyle V.}

The wedge product ofk{\displaystyle k} vectorsv1v2vk{\displaystyle v_{1}\wedge v_{2}\wedge \dots \wedge v_{k}} is called ablade of degreek{\displaystyle k} ork{\displaystyle k}-blade. The wedge product was introduced originally as an algebraic construction used ingeometry to studyareas,volumes, and their higher-dimensional analogues: themagnitude of a2-bladevw{\displaystyle v\wedge w} is the area of theparallelogram defined byv{\displaystyle v} andw,{\displaystyle w,} and, more generally, the magnitude of ak{\displaystyle k}-blade is the (hyper)volume of theparallelotope defined by the constituent vectors. Thealternating property thatvv=0{\displaystyle v\wedge v=0} implies a skew-symmetric property thatvw=wv,{\displaystyle v\wedge w=-w\wedge v,} and more generally any blade flips sign whenever two of its constituent vectors are exchanged, corresponding to a parallelotope of opposite orientation.

The full exterior algebra contains objects that are not themselves blades, butlinear combinations of blades; a sum of blades of homogeneous degreek{\displaystyle k} is called ak-vector, while a more general sum of blades of arbitrary degree is called amultivector.[4] Thelinear span of thek{\displaystyle k}-blades is called thek{\displaystyle k}-th exterior power ofV.{\displaystyle V.} The exterior algebra is thedirect sum of thek{\displaystyle k}-th exterior powers ofV,{\displaystyle V,} and this makes the exterior algebra agraded algebra.

The exterior algebra isuniversal in the sense that every equation that relates elements ofV{\displaystyle V} in the exterior algebra is also valid in every associative algebra that containsV{\displaystyle V} and in which the square of every element ofV{\displaystyle V} is zero.

The definition of the exterior algebra can be extended for spaces built from vector spaces, such asvector fields andfunctions whosedomain is a vector space. Moreover, the field ofscalars may be any field. More generally, the exterior algebra can be defined formodules over acommutative ring. In particular, the algebra ofdifferential forms ink{\displaystyle k} variables is an exterior algebra over the ring of thesmooth functions ink{\displaystyle k} variables.

Motivating examples

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Areas in the plane

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The area of a parallelogram in terms of the determinant of the matrix of coordinates of two of its vertices.

The two-dimensionalEuclidean vector spaceR2{\displaystyle \mathbf {R} ^{2}} is areal vector space equipped with abasis consisting of a pair of orthogonalunit vectorse1=[10],e2=[01].{\displaystyle \mathbf {e} _{1}={\begin{bmatrix}1\\0\end{bmatrix}},\quad \mathbf {e} _{2}={\begin{bmatrix}0\\1\end{bmatrix}}.}

Suppose thatv=[ab]=ae1+be2,w=[cd]=ce1+de2{\displaystyle \mathbf {v} ={\begin{bmatrix}a\\b\end{bmatrix}}=a\mathbf {e} _{1}+b\mathbf {e} _{2},\quad \mathbf {w} ={\begin{bmatrix}c\\d\end{bmatrix}}=c\mathbf {e} _{1}+d\mathbf {e} _{2}}are a pair of given vectors inR2{\displaystyle \mathbf {R} ^{2}}, written in components. There is a unique parallelogram havingv{\displaystyle \mathbf {v} } andw{\displaystyle \mathbf {w} } as two of its sides. Thearea of this parallelogram is given by the standarddeterminant formula:Area=|det[vw]|=|det[acbd]|=|adbc|.{\displaystyle {\text{Area}}=\left|\det {\begin{bmatrix}\mathbf {v} &\mathbf {w} \end{bmatrix}}\right|=\left|\det {\begin{bmatrix}a&c\\b&d\end{bmatrix}}\right|=\left|ad-bc\right|.}

Consider now the exterior product ofv{\displaystyle \mathbf {v} } andw{\displaystyle \mathbf {w} }:vw=(ae1+be2)(ce1+de2)=ace1e1+ade1e2+bce2e1+bde2e2=(adbc)e1e2,{\displaystyle {\begin{aligned}\mathbf {v} \wedge \mathbf {w} &=(a\mathbf {e} _{1}+b\mathbf {e} _{2})\wedge (c\mathbf {e} _{1}+d\mathbf {e} _{2})\\&=ac\mathbf {e} _{1}\wedge \mathbf {e} _{1}+ad\mathbf {e} _{1}\wedge \mathbf {e} _{2}+bc\mathbf {e} _{2}\wedge \mathbf {e} _{1}+bd\mathbf {e} _{2}\wedge \mathbf {e} _{2}\\&=\left(ad-bc\right)\mathbf {e} _{1}\wedge \mathbf {e} _{2},\end{aligned}}}where the first step uses the distributive law for theexterior product, and the last uses the fact that the exterior product is analternating map, and in particulare2e1=(e1e2).{\displaystyle \mathbf {e} _{2}\wedge \mathbf {e} _{1}=-(\mathbf {e} _{1}\wedge \mathbf {e} _{2}).} (The fact that the exterior product is an alternating map also forcese1e1=e2e2=0.{\displaystyle \mathbf {e} _{1}\wedge \mathbf {e} _{1}=\mathbf {e} _{2}\wedge \mathbf {e} _{2}=0.}) Note that the coefficient in this last expression is precisely the determinant of the matrix[vw]. The fact that this may be positive or negative has the intuitive meaning thatv andw may be oriented in a counterclockwise or clockwise sense as the vertices of the parallelogram they define. Such an area is called thesigned area of the parallelogram: theabsolute value of the signed area is the ordinary area, and the sign determines its orientation.

The fact that this coefficient is the signed area is not an accident. In fact, it is relatively easy to see that the exterior product should be related to the signed area if one tries to axiomatize this area as an algebraic construct. In detail, ifA(v,w) denotes the signed area of the parallelogram of which the pair of vectorsv andw form two adjacent sides, then A must satisfy the following properties:

  1. A(rv,sw) =rsA(v,w) for any real numbersr ands, since rescaling either of the sides rescales the area by the same amount (and reversing the direction of one of the sides reverses the orientation of the parallelogram).
  2. A(v,v) = 0, since the area of thedegenerate parallelogram determined byv (i.e., aline segment) is zero.
  3. A(w,v) = −A(v,w), since interchanging the roles ofv andw reverses the orientation of the parallelogram.
  4. A(v +rw,w) = A(v,w) for any real numberr, since adding a multiple ofw tov affects neither the base nor the height of the parallelogram and consequently preserves its area.
  5. A(e1,e2) = 1, since the area of the unit square is one.
The cross product (blue vector) in relation to the exterior product (light blue parallelogram). The length of the cross product is to the length of the parallel unit vector (red) as the size of the exterior product is to the size of the reference parallelogram (light red).

With the exception of the last property, the exterior product of two vectors satisfies the same properties as the area. In a certain sense, the exterior product generalizes the final property by allowing the area of a parallelogram to be compared to that of any chosen parallelogram in a parallel plane (here, the one with sidese1 ande2). In other words, the exterior product provides abasis-independent formulation of area.[5]

Cross and triple products

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Basis Decomposition of a 2-vector

For vectors inR3, the exterior algebra is closely related to thecross product andtriple product. Using the standard basis{e1,e2,e3}, the exterior product of a pair of vectors

u=u1e1+u2e2+u3e3{\displaystyle \mathbf {u} =u_{1}\mathbf {e} _{1}+u_{2}\mathbf {e} _{2}+u_{3}\mathbf {e} _{3}}

and

v=v1e1+v2e2+v3e3{\displaystyle \mathbf {v} =v_{1}\mathbf {e} _{1}+v_{2}\mathbf {e} _{2}+v_{3}\mathbf {e} _{3}}

is

uv=(u1v2u2v1)(e1e2)+(u3v1u1v3)(e3e1)+(u2v3u3v2)(e2e3){\displaystyle \mathbf {u} \wedge \mathbf {v} =(u_{1}v_{2}-u_{2}v_{1})(\mathbf {e} _{1}\wedge \mathbf {e} _{2})+(u_{3}v_{1}-u_{1}v_{3})(\mathbf {e} _{3}\wedge \mathbf {e} _{1})+(u_{2}v_{3}-u_{3}v_{2})(\mathbf {e} _{2}\wedge \mathbf {e} _{3})}

where {e1e2,e3e1,e2e3} is the basis for the three-dimensional space ⋀2(R3). The coefficients above are the same as those in the usual definition of thecross product of vectors in three dimensions, the only difference being that the exterior product is not an ordinary vector, but instead is abivector.

Bringing in a third vector

w=w1e1+w2e2+w3e3,{\displaystyle \mathbf {w} =w_{1}\mathbf {e} _{1}+w_{2}\mathbf {e} _{2}+w_{3}\mathbf {e} _{3},}

the exterior product of three vectors is

uvw=(u1v2w3+u2v3w1+u3v1w2u1v3w2u2v1w3u3v2w1)(e1e2e3){\displaystyle \mathbf {u} \wedge \mathbf {v} \wedge \mathbf {w} =(u_{1}v_{2}w_{3}+u_{2}v_{3}w_{1}+u_{3}v_{1}w_{2}-u_{1}v_{3}w_{2}-u_{2}v_{1}w_{3}-u_{3}v_{2}w_{1})(\mathbf {e} _{1}\wedge \mathbf {e} _{2}\wedge \mathbf {e} _{3})}

wheree1e2e3 is the basis vector for the one-dimensional space ⋀3(R3). The scalar coefficient is thetriple product of the three vectors.

