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In
geometry Geometry (; ) is, with arithmetic, one of the oldest branches of mathematics. It is concerned with properties of space such as the distance, shape, size, and relative position of figures. A mathematician who works in the field of geometry is c ...
and
algebra Algebra () is one of the broad areas of mathematics. Roughly speaking, algebra is the study of mathematical symbols and the rules for manipulating these symbols in formulas; it is a unifying thread of almost all of mathematics. Elementary a ...
, the triple product is a product of three 3-
dimensional In physics and mathematics, the dimension of a mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any point within it. Thus, a line has a dimension of one (1D) because only one coordi ...
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. Vectors can be added to other vectors ac ...
s. The name "triple product" is used for two different products, the scalar-valued scalar triple product and, less often, the vector-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 as a result". It is also used sometimes for other symmetric bilinear forms, for example in a pseudo-Euclidean space. is an algebra ...
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 is ...
of the other two.


Geometric interpretation

Geometrically, the scalar triple product : \mathbf\cdot(\mathbf\times \mathbf) is the (signed)
volume Volume is a measure of occupied 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). The de ...
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. In Euclidea ...
defined by the three vectors given. Here, the parentheses may be omitted without causing ambiguity, since the dot product cannot be evaluated first. If it were, it would leave the cross product of a scalar and a vector, which is not defined.


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 oper ...
of its three operands (a, b, c): *: \mathbf\cdot(\mathbf\times \mathbf)= \mathbf\cdot(\mathbf\times \mathbf) = \mathbf\cdot(\mathbf\times \mathbf) * 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: *: \mathbf\cdot (\mathbf\times \mathbf) = (\mathbf\times \mathbf)\cdot \mathbf * 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: *:\begin \mathbf\cdot(\mathbf\times \mathbf) &= -\mathbf\cdot(\mathbf\times \mathbf) \\ &= -\mathbf\cdot(\mathbf\times \mathbf) \\ &= -\mathbf\cdot(\mathbf\times \mathbf) \end * The scalar triple product can also be understood as the
determinant In mathematics, the determinant is a scalar value that is a function of the entries of a square matrix. It characterizes some properties of the matrix and the linear map represented by the matrix. In particular, the determinant is nonzero if and ...
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 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 notations). The tr ...
): *:\mathbf\cdot(\mathbf\times \mathbf) = \det \begin a_1 & a_2 & a_3 \\ b_1 & b_2 & b_3 \\ c_1 & c_2 & c_3 \\ \end = \det \begin a_1 & b_1 & c_1 \\ a_2 & b_2 & c_2 \\ a_3 & b_3 & c_3 \end = \det \begin \mathbf & \mathbf & \mathbf \end . * 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. Howe ...
, 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: *: \mathbf \cdot (\mathbf \times \mathbf) = \mathbf \cdot (\mathbf \times \mathbf) = \mathbf \cdot (\mathbf \times \mathbf) = \mathbf \cdot (\mathbf \times \mathbf) = 0 * Also: *: (\mathbf\cdot(\mathbf\times \mathbf))\, \mathbf = (\mathbf\times \mathbf)\times (\mathbf\times \mathbf) * The simple product of two triple products (or the square of a triple product), may be expanded in terms of dot products:((\mathbf\times \mathbf) \cdot \mathbf)\;((\mathbf \times \mathbf) \cdot \mathbf) = \det \begin \mathbf\cdot \mathbf & \mathbf\cdot \mathbf & \mathbf\cdot \mathbf \\ \mathbf\cdot \mathbf & \mathbf\cdot \mathbf & \mathbf\cdot \mathbf \\ \mathbf\cdot \mathbf & \mathbf\cdot \mathbf & \mathbf\cdot \mathbf \end This restates in vector notation that the product of the determinants of two 3×3 matrices equals the determinant of their matrix product. As a special case, the square of a triple product is a Gram determinant. *The ratio of the triple product and the product of the three vector norms is known as a
polar sine In geometry, the polar sine generalizes the sine function of angle to the vertex angle of a polytope. It is denoted by psin. Definition ''n'' vectors in ''n''-dimensional space Let v1, ..., v''n'' (''n'' ≥ 2) be non-zer ...
: \frac = \operatorname(\mathbf,\mathbf,\mathbf) which ranges between -1 and 1.


