In
geometry
Geometry (; ) is a branch of mathematics concerned with properties of space such as the distance, shape, size, and relative position of figures. Geometry is, along with arithmetic, one of the oldest branches of mathematics. A mathematician w ...
and
algebra
Algebra is a branch of mathematics that deals with abstract systems, known as algebraic structures, and the manipulation of expressions within those systems. It is a generalization of arithmetic that introduces variables and algebraic ope ...
, the triple product is a product of three 3-
dimensional vectors, usually
Euclidean vector
In mathematics, physics, and engineering, a Euclidean vector or simply a vector (sometimes called a geometric vector or spatial vector) is a geometric object that has magnitude (or length) and direction. Euclidean vectors can be added and scal ...
s. The name "triple product" is used for two different products, the
scalar-valued scalar triple product and, less often, the
vector
Vector most often refers to:
* Euclidean vector, a quantity with a magnitude and a direction
* Disease vector, an agent that carries and transmits an infectious pathogen into another living organism
Vector may also refer to:
Mathematics a ...
-valued vector triple product.
Scalar triple product
The scalar triple product (also called the mixed product, box product, or triple scalar product) is defined as the
dot product
In mathematics, the dot product or scalar productThe term ''scalar product'' means literally "product with a Scalar (mathematics), scalar as a result". It is also used for other symmetric bilinear forms, for example in a pseudo-Euclidean space. N ...
of one of the vectors with the
cross product
In mathematics, the cross product or vector product (occasionally directed area product, to emphasize its geometric significance) is a binary operation on two vectors in a three-dimensional oriented Euclidean vector space (named here E), and ...
of the other two.
Geometric interpretation
Geometrically, the scalar triple product
:
is the (signed)
volume
Volume is a measure of regions in three-dimensional space. It is often quantified numerically using SI derived units (such as the cubic metre and litre) or by various imperial or US customary units (such as the gallon, quart, cubic inch) ...
of the
parallelepiped
In geometry, a parallelepiped is a three-dimensional figure formed by six parallelograms (the term ''rhomboid'' is also sometimes used with this meaning). By analogy, it relates to a parallelogram just as a cube relates to a square.
Three equiva ...
defined by the three vectors given.
Properties
* The scalar triple product is unchanged under a
circular shift
In combinatorial mathematics, a circular shift is the operation of rearranging the entries in a tuple, either by moving the final entry to the first position, while shifting all other entries to the next position, or by performing the inverse ope ...
of its three operands (a, b, c):
*:
* Swapping the positions of the operators without re-ordering the operands leaves the triple product unchanged. This follows from the preceding property and the commutative property of the dot product:
*:
* Swapping any two of the three operands
negates the triple product. This follows from the circular-shift property and the
anticommutativity
In mathematics, anticommutativity is a specific property of some non-commutative mathematical operations. Swapping the position of two arguments of an antisymmetric operation yields a result which is the ''inverse'' of the result with unswapped ...
of the cross product:
*:
* The scalar triple product can also be understood as the
determinant
In mathematics, the determinant is a Scalar (mathematics), scalar-valued function (mathematics), function of the entries of a square matrix. The determinant of a matrix is commonly denoted , , or . Its value characterizes some properties of the ...
of the matrix that has the three vectors either as its rows or its columns (a matrix has the same determinant as its
transpose
In linear algebra, the transpose of a Matrix (mathematics), matrix is an operator which flips a matrix over its diagonal;
that is, it switches the row and column indices of the matrix by producing another matrix, often denoted by (among other ...
):
*:
* If the scalar triple product is equal to zero, then the three vectors a, b, and c are
coplanar
In geometry, a set of points in space are coplanar if there exists a geometric plane that contains them all. For example, three points are always coplanar, and if the points are distinct and non-collinear, the plane they determine is unique. How ...
, since the parallelepiped defined by them would be flat and have no volume.
