Definition:Gradient
Definition
Gradient of Straight Line
Let $\LL$ be a straight line embedded in a Cartesian plane.
The slope of $\LL$ is defined as the tangent of the angle that $\LL$ makes with the $x$-axis.
Gradient Operator
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 | |||||||||||
\(\ds \) | \(=\) | \(\ds \sum_{k \mathop = 1}^n \dfrac {\map {\partial f} {\mathbf u} } {\partial x_k} \mathbf e_k\) |
Also known as
A gradient, in the sense of an inclination to the horizontal, is also known as a slope.
The word grade can sometimes be seen in this context, but this is discouraged as it has a number of meanings.
Also see
- Results about gradient can be found here.