Scalar or pseudoscalar

Although the scalar triple product gives the volume of the parallelepiped, it is the signed volume, the sign depending on the
orientation Orientation may refer to: Positioning in physical space * Map orientation, the relationship between directions on a map and compass directions * Orientation (housing), the position of a building with respect to the sun, a concept in building de ...
of the frame or the parity of the permutation of the vectors. This means the product is negated if the orientation is reversed, for example by a
parity transformation In physics, a parity transformation (also called parity inversion) is the flip in the sign of ''one'' spatial coordinate. In three dimensions, it can also refer to the simultaneous flip in the sign of all three spatial coordinates (a point refle ...
, and so is more properly described as 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 the orientation can change. This also relates to the handedness of the cross product; the cross product transforms as a
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 ...
under parity transformations and so is properly described as a pseudovector. The dot product of two vectors is a scalar but the dot product of a pseudovector and a vector is a pseudoscalar, so the scalar triple product must be pseudoscalar-valued. If T is a rotation operator, then : \mathbf \cdot (\mathbf \times \mathbf) = \mathbf \cdot (\mathbf \times \mathbf), but if T is an
improper rotation In geometry, an improper rotation,. also called rotation-reflection, rotoreflection, rotary reflection,. or rotoinversion is an isometry in Euclidean space that is a combination of a rotation about an axis and a reflection in a plane perpendicula ...
, then : \mathbf \cdot (\mathbf \times \mathbf) = -\mathbf \cdot (\mathbf \times \mathbf).


As an exterior product

In
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 ...
and
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 ...
the exterior product of two vectors is a
bivector In mathematics, a bivector or 2-vector is a quantity in exterior algebra or geometric algebra that extends the idea of scalars and vectors. If a scalar is considered a degree-zero quantity, and a vector is a degree-one quantity, then a bivector ca ...
, while the exterior product of three vectors is a
trivector In multilinear algebra, a multivector, sometimes called Clifford number, is an element of the exterior algebra of a vector space . This algebra is graded, associative and alternating, and consists of linear combinations of simple -vectors (a ...
. 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 :\mathbf \wedge \mathbf \wedge \mathbf is a trivector with magnitude equal to the scalar triple product, i.e. :, \mathbf \wedge \mathbf \wedge \mathbf, = , \mathbf\cdot(\mathbf \times\mathbf), , and is the
Hodge dual 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 a ...
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 (non- self-intersecting) quadrilateral with two pairs of parallel sides. The opposite or facing sides of a parallelogram are of equal length and the opposite angles of a parallelogram are of equa ...
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 the ...
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, or inner derivation) is a degree −1 (anti)derivation on the exterior algebra of d ...
. It also can be expressed as a
contraction Contraction may refer to: Linguistics * Contraction (grammar), a shortened word * Poetic contraction, omission of letters for poetic reasons * Elision, omission of sounds ** Syncope (phonology), omission of sounds in a word * Synalepha, merged ...
of vectors with a rank-3 tensor equivalent to the form (or a
pseudotensor In physics and mathematics, a pseudotensor is usually a quantity that transforms like a tensor under an orientation-preserving coordinate transformation (e.g. a proper rotation) but additionally changes sign under an orientation-reversing coordinat ...
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 is ...
of one vector with the cross product of the other two. The following relationship holds: :\mathbf\times (\mathbf\times \mathbf) = (\mathbf\cdot\mathbf)\mathbf -(\mathbf\cdot\mathbf) \mathbf. 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, or memory device, is any learning technique that aids information retention or retrieval (remembering) in the human memory for better understanding. Mnemonics make use of elaborative encoding, retrieval cues, and imag ...
"ACB − ABC", provided one keeps in mind which vectors are dotted together. A proof is provided below. Some textbooks write the identity as \mathbf\times (\mathbf\times \mathbf) = \mathbf(\mathbf\cdot\mathbf)-\mathbf(\mathbf\cdot\mathbf) such that a more familiar
mnemonic A mnemonic ( ) device, or memory device, is any learning technique that aids information retention or retrieval (remembering) in the human memory for better understanding. Mnemonics make use of elaborative encoding, retrieval cues, and imag ...
"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: :(\mathbf\times \mathbf)\times \mathbf = -\mathbf\times(\mathbf\times \mathbf) = -(\mathbf\cdot\mathbf)\mathbf + (\mathbf\cdot\mathbf)\mathbf From Lagrange's formula it follows that the vector triple product satisfies: :\mathbf\times (\mathbf\times \mathbf) + \mathbf\times (\mathbf\times \mathbf) + \mathbf \times (\mathbf\times \mathbf) = \mathbf 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: :(\mathbf\times \mathbf) \times \mathbf = \mathbf\times (\mathbf\times \mathbf) - \mathbf \times (\mathbf \times \mathbf) These formulas are very useful in simplifying vector calculations in
physics Physics is the natural science that studies matter, its 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 which r ...
. A related identity regarding
gradient In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gradi ...
s and useful 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 ...
is Lagrange's formula of vector cross-product identity: :\boldsymbol \times (\boldsymbol \times \mathbf) = \boldsymbol (\boldsymbol \cdot \mathbf) - (\boldsymbol \cdot \boldsymbol) \mathbf This can be also regarded as a special case of the more general Laplace–de Rham operator \Delta = d \delta + \delta d.


