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