Definition:Gradient Operator
Definition
Geometrical Representation
Let $F$ be a scalar field acting over $R$.
The gradient of $F$ at a point $A$ in $R$ is defined as:
- $\grad F = \dfrac {\partial F} {\partial n} \mathbf {\hat n}$
where:
- $\mathbf {\hat n}$ denotes the unit normal to the equal surface $S$ of $F$ at $A$
- $n$ is the magnitude of the normal vector to $S$ at $A$.
Real Cartesian Space
Let $\R^n$ denote the real Cartesian space of $n$ dimensions.
Let $\map f {x_1, x_2, \ldots, x_n}$ denote a real-valued function on $\R^n$.
Let $\tuple {\mathbf e_1, \mathbf e_2, \ldots, \mathbf e_n}$ be the standard ordered basis on $\R^n$.
Let $\ds \mathbf u = u_1 \mathbf e_1 + u_2 \mathbf e_2 + \cdots + u_n \mathbf e_n = \sum_{k \mathop = 1}^n u_k \mathbf e_k$ be a vector in $\R^n$.
Let the partial derivative of $f$ with respect to $u_k$ exist for all $u_k$.
The gradient of $f$ (at $\mathbf u$) is defined as:
\(\ds \grad f\) | \(:=\) | \(\ds \nabla f\) | ||||||||||||
\(\ds \) | \(=\) | \(\ds \paren {\sum_{k \mathop = 1}^n \mathbf e_k \dfrac \partial {\partial x_k} } \map f {\mathbf u}\) | Definition of Del Operator | |||||||||||
\(\ds \) | \(=\) | \(\ds \sum_{k \mathop = 1}^n \dfrac {\map {\partial f} {\mathbf u} } {\partial x_k} \mathbf e_k\) |
Riemannian Manifold
Definition 1
Let $\struct {M, g}$ be a Riemannian manifold equiped with a metric $g$.
Let $f \in \map {\CC^\infty} M$ be a smooth mapping on $M$.
The gradient of $f$ is defined as:
\(\ds \grad f\) | \(:=\) | \(\ds \nabla f\) | ||||||||||||
\(\ds \) | \(=\) | \(\ds g^{-1} \d_{\d R} f\) |
where $\d_{\d R}$ is de Rham differential.
Definition 2
Let $\struct {M, g}$ be a Riemannian manifold equiped with a metric $g$.
Let $f \in \map {C^\infty} M : M \to \R$ be a smooth mapping on $M$.
The gradient of $f$ is the vector field obtained from the differential $\rd f$ obtained by raising an index:
- $\grad f := \paren {\rd f}^\sharp$
Also known as
The gradient of a scalar field $U$ is usually vocalised grad $U$.
Also see
- Results about gradient can be found here.
Historical Note
During the course of development of vector analysis, various notations for the gradient operator were introduced, as follows:
Symbol | Used by |
---|---|
$\nabla$ | Josiah Willard Gibbs and Edwin Bidwell Wilson Oliver Heaviside Max Abraham Vladimir Sergeyevitch Ignatowski |
$\grad$ | Hendrik Antoon Lorentz Cesare Burali-Forti and Roberto Marcolongo |