Dot-product gradient identity Created 2026-10-07 Updated 2026-10-14
For continuously differentiable vector fields, the gradient of their dot product expands as displayed. The contraction of two Levi-Civita symbols gives ; adding the directional derivative cancels the second term. Interchanging the fields and using the product rule proves the identity. It does not require either field to be irrotational.
Gradient of a dot product Created 2026-10-14 Updated 2026-10-18
For differentiable vector fields, expand the cross products using the contraction of two Levi-Civita symbols. The directional-derivative terms cancel the corresponding terms in the two cross products, leaving . This proves the displayed gradient identity by the product rule.
Apply the contraction of two Levi-Civita symbols to the cross product:
Thus the vector triple product identity is
Using the Levi-Civita symbol and the contraction of two Levi-Civita symbols, the th component of the vector triple product is
Thus the triple-product identity is .
Apply this with the unit vector to obtain . Dot products and scalar multiplication are linear in , so . Its matrix representation is
The fixed-vector equation is equivalent to . Since , all its solutions are . Also . Every vector decomposes as , with orthogonal to . Hence is the orthogonal projection onto the plane through the origin normal to : it fixes that plane and removes the perpendicular component.
In Einstein summation convention, the curl of a cross product has components
The second line uses the contraction of two Levi-Civita symbols; the last uses the product rule. These components prove the curl of a cross product identity, including both divergence and directional-derivative terms.
Now apply that identity to . On the orientable surface, , , and . Differentiating gives . Taking a dot product with in the curl of a cross product formula therefore gives, on ,
Only tangency on the surface is needed; no claim is made that the extension is tangent away from it. The right side is the surface divergence of the tangent vector field.
With the boundary oriented according to Stokes theorem, cyclic invariance of the scalar triple product gives
where is the outward conormal of a surface boundary. Thus Stokes theorem proves
This is the surface divergence theorem for a tangent field.
For the disc in the plane, take and . The field is tangent on the disc, and . The contraction is , so the surface integral is . On the positively oriented circular boundary, and , so the boundary flux is . Both sides agree.
Using Einstein summation convention and the contraction of two Levi-Civita symbols,
This proves the vector triple product identity directly from the Levi-Civita symbol and Kronecker delta.
Define the scalar triple product by . Its expression is unchanged by cyclically relabeling the three indices: a three-cycle has positive sign. Thus
In particular, let . Since the three vectors form a basis, their determinant is nonzero, so their reciprocal basis vectors are well defined. Cyclic invariance and vanishing of a scalar triple product with repeated vectors give
To calculate the new scalar triple product explicitly, apply the already proved vector triple product identity with :
Consequently
so the reciprocal vectors also form a basis. Taking the reciprocal basis of that basis now gives
The same cyclic calculation gives and , proving reciprocal basis involution.
Finally, write . Taking a dot product with isolates . Applying the same argument to the reciprocal basis, whose reciprocal is the original basis, gives the two sets of coordinates:
No orthonormality assumption is needed; the reciprocal basis is what makes these coordinate-extraction formulas work.
Use suffix notation, summing repeated indices. The contraction of two Levi-Civita symbols gives
Adding the directional derivative cancels the second term. Interchanging gives another pair whose sum is . The total right-hand side is therefore
the th component of the gradient of the dot product. Since this holds for each component, the dot-product gradient identity is proved:
It holds for any continuously differentiable vector fields; no irrotationality assumption is used.
The contraction of two Levi-Civita symbols gives . Similarly . Add the two directional-derivative terms to cancel the last terms, leaving
The product rule has therefore proved the gradient of a dot product identity
Use the Levi-Civita symbol and sum over repeated indices. The contraction of two Levi-Civita symbols and the product rule give
Reading the four terms as divergence and directional derivatives proves the curl of a cross product identity
Use suffix notation, summing repeated indices, and write . For a twice continuously differentiable vector field, mixed derivatives commute. Thus the divergence of its curl satisfies
because the derivatives are symmetric in , while the Levi-Civita symbol is antisymmetric in those indices. Hence
For the second identity, use the contraction of two Levi-Civita symbols:
Rearranging each component proves the vorticity cross-product identity
The second identity needs first derivatives; the first additionally uses equality of the mixed second derivatives.
Covariance of the fundamental gauge covariant derivative requires for every column . Expanding the left side and cancelling gives . Therefore the necessary and sufficient Yang-Mills gauge transformation is
In operator notation . Expanding its commutator on an arbitrary column shows : the second derivatives cancel, as do the terms containing a single derivative of . Conjugating this identity proves the gauge field strength transformation
Thus the gauge field strength transforms homogeneously even though the potential has an inhomogeneous derivative term.
For the adjoint scalar field, write and . Differentiating the inverse matrix gives
The extra terms cancel, proving for the adjoint covariant derivative. Its curvature is obtained by another direct expansion:
where the Jacobi identity combines the last two terms.
For the equations of motion take compactly supported variations, and assume , as required by the Lagrangian coefficient. Invariance of the Killing form implies
Indeed, the two connection terms sum to . This is the gauge-covariant integration by parts identity. The needed variations are
Antisymmetry of the gauge field strength combines its two variation terms. Applying gauge-covariant integration by parts to the action gives
Here fixes the sign of the scalar current. Since the Killing form is nondegenerate on a semisimple Lie algebra, independent variations give the coupled Yang-Mills equations and scalar equation
Equivalently, . These signs use the stated Minkowski metric, with upper spatial derivatives .
