In this chapter, numerous identities related to the gradient (), directional derivative (, ), divergence (), Laplacian (, ), and curl () will be derived.
To simplify the derivation of various vector identities, the following notation will be utilized:
- The coordinates will instead be denoted with respectively.
- Given an arbitrary vector , then will denote the entry of where . All vectors will be assumed to be denoted by Cartesian basis vectors () unless otherwise specified: .
- Given an arbitrary expression that assigns a real number to each index , then will denote the vector whose entries are determined by . For example, .
- Given an arbitrary expression that assigns a real number to each index , then will denote the sum . For example, .
- Given an index variable , will rotate forwards by 1, and will rotate forwards by 2. In essence, and . For example, .
As an example of using the above notation, consider the problem of expanding the triple cross product .
Therefore:
As another example of using the above notation, consider the scalar triple product
The index in the above summations can be shifted by fixed amounts without changing the sum. For example, . This allows:
which establishes the cyclical property of the scalar triple product.
Given scalar fields, and , then .
Given scalar fields and , then . If is a constant , then .
Given vector fields and , then
Derivation
Given scalar fields and an input function , then
.
Derivation
Given vector fields and , and scalar field , then
.
When is a vector field, it is also the case that:
.
Given vector field , and scalar fields and , then
.
When is a vector field, it is also the case that:
.
Derivation
For scalar fields:
For vector fields:
Given vector field , and scalar fields and , then
.
When and are vector fields, it is also the case that:
.
Given vector field , and scalar fields and , then
If is a vector field, it is also the case that:
Given vector fields , , and , then
Given vector fields , , and , then
Derivation
Given vector fields and , then .
Given a scalar field and a vector field , then .
If is a constant , then .
If is a constant , then .
Given vector fields and , then .
The following identity is a very important property regarding vector fields which are the curl of another vector field. A vector field which is the curl of another vector field is divergence free. Given vector field , then
Given scalar fields and , then
When and are vector fields, it is also the case that:
Given scalar fields and , then
When is a vector field, it is also the case that
Derivation
For scalar fields:
For vector fields:
Given vector fields and , then
Given scalar field and vector field , then . If is a constant , then . If is a constant , then .
Given vector fields and , then
Derivation
The following identity is a very important property of vector fields which are the gradient of a scalar field. A vector field which is the gradient of a scalar field is always irrotational. Given scalar field , then
The following identity is a complex, yet popular identity used for deriving the Helmholtz decomposition theorem. Given vector field , then
Derivation
The Cartesian basis vectors , , and are the same at all points in space. However, in other coordinate systems like cylindrical coordinates or spherical coordinates, the basis vectors can change with respect to position.
In cylindrical coordinates, the unit-length mutually perpendicular basis vectors are , , and at position which corresponds to Cartesian coordinates .
In spherical coordinates, the unit-length mutually perpendicular basis vectors are , , and at position which corresponds to Cartesian coordinates .
It should be noted that is the same in both cylindrical and spherical coordinates.
This section will compute the directional derivative and Laplacian for the following vectors since these quantities do not immediately follow from the formulas established for the directional derivative and Laplacian for scalar fields in various coordinate systems.
- which is the unit length vector that points away from the z-axis and is perpendicular to the z-axis.
- which is the unit length vector that points around the z-axis in a counterclockwise direction and is both parallel to the xy-plane and perpendicular to the position vector projected onto the xy-plane.
- which is the unit length vector that points away from the origin.
- which is the unit length vector that is perpendicular to the position vector and points "south" on the surface of a sphere that is centered on the origin.
The following quantities are also important:
- which is the perpendicular distance from the z-axis.
- which is the azimuth: the counterclockwise angle of the position vector relative to the x-axis after being projected onto the xy-plane.
- which is the distance from the origin.
- which is the angle of the position vector to the z-axis.
only changes with respect to : .
Given vector field where is always orthogonal to , then
Derivation
Using the cylindrical coordinate version of the Laplacian,
only changes with respect to : .
Given vector field where is always orthogonal to , then
Derivation
Using the cylindrical coordinate version of the Laplacian,
changes with respect to and : and
Given vector field , then
changes with respect to and : and
Given vector field , then