The cross product and triple product in three dimensions each admit both geometric and algebraic interpretations. The cross productu ×v can be interpreted as a vector which is perpendicular to bothu andv and whose magnitude is equal to the area of the parallelogram determined by the two vectors. It can also be interpreted as the vector consisting of theminors of the matrix with columnsu andv. The triple product ofu,v, andw is geometrically a (signed) volume. Algebraically, it is the determinant of the matrix with columnsu,v, andw. The exterior product in three dimensions allows for similar interpretations. In fact, in the presence of a positively orientedorthonormal basis, the exterior product generalizes these notions to higher dimensions.

Formal definition

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The exterior algebra(V){\displaystyle \bigwedge (V)} of a vector spaceV{\displaystyle V} over afieldK{\displaystyle K} is defined as thequotient algebra of thetensor algebraT(V), where

T(V)=k=0TkV=KV(VV)(VVV),{\displaystyle T(V)=\bigoplus _{k=0}^{\infty }T^{k}V=K\oplus V\oplus (V\otimes V)\oplus (V\otimes V\otimes V)\oplus \cdots ,}

by the two-sidedidealI{\displaystyle I} generated by all elements of the formxx{\displaystyle x\otimes x} such thatxV{\displaystyle x\in V}.[6] Symbolically,

(V):=T(V)/I.{\displaystyle \bigwedge (V):=T(V)/I.\,}

The exterior product{\displaystyle \wedge } of two elements of(V){\displaystyle \bigwedge (V)} is defined by

αβ=αβ(modI).{\displaystyle \alpha \wedge \beta =\alpha \otimes \beta {\pmod {I}}.}

Algebraic properties

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Alternating product

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The exterior product is by constructionalternating on elements ofV{\displaystyle V}, which means thatxx=0{\displaystyle x\wedge x=0} for allxV,{\displaystyle x\in V,} by the above construction. It follows that the product is alsoanticommutative on elements ofV{\displaystyle V}, for supposing thatx,yV{\displaystyle x,y\in V},

0=(x+y)(x+y)=xx+xy+yx+yy=xy+yx{\displaystyle 0=(x+y)\wedge (x+y)=x\wedge x+x\wedge y+y\wedge x+y\wedge y=x\wedge y+y\wedge x}

hence

xy=(yx).{\displaystyle x\wedge y=-(y\wedge x).}

More generally, ifσ{\displaystyle \sigma } is apermutation of the integers[1,,k]{\displaystyle [1,\dots ,k]}, andx1{\displaystyle x_{1}},x2{\displaystyle x_{2}}, ...,xk{\displaystyle x_{k}} are elements ofV{\displaystyle V}, it follows that

xσ(1)xσ(2)xσ(k)=sgn(σ)x1x2xk,{\displaystyle x_{\sigma (1)}\wedge x_{\sigma (2)}\wedge \cdots \wedge x_{\sigma (k)}=\operatorname {sgn}(\sigma )x_{1}\wedge x_{2}\wedge \cdots \wedge x_{k},}

wheresgn(σ){\displaystyle \operatorname {sgn}(\sigma )} is thesignature of the permutationσ{\displaystyle \sigma }.[7]

In particular, ifxi=xj{\displaystyle x_{i}=x_{j}} for someij{\displaystyle i\neq j}, then the following generalization of the alternating property also holds:

x1x2xk=0.{\displaystyle x_{1}\wedge x_{2}\wedge \cdots \wedge x_{k}=0.}

Together with the distributive property of the exterior product, one further generalization is that a necessary and sufficient condition for{x1,x2,,xk}{\displaystyle \{x_{1},x_{2},\dots ,x_{k}\}} to be a linearly dependent set of vectors is that

x1x2xk=0.{\displaystyle x_{1}\wedge x_{2}\wedge \cdots \wedge x_{k}=0.}

Exterior power

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Thekthexterior power ofV{\displaystyle V}, denotedk(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)}, is thevector subspace of(V){\displaystyle {\textstyle \bigwedge }(V)}spanned by elements of the form

x1x2xk,xiV,i=1,2,,k.{\displaystyle x_{1}\wedge x_{2}\wedge \cdots \wedge x_{k},\quad x_{i}\in V,i=1,2,\dots ,k.}

Ifαk(V){\displaystyle \alpha \in {\textstyle \bigwedge }^{\!k}(V)}, thenα{\displaystyle \alpha } is said to be ak-vector. If, furthermore,α{\displaystyle \alpha } can be expressed as an exterior product ofk{\displaystyle k} elements ofV{\displaystyle V}, thenα{\displaystyle \alpha } is said to bedecomposable (or simple, by some authors; or a blade, by others). Although decomposablek{\displaystyle k}-vectors spank(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)}, not every element ofk(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)} is decomposable. For example, givenR4{\displaystyle \mathbf {R} ^{4}} with a basis{e1,e2,e3,e4}{\displaystyle \{e_{1},e_{2},e_{3},e_{4}\}}, the following 2-vector is not decomposable:

α=e1e2+e3e4.{\displaystyle \alpha =e_{1}\wedge e_{2}+e_{3}\wedge e_{4}.}

Basis and dimension

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If thedimension ofV{\displaystyle V} isn{\displaystyle n} and{e1,,en}{\displaystyle \{e_{1},\dots ,e_{n}\}} is abasis forV{\displaystyle V}, then the set

{ei1ei2eik |  1i1<i2<<ikn}{\displaystyle \{\,e_{i_{1}}\wedge e_{i_{2}}\wedge \cdots \wedge e_{i_{k}}~{\big |}~~1\leq i_{1}<i_{2}<\cdots <i_{k}\leq n\,\}}

is a basis fork(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)}. The reason is the following: given any exterior product of the form

v1vk,{\displaystyle v_{1}\wedge \cdots \wedge v_{k},}

every vectorvj{\displaystyle v_{j}} can be written as alinear combination of the basis vectorsei{\displaystyle e_{i}}; using the bilinearity of the exterior product, this can be expanded to a linear combination of exterior products of those basis vectors. Any exterior product in which the same basis vector appears more than once is zero; any exterior product in which the basis vectors do not appear in the proper order can be reordered, changing the sign whenever two basis vectors change places. In general, the resulting coefficients of the basisk-vectors can be computed as theminors of thematrix that describes the vectorsvj{\displaystyle v_{j}} in terms of the basisei{\displaystyle e_{i}}.

By counting the basis elements, the dimension ofk(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)} is equal to abinomial coefficient:

dimk(V)=(nk),{\displaystyle \dim {\textstyle \bigwedge }^{\!k}(V)={\binom {n}{k}},}

wheren{\displaystyle n} is the dimension of thevectors, andk{\displaystyle k} is the number of vectors in the product. The binomial coefficient produces the correct result, even for exceptional cases; in particular,k(V)={0}{\displaystyle {\textstyle \bigwedge }^{\!k}(V)=\{0\}} fork>n{\displaystyle k>n}.

Any element of the exterior algebra can be written as a sum ofk-vectors. Hence, as a vector space the exterior algebra is adirect sum

(V)=0(V)1(V)2(V)n(V){\displaystyle {\textstyle \bigwedge }(V)={\textstyle \bigwedge }^{\!0}(V)\oplus {\textstyle \bigwedge }^{\!1}(V)\oplus {\textstyle \bigwedge }^{\!2}(V)\oplus \cdots \oplus {\textstyle \bigwedge }^{\!n}(V)}

(where, by convention,0(V)=K{\displaystyle {\textstyle \bigwedge }^{\!0}(V)=K}, thefield underlyingV{\displaystyle V}, and1(V)=V{\displaystyle {\textstyle \bigwedge }^{\!1}(V)=V}), and therefore its dimension is equal to the sum of the binomial coefficients, which is2n{\displaystyle 2^{n}}.

Rank of ak-vector

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Ifαk(V){\displaystyle \alpha \in {\textstyle \bigwedge }^{\!k}(V)}, then it is possible to expressα{\displaystyle \alpha } as a linear combination of decomposablek-vectors:

α=α(1)+α(2)++α(s){\displaystyle \alpha =\alpha ^{(1)}+\alpha ^{(2)}+\cdots +\alpha ^{(s)}}

where eachα(i){\displaystyle \alpha ^{(i)}} is decomposable, say

α(i)=α1(i)αk(i),i=1,2,,s.{\displaystyle \alpha ^{(i)}=\alpha _{1}^{(i)}\wedge \cdots \wedge \alpha _{k}^{(i)},\quad i=1,2,\ldots ,s.}

Therank of thek-vectorα{\displaystyle \alpha } is the minimal number of decomposablek-vectors in such an expansion ofα{\displaystyle \alpha }. This is similar to the notion oftensor rank.

Rank is particularly important in the study of 2-vectors (Sternberg 1964, §III.6) (Bryant et al. 1991). The rank of a 2-vectorα{\displaystyle \alpha } can be identified with half therank of the matrix of coefficients ofα{\displaystyle \alpha } in a basis. Thus ifei{\displaystyle e_{i}} is a basis forV{\displaystyle V}, thenα{\displaystyle \alpha } can be expressed uniquely as

α=i,jaijeiej{\displaystyle \alpha =\sum _{i,j}a_{ij}e_{i}\wedge e_{j}}

whereaij=aji{\displaystyle a_{ij}=-a_{ji}} (the matrix of coefficients isskew-symmetric). The rank of the matrixaij{\displaystyle a_{ij}} is therefore even, and is twice the rank of the formα{\displaystyle \alpha }.

In characteristic 0, the 2-vectorα{\displaystyle \alpha } has rankp{\displaystyle p} if and only if

ααp0 {\displaystyle {\underset {p}{\underbrace {\alpha \wedge \cdots \wedge \alpha } }}\neq 0\ } and ααp+1=0.{\displaystyle \ {\underset {p+1}{\underbrace {\alpha \wedge \cdots \wedge \alpha } }}=0.}

Graded structure

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The exterior product of ak-vector with ap-vector is a(k+p){\displaystyle (k+p)}-vector, once again invoking bilinearity. As a consequence, the direct sum decomposition of the preceding section

(V)=0(V)1(V)2(V)n(V){\displaystyle {\textstyle \bigwedge }(V)={\textstyle \bigwedge }^{\!0}(V)\oplus {\textstyle \bigwedge }^{\!1}(V)\oplus {\textstyle \bigwedge }^{\!2}(V)\oplus \cdots \oplus {\textstyle \bigwedge }^{\!n}(V)}

gives the exterior algebra the additional structure of agraded algebra, that is

k(V)p(V)k+p(V).{\displaystyle {\textstyle \bigwedge }^{\!k}(V)\wedge {\textstyle \bigwedge }^{\!p}(V)\subset {\textstyle \bigwedge }^{\!k+p}(V).}

Moreover, ifK is the base field, we have

0(V)=K{\displaystyle {\textstyle \bigwedge }^{\!0}(V)=K} and1(V)=V.{\displaystyle {\textstyle \bigwedge }^{\!1}(V)=V.}

The exterior product is graded anticommutative, meaning that ifαk(V){\displaystyle \alpha \in {\textstyle \bigwedge }^{\!k}(V)} andβp(V){\displaystyle \beta \in {\textstyle \bigwedge }^{\!p}(V)}, then

αβ=(1)kpβα.{\displaystyle \alpha \wedge \beta =(-1)^{kp}\beta \wedge \alpha .}

In addition to studying the graded structure on the exterior algebra,Bourbaki (1989) studies additional graded structures on exterior algebras, such as those on the exterior algebra of agraded module (a module that already carries its own gradation).

Universal property

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LetV be a vector space over the fieldK. Informally, multiplication in(V){\displaystyle {\textstyle \bigwedge }(V)} is performed by manipulating symbols and imposing adistributive law, anassociative law, and using the identityvv=0{\displaystyle v\wedge v=0} forvV. Formally,(V){\displaystyle {\textstyle \bigwedge }(V)} is the "most general" algebra in which these rules hold for the multiplication, in the sense that any unital associativeK-algebra containingV with alternating multiplication onV must contain a homomorphic image of(V){\displaystyle {\textstyle \bigwedge }(V)}. In other words, the exterior algebra has the followinguniversal property:[8]

Given any unital associativeK-algebraA and anyK-linear mapj:VA{\displaystyle j:V\to A} such thatj(v)j(v)=0{\displaystyle j(v)j(v)=0} for everyv inV, then there existsprecisely one unitalalgebra homomorphismf:(V)A{\displaystyle f:{\textstyle \bigwedge }(V)\to A} such thatj(v) =f(i(v)) for allv inV (herei is the natural inclusion ofV in(V){\displaystyle {\textstyle \bigwedge }(V)}, see above).

Universal property of the exterior algebra
Universal property of the exterior algebra

To construct the most general algebra that containsV and whose multiplication is alternating onV, it is natural to start with the most general associative algebra that containsV, thetensor algebraT(V), and then enforce the alternating property by taking a suitablequotient. We thus take the two-sidedidealI inT(V) generated by all elements of the formvv forv inV, and define(V){\displaystyle {\textstyle \bigwedge }(V)} as the quotient

(V)=T(V)/I{\displaystyle {\textstyle \bigwedge }(V)=T(V)\,/\,I}

(and use as the symbol for multiplication in(V){\displaystyle {\textstyle \bigwedge }(V)}). It is then straightforward to show that(V){\displaystyle {\textstyle \bigwedge }(V)} containsV and satisfies the above universal property.

As a consequence of this construction, the operation of assigning to a vector spaceV its exterior algebra(V){\displaystyle {\textstyle \bigwedge }(V)} is afunctor from thecategory of vector spaces to the category of algebras.

Rather than defining(V){\displaystyle {\textstyle \bigwedge }(V)} first and then identifying the exterior powersk(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)} as certain subspaces, one may alternatively define the spacesk(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)} first and then combine them to form the algebra(V){\displaystyle {\textstyle \bigwedge }(V)}. This approach is often used in differential geometry and is described in the next section.

Generalizations

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Given acommutative ringR{\displaystyle R} and anR{\displaystyle R}-moduleM{\displaystyle M}, we can define the exterior algebra(M){\displaystyle {\textstyle \bigwedge }(M)} just as above, as a suitable quotient of the tensor algebraT(M){\displaystyle \mathrm {T} (M)}. It will satisfy the analogous universal property. Many of the properties of(M){\displaystyle {\textstyle \bigwedge }(M)} also require thatM{\displaystyle M} be aprojective module. Where finite dimensionality is used, the properties further require thatM{\displaystyle M} befinitely generated and projective. Generalizations to the most common situations can be found inBourbaki (1989).

Exterior algebras ofvector bundles are frequently considered in geometry and topology. There are no essential differences between the algebraic properties of the exterior algebra of finite-dimensional vector bundles and those of the exterior algebra of finitely generated projective modules, by theSerre–Swan theorem. More general exterior algebras can be defined forsheaves of modules.

Alternating tensor algebra

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For a field of characteristic not 2,[9] the exterior algebra of a vector spaceV{\displaystyle V} overK{\displaystyle K} can be canonically identified with the vector subspace ofT(V){\displaystyle \mathrm {T} (V)} that consists ofantisymmetric tensors. For characteristic 0 (or higher thandimV{\displaystyle \dim V}), the vector space ofk{\displaystyle k}-linear antisymmetric tensors is transversal to the idealI{\displaystyle I}, hence, a good choice to represent the quotient. But for nonzero characteristic, the vector space ofK{\displaystyle K}-linear antisymmetric tensors could be not transversal to the ideal (actually, forkcharK{\displaystyle k\geq \operatorname {char} K}, the vector space ofK{\displaystyle K}-linear antisymmetric tensors is contained inI{\displaystyle I}); nevertheless, transversal or not, a product can be defined on this space such that the resulting algebra is isomorphic to the exterior algebra: in the first case the natural choice for the product is just the quotient product (using the available projection), in the second case, this product must be slightly modified as given below (along Arnold setting), but such that the algebra stays isomorphic with the exterior algebra, i.e. the quotient ofT(V){\displaystyle \mathrm {T} (V)} by the idealI{\displaystyle I} generated by elements of the formxx{\displaystyle x\otimes x}. Of course, for characteristic0{\displaystyle 0} (or higher than the dimension of the vector space), one or the other definition of the product could be used, as the two algebras are isomorphic (see V. I. Arnold or Kobayashi-Nomizu).

LetTr(V){\displaystyle \mathrm {T} ^{r}(V)} be the space of homogeneous tensors of degreer{\displaystyle r}. This is spanned by decomposable tensors

v1vr,viV.{\displaystyle v_{1}\otimes \cdots \otimes v_{r},\quad v_{i}\in V.}

Theantisymmetrization (or sometimes theskew-symmetrization) of a decomposable tensor is defined by

A(r)(v1vr)=σSrsgn(σ)vσ(1)vσ(r){\displaystyle \operatorname {{\mathcal {A}}^{(r)}} (v_{1}\otimes \cdots \otimes v_{r})=\sum _{\sigma \in {\mathfrak {S}}_{r}}\operatorname {sgn} (\sigma )v_{\sigma (1)}\otimes \cdots \otimes v_{\sigma (r)}}

and, whenr!0{\displaystyle r!\neq 0} (for nonzero characteristic fieldr!{\displaystyle r!} might be 0):

Alt(r)(v1vr)=1r!A(r)(v1vr){\displaystyle \operatorname {Alt} ^{(r)}(v_{1}\otimes \cdots \otimes v_{r})={\frac {1}{r!}}\operatorname {{\mathcal {A}}^{(r)}} (v_{1}\otimes \cdots \otimes v_{r})}

where the sum is taken over thesymmetric group of permutations on the symbols{1,,r}{\displaystyle \{1,\dots ,r\}}. This extends by linearity and homogeneity to an operation, also denoted byA{\displaystyle {\mathcal {A}}} andAlt{\displaystyle {\rm {Alt}}}, on the full tensor algebraT(V){\displaystyle \mathrm {T} (V)}.