It remains to verify every equation for the static Bogomolny equations. The hypotheses imply and , so the temporal gauge equation is automatically zero. The gauge-theory Bianchi identity
follows, for example, from the Jacobi identity for the fundamental gauge covariant derivatives, using their commutator . Define . Contracting the gauge-theory Bianchi identity with gives . The Bogomolny equations say , so implies . In the static configuration , verifying the scalar equation.
For the spatial gauge equation, use and . The Bogomolny equations, the curvature commutator proved above, and the contraction of two Levi-Civita symbols give
since . This is exactly . Thus the static first-order Bogomolny system satisfies all four gauge equations and the scalar equation, with no extra ansatz or boundary assumption needed for this local implication. This is the mechanism by which Bogomolny monopole equations imply Yang-Mills-Higgs equations.
Use the Einstein summation convention and the contraction of two Levi-Civita symbols. For the first cross product term,
The last term cancels . Interchanging gives the analogous cancellation with . The surviving terms are by the product rule. This proves the dot-product gradient identity
The proof only requires continuously differentiable vector fields; neither field needs to be an irrotational vector field.
In Einstein summation convention, the curl is
Apply another curl and use the contraction of two Levi-Civita symbols:
Smoothness allows the partial derivatives to commute. This proves the curl of the curl identity:
Insert and the result for into the Spinor representation of the Lorentz group. The contraction of two Levi-Civita symbols gives
The matrix exponential of this block diagonal matrix is the stated , so . The plus sign in its exponent follows from both minus signs above; it is tied to the rotation-parameter convention in the PDF.
For a rotation through about , the Pauli matrix has eigenvalues , hence . The spacetime rotation is the identity, while
This is the spinor sign under a full spatial rotation. A vector returns to itself already at . The comparison concerns the exponentiated Lorentz group representations: a Lie algebra by itself has no distinguished element called a rotation. The sign records the nontrivial lift of this rotation loop to the Spin group.
Both sides are antisymmetric in and in . If either pair has equal indices, both sides vanish. It therefore suffices to take and . The sum over is nonzero exactly when or ; it is respectively or . This is exactly
the contraction of two Levi-Civita symbols.
First separate the symmetric tensor and antisymmetric tensor parts:
The trace of the antisymmetric part vanishes. In three dimensions, remove one third of the trace from the symmetric part, and identify the remaining antisymmetric part with an axial vector. The scalar, symmetric-traceless and axial tensor decomposition is
Here and . The contraction of two Levi-Civita symbols verifies the reconstruction:
Therefore
The pieces contain , and independent components respectively, accounting for all nine entries. Taking the trace, then the traceless symmetric part, then the antisymmetric part shows that the decomposition is unique.
For a differentiable vector field in Cartesian coordinates, the divergence and curl are
with summation over repeated indices. In components the curl is . The contraction of two Levi-Civita symbols and the product rule give
Recognizing the directional derivatives gives the curl of a cross product identity
In Cartesian coordinates a rank- tensor is an array whose components transform under a change of orthonormal axes by one rotation matrix factor per index:
An isotropic tensor has unchanged components under every proper rotation. The Levi-Civita symbol obeys
for , proving rotation invariance of the Levi-Civita symbol. Under an orthogonal transformation of determinant its sign reverses; including such transformations requires the pseudotensor distinction. Here isotropy is with respect to proper rotations.
Contract the determinant identity with . Since , one obtains
Every index on the right is contracted, so the tensor component transformation law leaves no free rotation factor: the determinant is a scalar. Equivalently, gives .
For the matrix inverse, define
This is the cofactor matrix. To verify the inverse formula rather than just recognize it, contract with and use the determinant identity again:
Here the contraction of two Levi-Civita symbols gives . Therefore and, when ,
These are the Levi-Civita formulas for a three-dimensional determinant and inverse.
Now differentiate the cubic determinant formula with respect to the individual entry . The three differentiated factors give equal contributions: exchanging two paired indices changes the sign of both epsilon symbols, leaving their product unchanged. Thus
Substituting the inverse expression proves the entrywise derivative of the determinant:
The cofactor version remains valid for singular matrices; only the inverse version requires invertibility.
For the time-dependent Jacobian matrix, the stated smooth expansion implies
Applying the chain rule and the entrywise determinant derivative gives Jacobi's formula near :
At zero, , so . A Taylor expansion therefore yields
The Jacobian determinant measures local volume change, so this establishes volume preservation to first order. An arbitrary family specified only through its first-order expansion need not preserve volume exactly at higher orders.
Use the Levi-Civita symbol and the contraction of two Levi-Civita symbols in Cartesian coordinates. With repeated indices summed,
The last line is the product rule. Reading its four terms in vector notation proves the curl of a cross product identity:
In Cartesian coordinates, write and use the Levi-Civita symbol. The contraction of two Levi-Civita symbols gives
Here the Kronecker delta selects the indicated indices, and continuous second partial derivatives allow their order to be interchanged. Identifying the gradient, divergence and componentwise Laplacian proves the curl of the curl identity: