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Gradient

In vector calculus, the **gradient** of a scalar field is a
vector field which points in the direction of the greatest rate
of change of the scalar field, and whose magnitude is the greatest rate of
change.

More rigorously, the gradient of a function from the Euclidean space **R**^{n} to **R** is the best linear approximation to that function at any particular point in **R**^{n}. To that extent, the gradient is a particular case of the Jacobian.

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- Consider a room in which the temperature is given by a scalar field φ, so at each point
(
*x*,*y*,*z*) the temperature is φ(*x*,*y*,*z*). We will assume that the temperature does not change in time. Then, at each point in the room, the gradient at that point will show the direction in which it gets hottest. The magnitude of the gradient will tell how fast it gets hot in that direction. -
Consider a hill whose height at a point (
*x*,*y*) is*H*(*x*,*y*). The gradient of*H*at a point will show the direction of the steepest slope at that point. The magnitude of the gradient will tell how steep the slope actually is. The gradient at a point is perpendicular to the level set going through that point, that is, to the curve of constant height at that point.

The gradient is noted by:

where (nabla) is the vector differential operator del, and φ is a scalar function. It is sometimes also written grad(φ).

In 3 dimensions, the expression expands to

in Cartesian coordinates. (*See partial derivative and vector.*)

For example, the gradient of the function φ = 2*x* + 3*y*^{2} - *s**i**n*(*z*) is:

For any differentiable function f on a manifold M, the gradient of f is the vector field such that for any vector ξ,

where ξ*f* is the function that takes any point p to the directional derivative of f in the direction ξ evaluated at p. In other words, under some coordinate chart, ξ*f*(*p*) will be:

- Jacobian
- Divergence
- Curl
- Partial derivation
- Vector calculus
- Nabla in cylindrical and spherical coordinates
- Ion gradient
- Gradient descent
- Level set

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