Note that

A(r)A(r)=r!A(r).{\displaystyle \operatorname {{\mathcal {A}}^{(r)}} \operatorname {{\mathcal {A}}^{(r)}} =r!\operatorname {{\mathcal {A}}^{(r)}} .}

Such that, when defined,Alt(r){\displaystyle \operatorname {Alt} ^{(r)}} is the projection for the exterior (quotient) algebra onto the r-homogeneous alternating tensor subspace.On the other hand, the imageA(T(V)){\displaystyle {\mathcal {A}}(\mathrm {T} (V))} is always thealternating tensor graded subspace (not yet an algebra, as product is not yet defined), denotedA(V){\displaystyle A(V)}. This is a vector subspace ofT(V){\displaystyle \mathrm {T} (V)}, and it inherits the structure of a graded vector space from that onT(V){\displaystyle \mathrm {T} (V)}. Moreover, the kernel ofA(r){\displaystyle {\mathcal {A}}^{(r)}} is preciselyI(r){\displaystyle I^{(r)}}, the homogeneous subset of the idealI{\displaystyle I}, or the kernel ofA{\displaystyle {\mathcal {A}}} isI{\displaystyle I}. WhenAlt{\displaystyle \operatorname {Alt} } is defined,A(V){\displaystyle A(V)} carries an associative graded product^{\displaystyle {\widehat {\otimes }}} defined by (the same as the wedge product)

ts=t ^ s=Alt(ts).{\displaystyle t\wedge s=t~{\widehat {\otimes }}~s=\operatorname {Alt} (t\otimes s).}

AssumingK{\displaystyle K} has characteristic 0, asA(V){\displaystyle A(V)} is a supplement ofI{\displaystyle I} inT(V){\displaystyle \mathrm {T} (V)}, with the above given product, there is a canonical isomorphism

A(V)(V).{\displaystyle A(V)\cong {\textstyle \bigwedge }(V).}

When the characteristic of the field is nonzero,A{\displaystyle {\mathcal {A}}} will do whatAlt{\displaystyle {\rm {Alt}}} did before, but the product cannot be defined as above. In such a case, isomorphismA(V)(V){\displaystyle A(V)\cong {\textstyle \bigwedge }(V)} still holds, in spite ofA(V){\displaystyle A(V)} not being a supplement of the idealI{\displaystyle I}, but then, the product should be modified as given below (˙{\displaystyle {\dot {\wedge }}} product, Arnold setting).

Finally, we always getA(V){\displaystyle A(V)} isomorphic with(V){\displaystyle {\textstyle \bigwedge }(V)}, but the product could (or should) be chosen in two ways (or only one). Actually, the product could be chosen in many ways, rescaling it on homogeneous spaces asc(r+p)/c(r)c(p){\displaystyle c(r+p)/c(r)c(p)} for an arbitrary sequencec(r){\displaystyle c(r)} in the field, as long as the division makes sense (this is such that the redefined product is also associative, i.e. defines an algebra onA(V){\displaystyle A(V)}). Also note, the interior product definition should be changed accordingly, in order to keep its skew derivation property.

Index notation

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Suppose thatV has finite dimensionn, and that a basise1, ...,en ofV is given. Then any alternating tensort ∈ Ar(V) ⊂Tr(V) can be written inindex notation with theEinstein summation convention as

t=ti1i2irei1ei2eir,{\displaystyle t=t^{i_{1}i_{2}\cdots i_{r}}\,{\mathbf {e} }_{i_{1}}\otimes {\mathbf {e} }_{i_{2}}\otimes \cdots \otimes {\mathbf {e} }_{i_{r}},}

whereti1⋅⋅⋅ir iscompletely antisymmetric in its indices.

The exterior product of two alternating tensorst ands of ranksr andp is given by

t ^ s=1(r+p)!σSr+psgn(σ)tiσ(1)iσ(r)siσ(r+1)iσ(r+p)ei1ei2eir+p.{\displaystyle t~{\widehat {\otimes }}~s={\frac {1}{(r+p)!}}\sum _{\sigma \in {\mathfrak {S}}_{r+p}}\operatorname {sgn} (\sigma )t^{i_{\sigma (1)}\cdots i_{\sigma (r)}}s^{i_{\sigma (r+1)}\cdots i_{\sigma (r+p)}}{\mathbf {e} }_{i_{1}}\otimes {\mathbf {e} }_{i_{2}}\otimes \cdots \otimes {\mathbf {e} }_{i_{r+p}}.}

The components of this tensor are precisely the skew part of the components of the tensor productst, denoted by square brackets on the indices:

(t ^ s)i1ir+p=t[i1irsir+1ir+p].{\displaystyle (t~{\widehat {\otimes }}~s)^{i_{1}\cdots i_{r+p}}=t^{[i_{1}\cdots i_{r}}s^{i_{r+1}\cdots i_{r+p}]}.}

Theinterior product may also be described in index notation as follows. Lett=ti0i1ir1{\displaystyle t=t^{i_{0}i_{1}\cdots i_{r-1}}} be an antisymmetric tensor of rankr{\displaystyle r}. Then, forαV,ιαt{\displaystyle \iota _{\alpha }t} is an alternating tensor of rankr1{\displaystyle r-1}, given by

(ιαt)i1ir1=rj=0nαjtji1ir1.{\displaystyle (\iota _{\alpha }t)^{i_{1}\cdots i_{r-1}}=r\sum _{j=0}^{n}\alpha _{j}t^{ji_{1}\cdots i_{r-1}}.}

wheren is the dimension ofV.

Duality

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Alternating operators

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Given two vector spacesV andX and a natural numberk, analternating operator fromVk toX is amultilinear map

f:VkX{\displaystyle f:V^{k}\to X}

such that wheneverv1, ...,vk arelinearly dependent vectors inV, then

f(v1,,vk)=0.{\displaystyle f(v_{1},\ldots ,v_{k})=0.}

The map

w:Vkk(V),{\displaystyle w:V^{k}\to {\textstyle \bigwedge }^{\!k}(V),}

which associates tok{\displaystyle k} vectors fromV{\displaystyle V} their exterior product, i.e. their correspondingk{\displaystyle k}-vector, is also alternating. In fact, this map is the "most general" alternating operator defined onVk;{\displaystyle V^{k};} given any other alternating operatorf:VkX,{\displaystyle f:V^{k}\rightarrow X,} there exists a uniquelinear mapϕ:k(V)X{\displaystyle \phi :{\textstyle \bigwedge }^{\!k}(V)\rightarrow X} withf=ϕw.{\displaystyle f=\phi \circ w.} Thisuniversal property characterizes the space of alternating operators onVk{\displaystyle V^{k}} and can serve as its definition.

Alternating multilinear forms

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See also:Alternating multilinear map
Geometric interpretation for theexterior product ofn1-forms (ε,η,ω) to obtain ann-form ("mesh" ofcoordinate surfaces, here planes),[1] forn = 1, 2, 3. The "circulations" showorientation.[10][11]

The above discussion specializes to the case whenX=K{\displaystyle X=K}, the base field. In this case an alternating multilinear function

f:VkK{\displaystyle f:V^{k}\to K}

is called analternating multilinear form. The set of allalternatingmultilinear forms is a vector space, as the sum of two such maps, or the product of such a map with a scalar, is again alternating. By the universal property of the exterior power, the space of alternating forms of degreek{\displaystyle k} onV{\displaystyle V} isnaturally isomorphic with thedual vector space(k(V)){\displaystyle {\bigl (}{\textstyle \bigwedge }^{\!k}(V){\bigr )}^{*}}. IfV{\displaystyle V} is finite-dimensional, then the latter isnaturally isomorphic[clarification needed] tok(V){\displaystyle {\textstyle \bigwedge }^{\!k}\left(V^{*}\right)}. In particular, ifV{\displaystyle V} isn{\displaystyle n}-dimensional, the dimension of the space of alternating maps fromVk{\displaystyle V^{k}} toK{\displaystyle K} is thebinomial coefficient(nk){\displaystyle \textstyle {\binom {n}{k}}}.

Under such identification, the exterior product takes a concrete form: it produces a new anti-symmetric map from two given ones. Supposeω :VkK andη :VmK are two anti-symmetric maps. As in the case oftensor products of multilinear maps, the number of variables of their exterior product is the sum of the numbers of their variables. Depending on the choice of identification of elements of exterior power with multilinear forms, the exterior product is defined as

ωη=Alt(ωη){\displaystyle \omega \wedge \eta =\operatorname {Alt} (\omega \otimes \eta )}

or as

ω˙η=(k+m)!k!m!Alt(ωη),{\displaystyle \omega {\dot {\wedge }}\eta ={\frac {(k+m)!}{k!\,m!}}\operatorname {Alt} (\omega \otimes \eta ),}

where, if the characteristic of the base fieldK{\displaystyle K} is 0, the alternation Alt of a multilinear map is defined to be the average of the sign-adjusted values over all thepermutations of its variables:

Alt(ω)(x1,,xk)=1k!σSksgn(σ)ω(xσ(1),,xσ(k)).{\displaystyle \operatorname {Alt} (\omega )(x_{1},\ldots ,x_{k})={\frac {1}{k!}}\sum _{\sigma \in S_{k}}\operatorname {sgn} (\sigma )\,\omega (x_{\sigma (1)},\ldots ,x_{\sigma (k)}).}

When thefieldK{\displaystyle K} hasfinite characteristic, an equivalent version of the second expression without any factorials or any constants is well-defined:

ω˙η(x1,,xk+m)=σShk,msgn(σ)ω(xσ(1),,xσ(k))η(xσ(k+1),,xσ(k+m)),{\displaystyle {\omega {\dot {\wedge }}\eta (x_{1},\ldots ,x_{k+m})}=\sum _{\sigma \in \mathrm {Sh} _{k,m}}\operatorname {sgn} (\sigma )\,\omega (x_{\sigma (1)},\ldots ,x_{\sigma (k)})\,\eta (x_{\sigma (k+1)},\ldots ,x_{\sigma (k+m)}),}

where hereShk,mSk+m is the subset of(k,m) shuffles:permutationsσ of the set{1, 2, ...,k +m} such thatσ(1) <σ(2) < ⋯ <σ(k), andσ(k + 1) <σ(k + 2) < ... <σ(k +m). As this might look very specific and fine tuned, an equivalent raw version is to sum in the above formula over permutations in left cosets ofSk+m / (Sk ×Sm).