* If any two vectors in the scalar triple product are equal, then its value is zero:
*:
* Also:
*:
* The
simple product of two triple products (or the square of a triple product), may be expanded in terms of dot products:
This restates in vector notation that the product of the determinants of two matrices equals the determinant of their matrix product. As a special case, the square of a triple product is a
Gram determinant
In linear algebra, the Gram matrix (or Gramian matrix, Gramian) of a set of vectors v_1,\dots, v_n in an inner product space is the Hermitian matrix of inner products, whose entries are given by the inner product G_ = \left\langle v_i, v_j \right\r ...
. Note that this determinant is well defined for vectors in (-dimensional
Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces ...
) even when ; in particular, the
absolute value
In mathematics, the absolute value or modulus of a real number x, is the non-negative value without regard to its sign. Namely, , x, =x if x is a positive number, and , x, =-x if x is negative (in which case negating x makes -x positive), ...
of a triple product for three vectors in can be computed from this formula for the square of a triple product by taking its square root:
*The ratio of the triple product and the product of the three vector norms is known as a
polar sine:
which ranges between −1 and 1.
The triple product is a scalar density
Strictly speaking, a
scalar does not change at all under a coordinate transformation. (For example, the factor of 2 used for doubling a vector does not change if the vector is in spherical vs. rectangular coordinates.) However, if each vector is transformed by a matrix then the triple product ends up being multiplied by the determinant of the transformation matrix. That is, the triple product of covariant vectors is more properly described as a
scalar density.
Some authors use "pseudoscalar" to describe an object that looks like a scalar but does not transform like one. Because the triple product transforms as a scalar density not as a scalar, it could be called a "pseudoscalar" by this broader definition. However, the triple product is not a "pseudoscalar density".
When a transformation is an orientation-preserving rotation, its determinant is and the triple product is unchanged. When a transformation is an orientation-reversing rotation then its determinant is and the triple product is negated. An arbitrary transformation could have a determinant that is neither nor .
As an exterior product
In
exterior algebra
In mathematics, the exterior algebra or Grassmann algebra of a vector space V is an associative algebra that contains V, which has a product, called exterior product or wedge product and denoted with \wedge, such that v\wedge v=0 for every vector ...
and
geometric algebra
In mathematics, a geometric algebra (also known as a Clifford algebra) is an algebra that can represent and manipulate geometrical objects such as vectors. Geometric algebra is built out of two fundamental operations, addition and the geometric pr ...
the exterior product of two vectors is a
bivector, while the exterior product of three vectors is a
trivector. A bivector is an oriented plane element and a trivector is an oriented volume element, in the same way that a vector is an oriented line element.
Given vectors a, b and c, the product
:
is a trivector with magnitude equal to the scalar triple product, i.e.
:
,
and is the
Hodge dual of the scalar triple product. As the exterior product is associative brackets are not needed as it does not matter which of or is calculated first, though the order of the vectors in the product does matter. Geometrically the trivector a ∧ b ∧ c corresponds to the parallelepiped spanned by a, b, and c, with bivectors , and matching the
parallelogram
In Euclidean geometry, a parallelogram is a simple polygon, simple (non-list of self-intersecting polygons, self-intersecting) quadrilateral with two pairs of Parallel (geometry), parallel sides. The opposite or facing sides of a parallelogram a ...
faces of the parallelepiped.
As a trilinear function
The triple product is identical to the
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 t ...
of the Euclidean 3-space applied to the vectors via
interior product
In mathematics, the interior product (also known as interior derivative, interior multiplication, inner multiplication, inner derivative, insertion operator, contraction, or inner derivation) is a degree −1 (anti)derivation on the exterio ...
. It also can be expressed as a
contraction of vectors with a rank-3 tensor equivalent to the form (or a
pseudotensor equivalent to the volume pseudoform); see
below.
Vector triple product
The vector triple product is defined as the
cross product
In mathematics, the cross product or vector product (occasionally directed area product, to emphasize its geometric significance) is a binary operation on two vectors in a three-dimensional oriented Euclidean vector space (named here E), and ...
of one vector with the cross product of the other two. The following relationship holds:
:
.
This is known as triple product expansion, or Lagrange's formula,
[
] although the latter name is also used for
several other formulas. Its right hand side can be remembered by using the
mnemonic
A mnemonic device ( ), memory trick or memory device is any learning technique that aids information retention or retrieval in the human memory, often by associating the information with something that is easier to remember.