Proof

The x component of \mathbf \times (\mathbf\times \mathbf) is given by: :\begin (\mathbf \times (\mathbf \times \mathbf))_x &= \mathbf_y(\mathbf_x\mathbf_y - \mathbf_y\mathbf_x) - \mathbf_z(\mathbf_z\mathbf_x - \mathbf_x\mathbf_z) \\ &= \mathbf_x(\mathbf_y\mathbf_y + \mathbf_z\mathbf_z) - \mathbf_x(\mathbf_y\mathbf_y + \mathbf_z\mathbf_z) \\ &= \mathbf_x(\mathbf_y\mathbf_y + \mathbf_z\mathbf_z) - \mathbf_x(\mathbf_y\mathbf_y + \mathbf_z\mathbf_z) + (\mathbf_x\mathbf_x\mathbf_x - \mathbf_x\mathbf_x\mathbf_x) \\ &= \mathbf_x(\mathbf_x\mathbf_x + \mathbf_y\mathbf_y + \mathbf_z\mathbf_z) - \mathbf_x(\mathbf_x\mathbf_x + \mathbf_y\mathbf_y + \mathbf_z\mathbf_z) \\ &= (\mathbf\cdot\mathbf)\mathbf_x - (\mathbf\cdot\mathbf)\mathbf_x \end Similarly, the y and z components of \mathbf\times (\mathbf \times \mathbf) are given by: :\begin (\mathbf \times (\mathbf \times \mathbf))_y &= (\mathbf\cdot\mathbf)\mathbf_y - (\mathbf\cdot\mathbf)\mathbf_y \\ (\mathbf \times (\mathbf \times \mathbf))_z &= (\mathbf\cdot\mathbf)\mathbf_z - (\mathbf\cdot\mathbf)\mathbf_z \end By combining these three components we obtain: :\mathbf\times (\mathbf\times \mathbf) = (\mathbf\cdot\mathbf)\ \mathbf - (\mathbf\cdot\mathbf)\ \mathbf


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 In mathematics, a bivector or 2-vector is a quantity in exterior algebra or geometric algebra that extends the idea of scalars and vectors. If a scalar is considered a degree-zero quantity, and a vector is a degree-one quantity, then a bivector ca ...
. 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 :\begin -\mathbf \;\big\lrcorner\; (\mathbf \wedge \mathbf) &= \mathbf \wedge (\mathbf \;\big\lrcorner\; \mathbf) - (\mathbf \;\big\lrcorner\; \mathbf) \wedge \mathbf \\ &= (\mathbf \cdot \mathbf) \mathbf - (\mathbf \cdot \mathbf) \mathbf \end The proof follows from the properties of the contraction. The result is the same vector as calculated using a × (b × c).


Interpretations


Tensor calculus

In tensor notation the triple 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 parity of a permutation, sign of a permutation of the n ...
: \mathbf \cdot mathbf\times \mathbf= \varepsilon_ a^i b^j c^k and (\mathbf \times mathbf\times \mathbf_i = \varepsilon_ a^j \varepsilon_ b^\ell c^m = \varepsilon_\varepsilon_ a^j b^\ell c^m, referring to the i-th component of the resulting vector. This can be simplified by performing a
contraction Contraction may refer to: Linguistics * Contraction (grammar), a shortened word * Poetic contraction, omission of letters for poetic reasons * Elision, omission of sounds ** Syncope (phonology), omission of sounds in a word * Synalepha, merged ...
on the Levi-Civita symbols, \varepsilon_ \varepsilon_ = -\varepsilon_ \varepsilon_ = \delta_ \delta_ - \delta_ \delta_ where \delta_ = 0 if i\neq j and \delta_ = 1 if i = j. We can reason out this identity by recognizing that the index k will be summed out leaving only i and j. In the first term, we fix i=l and thus j=m. Likewise, in the second term, we fix i=m and thus l=j. Returning to the triple cross product, (\mathbf \times mathbf\times \mathbf_i = (\delta_\delta_ - \delta_\delta_) a^j b^\ell c^m = a^jb^i c^j - a^j b^j c^i = \mathbf_i(\mathbf\cdot\mathbf) - \mathbf_i(\mathbf\cdot\mathbf)


Vector calculus

Consider the flux integral of the vector field \mathbf across the parametrically-defined surface S = \mathbf(u,v): \iint_S \mathbf \cdot \hat\mathbf \, dS. The unit normal vector \hat\mathbf to the surface is given by \frac, so the integrand \mathbf\cdot \frac is a scalar triple product.


See also

*
Quadruple product In mathematics, the quadruple product is a product of four vectors in three-dimensional Euclidean space. The name "quadruple product" is used for two different products, the scalar-valued scalar quadruple product and the vector-valued vector qua ...
*
Vector algebra relations The following are important identities in vector algebra. Identities that involve the magnitude of a vector \, \mathbf A\, , or the dot product (scalar product) of two vectors A·B, apply to vectors in any dimension. Identities that use the cros ...


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