Interior product

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See also:Interior product

Suppose thatV{\displaystyle V} is finite-dimensional. IfV{\displaystyle V^{*}} denotes thedual space to the vector spaceV{\displaystyle V}, then for eachαV{\displaystyle \alpha \in V^{*}}, it is possible to define anantiderivation on the algebra(V){\displaystyle {\textstyle \bigwedge }(V)},

ια:k(V)k1(V).{\displaystyle \iota _{\alpha }:{\textstyle \bigwedge }^{\!k}(V)\rightarrow {\textstyle \bigwedge }^{\!k-1}(V).}

This derivation is called theinterior product withα{\displaystyle \alpha }, or sometimes theinsertion operator, orcontraction byα{\displaystyle \alpha }.

Suppose thatwk(V){\displaystyle w\in {\textstyle \bigwedge }^{\!k}(V)}. Thenw{\displaystyle w} is a multilinear mapping ofV{\displaystyle V^{*}} toK{\displaystyle K}, so it is defined by its values on thek-foldCartesian productV×V××V{\displaystyle V^{*}\times V^{*}\times \dots \times V^{*}}. Ifu1,u2, ...,uk−1 arek1{\displaystyle k-1} elements ofV{\displaystyle V^{*}}, then define

(ιαw)(u1,u2,,uk1)=w(α,u1,u2,,uk1).{\displaystyle (\iota _{\alpha }w)(u_{1},u_{2},\ldots ,u_{k-1})=w(\alpha ,u_{1},u_{2},\ldots ,u_{k-1}).}

Additionally, letιαf=0{\displaystyle \iota _{\alpha }f=0} wheneverf{\displaystyle f} is a pure scalar (i.e., belonging to0(V){\displaystyle {\textstyle \bigwedge }^{\!0}(V)}).

Axiomatic characterization and properties

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The interior product satisfies the following properties:

  1. For eachk{\displaystyle k} and eachαV{\displaystyle \alpha \in V^{*}} (where by conventionΛ1(V)={0}{\displaystyle \Lambda ^{-1}(V)=\{0\}}),
    ια:k(V)k1(V).{\displaystyle \iota _{\alpha }:{\textstyle \bigwedge }^{\!k}(V)\rightarrow {\textstyle \bigwedge }^{\!k-1}(V).}
  2. Ifv{\displaystyle v} is an element ofV{\displaystyle V} (=1(V){\displaystyle ={\textstyle \bigwedge }^{\!1}(V)}), thenιαv=α(v){\displaystyle \iota _{\alpha }v=\alpha (v)} is the dual pairing between elements ofV{\displaystyle V} and elements ofV{\displaystyle V^{*}}.
  3. For eachαV{\displaystyle \alpha \in V^{*}},ια{\displaystyle \iota _{\alpha }} is agraded derivation of degree −1:
    ια(ab)=(ιαa)b+(1)degaa(ιαb).{\displaystyle \iota _{\alpha }(a\wedge b)=(\iota _{\alpha }a)\wedge b+(-1)^{\deg a}a\wedge (\iota _{\alpha }b).}

These three properties are sufficient to characterize the interior product as well as define it in the general infinite-dimensional case.

Further properties of the interior product include:

Hodge duality

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Main article:Hodge star operator

Suppose thatV{\displaystyle V} has finite dimensionn{\displaystyle n}. Then the interior product induces a canonical isomorphism of vector spaces

k(V)n(V)nk(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V^{*})\otimes {\textstyle \bigwedge }^{\!n}(V)\to {\textstyle \bigwedge }^{\!n-k}(V)}

by the recursive definition

ιαβ=ιβια.{\displaystyle \iota _{\alpha \wedge \beta }=\iota _{\beta }\circ \iota _{\alpha }.}

In the geometrical setting, a non-zero element of the top exterior powern(V){\displaystyle {\textstyle \bigwedge }^{\!n}(V)} (which is a one-dimensional vector space) is sometimes called avolume form (ororientation form, although this term may sometimes lead to ambiguity). The name orientation form comes from the fact that a choice of preferred top element determines an orientation of the whole exterior algebra, since it is tantamount to fixing an ordered basis of the vector space. Relative to the preferred volume formσ{\displaystyle \sigma }, the isomorphism is given explicitly by

k(V)nk(V):αιασ.{\displaystyle {\textstyle \bigwedge }^{\!k}(V^{*})\to {\textstyle \bigwedge }^{\!n-k}(V):\alpha \mapsto \iota _{\alpha }\sigma .}

If, in addition to a volume form, the vector spaceV is equipped with aninner product identifyingV{\displaystyle V} withV{\displaystyle V^{*}}, then the resulting isomorphism is called theHodge star operator, which maps an element to itsHodge dual:

:k(V)nk(V).{\displaystyle \star :{\textstyle \bigwedge }^{\!k}(V)\rightarrow {\textstyle \bigwedge }^{\!n-k}(V).}

The composition of{\displaystyle \star } with itself mapsk(V)k(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)\to {\textstyle \bigwedge }^{\!k}(V)} and is always a scalar multiple of the identity map. In most applications, the volume form is compatible with the inner product in the sense that it is an exterior product of anorthonormal basis ofV{\displaystyle V}. In this case,

:k(V)k(V)=(1)k(nk)+qid{\displaystyle \star \circ \star :{\textstyle \bigwedge }^{\!k}(V)\to {\textstyle \bigwedge }^{\!k}(V)=(-1)^{k(n-k)+q}\mathrm {id} }

where id is the identity mapping, and the inner product hasmetric signature(p,q)p pluses andq minuses.

Inner product

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ForV{\displaystyle V} a finite-dimensional space, aninner product (or apseudo-Euclidean inner product) onV{\displaystyle V} defines an isomorphism ofV{\displaystyle V} withV{\displaystyle V^{*}}, and so also an isomorphism ofk(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)} with(kV){\displaystyle {\bigl (}{\textstyle \bigwedge }^{\!k}V{\bigr )}^{*}}. The pairing between these two spaces also takes the form of an inner product. On decomposablek{\displaystyle k}-vectors,

v1vk,w1wk=det(vi,wj),{\displaystyle \left\langle v_{1}\wedge \cdots \wedge v_{k},w_{1}\wedge \cdots \wedge w_{k}\right\rangle =\det {\bigl (}\langle v_{i},w_{j}\rangle {\bigr )},}

the determinant of the matrix of inner products. In the special casevi =wi, the inner product is the square norm of thek-vector, given by the determinant of theGramian matrix(⟨vi,vj⟩). This is then extended bilinearly (or sesquilinearly in the complex case) to a non-degenerate inner product onk(V).{\displaystyle {\textstyle \bigwedge }^{\!k}(V).} Ifei,i = 1, 2, ...,n, form anorthonormal basis ofV{\displaystyle V}, then the vectors of the form

ei1eik,i1<<ik,{\displaystyle e_{i_{1}}\wedge \cdots \wedge e_{i_{k}},\quad i_{1}<\cdots <i_{k},}

constitute an orthonormal basis fork(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)}, a statement equivalent to theCauchy–Binet formula.

With respect to the inner product, exterior multiplication and the interior product are mutually adjoint. Specifically, forvk1(V){\displaystyle \mathbf {v} \in {\textstyle \bigwedge }^{\!k-1}(V)},wk(V){\displaystyle \mathbf {w} \in {\textstyle \bigwedge }^{\!k}(V)}, andxV{\displaystyle x\in V},

xv,w=v,ιxw{\displaystyle \langle x\wedge \mathbf {v} ,\mathbf {w} \rangle =\langle \mathbf {v} ,\iota _{x^{\flat }}\mathbf {w} \rangle }

wherexV is themusical isomorphism, the linear functional defined by

x(y)=x,y{\displaystyle x^{\flat }(y)=\langle x,y\rangle }

for allyV{\displaystyle y\in V}. This property completely characterizes the inner product on the exterior algebra.