It makes use of e ...
"ACB − ABC", provided one keeps in mind which vectors are dotted together. A proof is provided
below. Some textbooks write the identity as
such that a more familiar
mnemonic
A mnemonic device ( ), memory trick or memory device is any learning technique that aids information retention or retrieval in the human memory, often by associating the information with something that is easier to remember.
It makes use of e ...
"BAC − CAB" is obtained, as in “back of the cab”.
Since the cross product is anticommutative, this formula may also be written (up to permutation of the letters) as:
:
From Lagrange's formula it follows that the vector triple product satisfies:
:
which is the
Jacobi identity
In mathematics, the Jacobi identity is a property of a binary operation that describes how the order of evaluation, the placement of parentheses in a multiple product, affects the result of the operation. By contrast, for operations with the associ ...
for the cross product. Another useful formula follows:
:
These formulas are very useful in simplifying vector calculations in
physics
Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge whi ...
. A related identity regarding
gradient
In vector calculus, the gradient of a scalar-valued differentiable function f of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p gives the direction and the rate of fastest increase. The g ...
s and useful in
vector calculus
Vector calculus or vector analysis is a branch of mathematics concerned with the differentiation and integration of vector fields, primarily in three-dimensional Euclidean space, \mathbb^3. The term ''vector calculus'' is sometimes used as a ...
is Lagrange's formula of vector cross-product identity:
[
]
:
This can be also regarded as a special case of the more general
Laplace–de Rham operator .
Proof
The
component of
is given by:
:
Similarly, the
and
components of
are given by:
:
By combining these three components we obtain:
:
Using geometric algebra
If geometric algebra is used the cross product b × c of vectors is expressed as their exterior product b∧c, a
bivector. The second cross product cannot be expressed as an exterior product, otherwise the scalar triple product would result. Instead a
left contraction can be used, so the formula becomes
:
The proof follows from the properties of the contraction.
[ The result is the same vector as calculated using a × (b × c).
]
Triple bivector product
In geometric algebra, three bivectors can also have a triple product. This product mimic the standard triple vector product. The antisymmetric product of three bivectors is.
:
Proof
This proof is made by taking dual of the geometric algebra version of the triple vector product until all vectors become bivectors.
:
This was three duals. This must also be done to the left side.
:
By negating both side we obtain:
:
Triple products using tensor notation
It can be useful in fields like differential geometry
Differential geometry is a Mathematics, mathematical discipline that studies the geometry of smooth shapes and smooth spaces, otherwise known as smooth manifolds. It uses the techniques of Calculus, single variable calculus, vector calculus, lin ...
, special relativity
In physics, the special theory of relativity, or special relativity for short, is a scientific theory of the relationship between Spacetime, space and time. In Albert Einstein's 1905 paper, Annus Mirabilis papers#Special relativity,
"On the Ele ...
and theoretical physics
Theoretical physics is a branch of physics that employs mathematical models and abstractions of physical objects and systems to rationalize, explain, and predict List of natural phenomena, natural phenomena. This is in contrast to experimental p ...
in general to express triple products components using tensor notation.
This is because such a representation provides a basis-invariant (or coordinate-independent) way of expressing the properties of the product.
The triple scalar product is expressed using the Levi-Civita symbol
In mathematics, particularly in linear algebra, tensor analysis, and differential geometry, the Levi-Civita symbol or Levi-Civita epsilon represents a collection of numbers defined from the sign of a permutation of the natural numbers , for some ...
:
while the triple vector product:
referring to the -th component of the resulting vector. This can be simplified by performing a contraction on the Levi-Civita symbols,
where is the Kronecker delta function ( when and when ) and is the generalized Kronecker delta function. We can reason out this identity by recognizing that the index will be summed out leaving only and . In the first term, we fix and thus . Likewise, in the second term, we fix and thus .
Returning to the triple cross product,
See also
* Quadruple product
* Vector algebra relations
Notes
References
*
External links
Khan Academy video of the proof of the triple product expansion
{{Linear algebra
Articles containing proofs
Mathematical identities
Multilinear algebra
Operations on vectors
Ternary operations