Website owner: James Miller
GRADIENT, DEL OPERATOR, DIRECTIONAL DERIVATIVE
Def. Gradient. Let Φ(x, y, z) be a scalar point function that is defined and differentiable at each point (x, y, z) in a certain region of space. The gradient of Φ is a vector point function defined as
The gradient of Φ is also denoted by
where ∇ is called the del operator.
Stated in words, the gradient of a scalar point function Φ(x, y, z) is a vector whose components along the x, y, z axes are the partial derivatives of Φ(x, y, z) with respect to the variables.
Def. Del operator. The del operator ∇ is defined by
something that has no meaning by itself. It is a contrivance that is useful in working with vector functions. It is used in defining the gradient, divergence and curl and is a thing which is convenient because it can be treated as if it were a vector in working with vector functions. It obeys vector laws and when combined with vectors gives meaningful results. It is a convenient device. It is also known as nabla.
Gradient. Physical interpretation. The gradient, at any point P:(x, y, z), of a scalar point function Φ(x, y, z) is a vector that is normal to that level surface of Φ(x, y, z) that passes through point P. The magnitude of the gradient is equal to the rate of change of Φ (with respect to distance) in the direction of the normal to the level surface at point P.
Grad Φ, evaluated at a point P:(x0, y0, z0), is normal to the level surface Φ(x, y, z) = c passing through point P. The constant c is given by c = Φ(x0, y0, z0).
Directional derivative of a scalar point function. The rate of change (i.e. derivative) of a scalar point function Φ in some specified direction is called the directional derivative in that direction.
The rate of change (with respect to distance) of Φ(x, y, z) at a point P in some specified direction is as follows: Let the direction be specified by a unit direction vector a. Then the rate of change of Φ in the direction of a is given by
grad Φ∙ a
i.e. the dot product of grad Φ and a. In other words,
where
is the directional derivative of Φ in the direction of unit vector a.
Thus the rate of change of Φ in the direction of a unit vector a is the component of grad Φ in the direction of a (i.e. the projection of grad Φ onto a ). See Fig. 1. The maximum value of the directional derivative occurs when the directional vector a coincides with the direction of grad Φ. Thus the directional derivative achieves its maximum in the direction of the normal to the level surface Φ(x, y, z) = c at P.
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