Indeed, more generally forvkl(V){\displaystyle \mathbf {v} \in {\textstyle \bigwedge }^{\!k-l}(V)},wk(V){\displaystyle \mathbf {w} \in {\textstyle \bigwedge }^{\!k}(V)}, andxl(V){\displaystyle \mathbf {x} \in {\textstyle \bigwedge }^{\!l}(V)}, iteration of the above adjoint properties gives

xv,w=v,ιxw{\displaystyle \langle \mathbf {x} \wedge \mathbf {v} ,\mathbf {w} \rangle =\langle \mathbf {v} ,\iota _{\mathbf {x} ^{\flat }}\mathbf {w} \rangle }

where nowxl(V)(l(V)){\displaystyle \mathbf {x} ^{\flat }\in {\textstyle \bigwedge }^{\!l}\left(V^{*}\right)\simeq {\bigl (}{\textstyle \bigwedge }^{\!l}(V){\bigr )}^{*}} is the duall{\displaystyle l}-vector defined by

x(y)=x,y{\displaystyle \mathbf {x} ^{\flat }(\mathbf {y} )=\langle \mathbf {x} ,\mathbf {y} \rangle }

for allyl(V){\displaystyle \mathbf {y} \in {\textstyle \bigwedge }^{\!l}(V)}.

Bialgebra structure

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There is a correspondence between the graded dual of the graded algebra(V){\displaystyle {\textstyle \bigwedge }(V)} and alternating multilinear forms onV{\displaystyle V}. The exterior algebra (as well as thesymmetric algebra) inherits a bialgebra structure, and, indeed, aHopf algebra structure, from thetensor algebra. See the article ontensor algebras for a detailed treatment of the topic.

The exterior product of multilinear forms defined above is dual to acoproduct defined on(V){\displaystyle {\textstyle \bigwedge }(V)}, giving the structure of acoalgebra. Thecoproduct is a linear functionΔ:(V)(V)(V){\displaystyle \Delta :{\textstyle \bigwedge }(V)\to {\textstyle \bigwedge }(V)\otimes {\textstyle \bigwedge }(V)}, which is given by

Δ(v)=1v+v1{\displaystyle \Delta (v)=1\otimes v+v\otimes 1}

on elementsvV{\displaystyle v\in V}. The symbol1{\displaystyle 1} stands for the unit element of the fieldK{\displaystyle K}. Recall thatK0(V)(V){\displaystyle K\simeq {\textstyle \bigwedge }^{\!0}(V)\subseteq {\textstyle \bigwedge }(V)}, so that the above really does lie in(V)(V){\displaystyle {\textstyle \bigwedge }(V)\otimes {\textstyle \bigwedge }(V)}. This definition of the coproduct is lifted to the full space(V){\displaystyle {\textstyle \bigwedge }(V)} by (linear) homomorphism. The correct form of this homomorphism is not what one might naively write, but has to be the one carefully defined in thecoalgebra article. In this case, one obtains

Δ(vw)=1(vw)+vwwv+(vw)1.{\displaystyle \Delta (v\wedge w)=1\otimes (v\wedge w)+v\otimes w-w\otimes v+(v\wedge w)\otimes 1.}

Expanding this out in detail, one obtains the following expression on decomposable elements:

Δ(x1xk)=p=0kσSh(p,kp)sgn(σ)(xσ(1)xσ(p))(xσ(p+1)xσ(k)).{\displaystyle \Delta (x_{1}\wedge \cdots \wedge x_{k})=\sum _{p=0}^{k}\;\sum _{\sigma \in Sh(p,k-p)}\;\operatorname {sgn} (\sigma )(x_{\sigma (1)}\wedge \cdots \wedge x_{\sigma (p)})\otimes (x_{\sigma (p+1)}\wedge \cdots \wedge x_{\sigma (k)}).}

where the second summation is taken over all(p,kp)-shuffles. By convention, one takes that Sh(k,0) and Sh(0,k) equals {id: {1, ...,k} → {1, ...,k}}. It is also convenient to take the pure wedge productsvσ(1)vσ(p){\displaystyle v_{\sigma (1)}\wedge \dots \wedge v_{\sigma (p)}} andvσ(p+1)vσ(k){\displaystyle v_{\sigma (p+1)}\wedge \dots \wedge v_{\sigma (k)}}to equal 1 forp = 0 andp =k, respectively (the empty product in(V){\displaystyle {\textstyle \bigwedge }(V)}). The shuffle follows directly from the first axiom of a co-algebra: the relative order of the elementsxk{\displaystyle x_{k}} ispreserved in the riffle shuffle: the riffle shuffle merely splits the ordered sequence into two ordered sequences, one on the left, and one on the right.

Observe that the coproduct preserves the grading of the algebra. Extending to the full space(V),{\textstyle {\textstyle \bigwedge }(V),} one has

Δ:k(V)p=0kp(V)kp(V){\displaystyle \Delta :{\textstyle \bigwedge }^{k}(V)\to \bigoplus _{p=0}^{k}{\textstyle \bigwedge }^{p}(V)\otimes {\textstyle \bigwedge }^{k-p}(V)}

The tensor symbol ⊗ used in this section should be understood with some caution: it isnot the same tensor symbol as the one being used in the definition of the alternating product. Intuitively, it is perhaps easiest to think it as just another, but different, tensor product: it is still (bi-)linear, as tensor products should be, but it is the product that is appropriate for the definition of a bialgebra, that is, for creating the object(V)(V){\displaystyle {\textstyle \bigwedge }(V)\otimes {\textstyle \bigwedge }(V)}. Any lingering doubt can be shaken by pondering the equalities(1 ⊗v) ∧ (1 ⊗w) = 1 ⊗ (vw) and(v ⊗ 1) ∧ (1 ⊗w) =vw, which follow from the definition of the coalgebra, as opposed to naive manipulations involving the tensor and wedge symbols. This distinction is developed in greater detail in the article ontensor algebras. Here, there is much less of a problem, in that the alternating product{\displaystyle \wedge } clearly corresponds to multiplication in the exterior algebra, leaving the symbol{\displaystyle \otimes } free for use in the definition of the bialgebra. In practice, this presents no particular problem, as long as one avoids the fatal trap of replacing alternating sums of{\displaystyle \otimes } by the wedge symbol, with one exception. One can construct an alternating product from{\displaystyle \otimes }, with the understanding that it works in a different space. Immediately below, an example is given: the alternating product for thedual space can be given in terms of the coproduct. The construction of the bialgebra here parallels the construction in thetensor algebra article almost exactly, except for the need to correctly track the alternating signs for the exterior algebra.

In terms of the coproduct, the exterior product on the dual space is just the graded dual of the coproduct:

(αβ)(x1xk)=(αβ)(Δ(x1xk)){\displaystyle (\alpha \wedge \beta )(x_{1}\wedge \cdots \wedge x_{k})=(\alpha \otimes \beta )\left(\Delta (x_{1}\wedge \cdots \wedge x_{k})\right)}

where the tensor product on the right-hand side is of multilinear linear maps (extended by zero on elements of incompatible homogeneous degree: more precisely,αβ =ε ∘ (αβ) ∘ Δ, whereε{\displaystyle \varepsilon } is the counit, as defined presently).

Thecounit is the homomorphismε:(V)K{\displaystyle \varepsilon :{\textstyle \bigwedge }(V)\to K} that returns the 0-graded component of its argument. The coproduct and counit, along with the exterior product, define the structure of abialgebra on the exterior algebra.

With anantipode defined on homogeneous elements byS(x)=(1)(degx+12)x{\displaystyle S(x)=(-1)^{\binom {{\text{deg}}\,x\,+1}{2}}x}, the exterior algebra is furthermore aHopf algebra.[12]

Functoriality

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Suppose thatV{\displaystyle V} andW{\displaystyle W} are a pair of vector spaces andf:VW{\displaystyle f:V\to W} is alinear map. Then, by the universal property, there exists a unique homomorphism of graded algebras

(f):(V)(W){\displaystyle {\textstyle \bigwedge }(f):{\textstyle \bigwedge }(V)\rightarrow {\textstyle \bigwedge }(W)}

such that

(f)|1(V)=f:V=1(V)W=1(W).{\displaystyle {\textstyle \bigwedge }(f)\left|_{{\textstyle \bigwedge }^{\!1}(V)}\right.=f:V={\textstyle \bigwedge }^{\!1}(V)\rightarrow W={\textstyle \bigwedge }^{\!1}(W).}

In particular,(f){\displaystyle {\textstyle \bigwedge }(f)} preserves homogeneous degree. Thek-graded components of(f){\textstyle \bigwedge \left(f\right)} are given on decomposable elements by

(f)(x1xk)=f(x1)f(xk).{\displaystyle {\textstyle \bigwedge }(f)(x_{1}\wedge \cdots \wedge x_{k})=f(x_{1})\wedge \cdots \wedge f(x_{k}).}

Let

k(f)=(f)|k(V):k(V)k(W).{\displaystyle {\textstyle \bigwedge }^{\!k}(f)={\textstyle \bigwedge }(f)\left|_{{\textstyle \bigwedge }^{\!k}(V)}\right.:{\textstyle \bigwedge }^{\!k}(V)\rightarrow {\textstyle \bigwedge }^{\!k}(W).}

The components of the transformationk(f){\displaystyle {\textstyle \bigwedge }^{\!k}(f)} relative to a basis ofV{\displaystyle V} andW{\displaystyle W} is the matrix ofk×k{\displaystyle k\times k} minors off{\displaystyle f}. In particular, ifV=W{\displaystyle V=W} andV{\displaystyle V} is of finite dimensionn{\displaystyle n}, thenn(f){\displaystyle {\textstyle \bigwedge }^{\!n}(f)} is a mapping of a one-dimensional vector spacen(V){\displaystyle {\textstyle \bigwedge }^{\!n}(V)} to itself, and is therefore given by a scalar: thedeterminant off{\displaystyle f}.

Exactness

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If0UVW0{\displaystyle 0\to U\to V\to W\to 0} is ashort exact sequence of vector spaces, then

01(U)(V)(V)(W)0{\displaystyle 0\to {\textstyle \bigwedge }^{\!1}(U)\wedge {\textstyle \bigwedge }(V)\to {\textstyle \bigwedge }(V)\to {\textstyle \bigwedge }(W)\to 0}

is an exact sequence of graded vector spaces,[13] as is

0(U)(V).{\displaystyle 0\to {\textstyle \bigwedge }(U)\to {\textstyle \bigwedge }(V).}[14]

Direct sums

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In particular, the exterior algebra of a direct sum is isomorphic to the tensor product of the exterior algebras:

(VW)(V)(W).{\displaystyle {\textstyle \bigwedge }(V\oplus W)\cong {\textstyle \bigwedge }(V)\otimes {\textstyle \bigwedge }(W).}

This is a graded isomorphism; i.e.,

k(VW)p+q=kp(V)q(W).{\displaystyle {\textstyle \bigwedge }^{\!k}(V\oplus W)\cong \bigoplus _{p+q=k}{\textstyle \bigwedge }^{\!p}(V)\otimes {\textstyle \bigwedge }^{\!q}(W).}

In greater generality, for a short exact sequence of vector spaces0UfVgW0,{\textstyle 0\to U\mathrel {\overset {f}{\to }} V\mathrel {\overset {g}{\to }} W\to 0,} there is a naturalfiltration

0=F0F1FkFk+1=k(V){\displaystyle 0=F^{0}\subseteq F^{1}\subseteq \cdots \subseteq F^{k}\subseteq F^{k+1}={\textstyle \bigwedge }^{\!k}(V)}

whereFp{\displaystyle F^{p}} forp1{\displaystyle p\geq 1} is spanned by elements of the formu1uk+1pv1vp1{\displaystyle u_{1}\wedge \ldots \wedge u_{k+1-p}\wedge v_{1}\wedge \ldots v_{p-1}} foruiU{\displaystyle u_{i}\in U} andviV.{\displaystyle v_{i}\in V.}The corresponding quotients admit a natural isomorphism

Fp+1/Fpkp(U)p(W){\displaystyle F^{p+1}/F^{p}\cong {\textstyle \bigwedge }^{\!k-p}(U)\otimes {\textstyle \bigwedge }^{\!p}(W)} given byu1ukpv1vpu1ukpg(v1)g(vp).{\displaystyle u_{1}\wedge \ldots \wedge u_{k-p}\wedge v_{1}\wedge \ldots \wedge v_{p}\mapsto u_{1}\wedge \ldots \wedge u_{k-p}\otimes g(v_{1})\wedge \ldots \wedge g(v_{p}).}

In particular, ifU is 1-dimensional then

0Uk1(W)k(V)k(W)0{\displaystyle 0\to U\otimes {\textstyle \bigwedge }^{\!k-1}(W)\to {\textstyle \bigwedge }^{\!k}(V)\to {\textstyle \bigwedge }^{\!k}(W)\to 0}

is exact, and ifW is 1-dimensional then

0k(U)k(V)k1(U)W0{\displaystyle 0\to {\textstyle \bigwedge }^{k}(U)\to {\textstyle \bigwedge }^{\!k}(V)\to {\textstyle \bigwedge }^{\!k-1}(U)\otimes W\to 0}

is exact.[15]

Applications

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Oriented volume in affine space

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The natural setting for (oriented)k{\displaystyle k}-dimensional volume and exterior algebra isaffine space. This is also the intimate connection between exterior algebra anddifferential forms, as to integrate we need a 'differential' object to measure infinitesimal volume. IfA{\displaystyle \mathbb {A} } is an affine space over the vector spaceV{\displaystyle V}, and a (simplex) collection of orderedk+1{\displaystyle k+1} pointsA0,A1,...,Ak{\displaystyle A_{0},A_{1},...,A_{k}}, we can define its orientedk{\displaystyle k}-dimensional volume as the exterior product of vectorsA0A1A0A2A0Ak={\displaystyle A_{0}A_{1}\wedge A_{0}A_{2}\wedge \cdots \wedge A_{0}A_{k}={}}(1)jAjA0AjA1AjA2AjAk{\displaystyle (-1)^{j}A_{j}A_{0}\wedge A_{j}A_{1}\wedge A_{j}A_{2}\wedge \cdots \wedge A_{j}A_{k}} (using concatenationPQ{\displaystyle PQ} to mean thedisplacement vector from pointP{\displaystyle P} toQ{\displaystyle Q}); if the order of the points is changed, the oriented volume changes by a sign, according to the parity of the permutation. Inn{\displaystyle n}-dimensional space, the volume of anyn{\displaystyle n}-dimensional simplex is a scalar multiple of any other.

The sum of the(k1){\displaystyle (k-1)}-dimensional oriented areas of the boundary simplexes of ak{\displaystyle k}-dimensional simplex is zero, as for the sum of vectors around a triangle or the oriented triangles bounding the tetrahedron in the previous section.

The vector space structure on(V){\displaystyle {\textstyle \bigwedge }(V)} generalises addition of vectors inV{\displaystyle V}: we have(u1+u2)v=u1v+u2v{\displaystyle (u_{1}+u_{2})\wedge v=u_{1}\wedge v+u_{2}\wedge v} and similarly ak-bladev1vk{\displaystyle v_{1}\wedge \dots \wedge v_{k}} is linear in each factor.

Linear algebra

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In applications tolinear algebra, the exterior product provides an abstract algebraic manner for describing thedeterminant and theminors of amatrix. For instance, it is well known that the determinant of a square matrix is equal to the volume of the parallelotope whose sides are the columns of the matrix (with a sign to track orientation). This suggests that the determinant can bedefined in terms of the exterior product of the column vectors. Likewise, thek ×k minors of a matrix can be defined by looking at the exterior products of column vectors chosenk at a time. These ideas can be extended not just to matrices but tolinear transformations as well: the determinant of a linear transformation is the factor by which it scales the oriented volume of any given reference parallelotope. So the determinant of a linear transformation can be defined in terms of what the transformation does to the top exterior power. The action of a transformation on the lesser exterior powers gives abasis-independent way to talk about the minors of the transformation.

Physics

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Main article:Electromagnetic tensor

In physics, many quantities are naturally represented by alternating operators. For example, if the motion of a charged particle is described by velocity and acceleration vectors in four-dimensional spacetime, then normalization of the velocity vector requires that the electromagnetic force must be an alternating operator on the velocity. Its six degrees of freedom are identified with the electric and magnetic fields.

Electromagnetic field

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InEinstein's theories of relativity, theelectromagnetic field is generally given as adifferential 2-formF=dA{\displaystyle F=dA} in4-space or as the equivalentalternating tensor fieldFij=A[i,j]=A[i;j],{\displaystyle F_{ij}=A_{[i,j]}=A_{[i;j]},} theelectromagnetic tensor. ThendF=ddA=0{\displaystyle dF=ddA=0} or the equivalent Bianchi identityF[ij,k]=F[ij;k]=0.{\displaystyle F_{[ij,k]}=F_{[ij;k]}=0.}None of this requires a metric.

Adding theLorentz metric and anorientation provides theHodge star operator{\displaystyle \star } and thus makes it possible to defineJ=dF{\displaystyle J={\star }d{\star }F} or the equivalent tensordivergenceJi=F,jij=F;jij{\displaystyle J^{i}=F_{,j}^{ij}=F_{;j}^{ij}} whereFij=gikgjlFkl.{\displaystyle F^{ij}=g^{ik}g^{jl}F_{kl}.}

Linear geometry

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The decomposablek-vectors have geometric interpretations: the bivectoruv{\displaystyle u\wedge v} represents the plane spanned by the vectors, "weighted" with a number, given by the area of the orientedparallelogram with sidesu{\displaystyle u} andv{\displaystyle v}. Analogously, the 3-vectoruvw{\displaystyle u\wedge v\wedge w} represents the spanned 3-space weighted by the volume of the orientedparallelepiped with edgesu{\displaystyle u},v{\displaystyle v}, andw{\displaystyle w}.

Projective geometry

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Decomposablek-vectors ink(V){\displaystyle {\textstyle \bigwedge }^{\!k}(V)} correspond to weightedk-dimensionallinear subspaces ofV{\displaystyle V}. In particular, theGrassmannian ofk-dimensional subspaces ofV{\displaystyle V}, denotedGrk(V){\displaystyle \operatorname {Gr} _{k}(V)}, can be naturally identified with analgebraic subvariety of theprojective spaceP(k(V)){\textstyle \mathbf {P} {\bigl (}{\textstyle \bigwedge }^{\!k}(V){\bigr )}}. This is called thePlücker embedding, and the image of the embedding can be characterized by thePlücker relations.

Differential geometry

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The exterior algebra has notable applications indifferential geometry, where it is used to definedifferential forms.[16] Differential forms are mathematical objects that evaluate the length of vectors, areas of parallelograms, and volumes ofhigher-dimensional bodies, so they can beintegrated over curves, surfaces and higher dimensionalmanifolds in a way that generalizes theline integrals andsurface integrals from calculus. Adifferential form at a point of adifferentiable manifold is an alternating multilinear form on thetangent space at the point. Equivalently, a differential form of degreek is alinear functional on thekth exterior power of the tangent space. As a consequence, the exterior product of multilinear forms defines a natural exterior product for differential forms. Differential forms play a major role in diverse areas of differential geometry.

Analternate approach defines differential forms in terms ofgerms of functions.

In particular, theexterior derivative gives the exterior algebra of differential forms on a manifold the structure of adifferential graded algebra. The exterior derivative commutes withpullback along smooth mappings between manifolds, and it is therefore anaturaldifferential operator. The exterior algebra of differential forms, equipped with the exterior derivative, is acochain complex whose cohomology is called thede Rham cohomology of the underlying manifold and plays a vital role in thealgebraic topology of differentiable manifolds.

Representation theory

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Inrepresentation theory, the exterior algebra is one of the two fundamentalSchur functors on the category of vector spaces, the other being thesymmetric algebra. Together, these constructions are used to generate theirreducible representations of thegeneral linear group (seeFundamental representation).

Superspace

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The exterior algebra over the complex numbers is the archetypal example of asuperalgebra, which plays a fundamental role in physical theories pertaining tofermions andsupersymmetry. A single element of the exterior algebra is called asupernumber[17] orGrassmann number. The exterior algebra itself is then just a one-dimensionalsuperspace: it is just the set of all of the points in the exterior algebra. The topology on this space is essentially theweak topology, theopen sets being thecylinder sets. Ann-dimensional superspace is just then{\displaystyle n}-fold product of exterior algebras.

Lie algebra homology

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LetL{\displaystyle L} be a Lie algebra over a fieldK{\displaystyle K}, then it is possible to define the structure of achain complex on the exterior algebra ofL{\displaystyle L}. This is aK{\displaystyle K}-linear mapping

:p+1(L)p(L){\displaystyle \partial :{\textstyle \bigwedge }^{\!p+1}(L)\to {\textstyle \bigwedge }^{\!p}(L)}

defined on decomposable elements by

(x1xp+1)=1p+1j<(1)j++1[xj,x]x1x^jx^xp+1.{\displaystyle \partial (x_{1}\wedge \cdots \wedge x_{p+1})={\frac {1}{p+1}}\sum _{j<\ell }(-1)^{j+\ell +1}[x_{j},x_{\ell }]\wedge x_{1}\wedge \cdots \wedge {\hat {x}}_{j}\wedge \cdots \wedge {\hat {x}}_{\ell }\wedge \cdots \wedge x_{p+1}.}

TheJacobi identity holds if and only if1{\displaystyle {1}}, and so this is a necessary and sufficient condition for an anticommutative nonassociative algebraL{\displaystyle L} to be a Lie algebra. Moreover, in that case(L){\textstyle {\textstyle \bigwedge }(L)} is achain complex with boundary operator{\displaystyle \partial }. Thehomology associated to this complex is theLie algebra homology.

Homological algebra

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The exterior algebra is the main ingredient in the construction of theKoszul complex, a fundamental object inhomological algebra.

History

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The exterior algebra was first introduced byHermann Grassmann in 1844 under the blanket term ofAusdehnungslehre, orTheory of Extension.[18]This referred more generally to an algebraic (or axiomatic) theory of extended quantities and was one of the early precursors to the modern notion of avector space.Saint-Venant also published similar ideas of exterior calculus for which he claimed priority over Grassmann.[19]

The algebra itself was built from a set of rules, or axioms, capturing the formal aspects of Cayley and Sylvester's theory of multivectors. It was thus acalculus, much like thepropositional calculus, except focused exclusively on the task of formal reasoning in geometrical terms.[20]In particular, this new development allowed for anaxiomatic characterization of dimension, a property that had previously only been examined from the coordinate point of view.

The import of this new theory of vectors andmultivectors was lost to mid-19th-century mathematicians,[21]until being thoroughly vetted byGiuseppe Peano in 1888. Peano's work also remained somewhat obscure until the turn of the century, when the subject was unified by members of the French geometry school (notablyHenri Poincaré,Élie Cartan, andGaston Darboux) who applied Grassmann's ideas to the calculus ofdifferential forms.

A short while later,Alfred North Whitehead, borrowing from the ideas of Peano and Grassmann, introduced hisuniversal algebra. This then paved the way for the 20th-century developments ofabstract algebra by placing the axiomatic notion of an algebraic system on a firm logical footing.

See also

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Notes

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  1. ^abPenrose, R. (2007).The Road to Reality. Vintage books.ISBN 978-0-679-77631-4.
  2. ^Wheeler, Misner & Thorne 1973, p. 83
  3. ^Grassmann (1844) introduced these asextended algebras (cf.Clifford 1878).
  4. ^The termk-vector is not equivalent to and should not be confused with similar terms such as4-vector, which in a different context could mean an element of a 4-dimensional vector space. A minority of authors use the termk{\displaystyle k}-multivector instead ofk{\displaystyle k}-vector, which avoids this confusion.
  5. ^This axiomatization of areas is due toLeopold Kronecker andKarl Weierstrass; seeBourbaki (1989b, Historical Note). For a modern treatment, seeMac Lane & Birkhoff (1999, Theorem IX.2.2). For an elementary treatment, seeStrang (1993, Chapter 5).
  6. ^ This definition is a standard one. See, for instance,Mac Lane & Birkhoff (1999).
  7. ^A proof of this can be found in more generality inBourbaki (1989).
  8. ^SeeBourbaki (1989, §III.7.1), andMac Lane & Birkhoff (1999, Theorem XVI.6.8). More detail on universal properties in general can be found inMac Lane & Birkhoff (1999, Chapter VI), and throughout the works of Bourbaki.
  9. ^SeeBourbaki (1989, §III.7.5) for generalizations.
  10. ^Note: The orientations shown here are not correct; the diagram simply gives a sense that an orientation is defined for everyk-form.
  11. ^Wheeler, J.A.; Misner, C.; Thorne, K.S. (1973).Gravitation. W.H. Freeman & Co. pp. 58–60, 83,100–9,115–9.ISBN 0-7167-0344-0.
  12. ^Indeed, the exterior algebra ofV{\displaystyle V} is theenveloping algebra of the abelianLie superalgebra structure onV{\displaystyle V}.
  13. ^This part of the statement also holds in greater generality ifV{\displaystyle V} andW{\displaystyle W} are modules over a commutative ring: That{\displaystyle {\textstyle \bigwedge }} converts epimorphisms to epimorphisms. SeeBourbaki (1989, Proposition 3, §III.7.2).
  14. ^This statement generalizes only to the case whereV andW are projective modules over a commutative ring. Otherwise, it is generally not the case that{\displaystyle {\textstyle \bigwedge }} converts monomorphisms to monomorphisms. SeeBourbaki (1989, Corollary to Proposition 12, §III.7.9).
  15. ^Such a filtration also holds forvector bundles, and projective modules over a commutative ring. This is thus more general than the result quoted above for direct sums, since not every short exact sequence splits in otherabelian categories.
  16. ^James, A.T. (1983)."On the Wedge Product". In Karlin, Samuel; Amemiya, Takeshi; Goodman, Leo A. (eds.).Studies in Econometrics, Time Series, and Multivariate Statistics. Academic Press. pp. 455–464.ISBN 0-12-398750-4.
  17. ^DeWitt, Bryce (1984). "Chapter 1".Supermanifolds. Cambridge University Press. p. 1.ISBN 0-521-42377-5.
  18. ^Kannenberg (2000) published a translation of Grassmann's work in English; he translatedAusdehnungslehre asExtension Theory.
  19. ^J Itard, Biography in Dictionary of Scientific Biography (New York 1970–1990).
  20. ^Authors have in the past referred to this calculus variously as thecalculus of extension (Whitehead 1898;Forder 1941), orextensive algebra (Clifford 1878), and recently asextended vector algebra (Browne 2007).
  21. ^Bourbaki 1989, p. 661.

References

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Mathematical references

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  • Bishop, R.; Goldberg, S.I. (1980),Tensor analysis on manifolds, Dover,ISBN 0-486-64039-6
    Includes a treatment of alternating tensors and alternating forms, as well as a detailed discussion of Hodge duality from the perspective adopted in this article.
  • Bourbaki, Nicolas (1989),Elements of mathematics, Algebra I, Springer-Verlag,ISBN 3-540-64243-9
    This is themain mathematical reference for the article. It introduces the exterior algebra of a module over a commutative ring (although this article specializes primarily to the case when the ring is a field), including a discussion of the universal property, functoriality, duality, and the bialgebra structure. See §III.7 and §III.11.
  • Bryant, R.L.;Chern, S.S.; Gardner, R.B.; Goldschmidt, H.L.;Griffiths, P.A. (1991),Exterior differential systems, Springer-Verlag
    This book contains applications of exterior algebras to problems inpartial differential equations. Rank and related concepts are developed in the early chapters.
  • Mac Lane, S.;Birkhoff, G. (1999),Algebra, AMS Chelsea,ISBN 0-8218-1646-2
    Chapter XVI sections 6–10 give a more elementary account of the exterior algebra, including duality, determinants and minors, and alternating forms.
  • Sternberg, Shlomo (1964),Lectures on Differential Geometry, Prentice Hall
    Contains a classical treatment of the exterior algebra as alternating tensors, and applications to differential geometry.

Historical references

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Other references and further reading

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