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gradient

Definition/Summary
The gradient is a vector operator denoted by the symbol Click to see the LaTeX code for this image or grad. The gradient of a differentiable scalar function Click to see the LaTeX code for this image of a vector Click to see the LaTeX code for this image is a vector field whose components are the partial derivatives of Click to see the LaTeX code for this image with respect to the variables Click to see the LaTeX code for this image Explicitly,

Click to see the LaTeX code for this image

Equations
For a function of three variables in Cartesian Coordinates,

Click to see the LaTeX code for this image


In Cylindrical Polar Coordinates,

Click to see the LaTeX code for this image

Where Click to see the LaTeX code for this image and Click to see the LaTeX code for this image are unit vectors in the radial and angular directions respectively.


In spherical coordinates,

Click to see the LaTeX code for this image

where Click to see the LaTeX code for this image is the angle from the +z-axis to the point Click to see the LaTeX code for this image. Also Click to see the LaTeX code for this image, etc., denote unit vectors.

NOTE: this definition of Click to see the LaTeX code for this image is the one commonly used in math and engineering textbooks. PHYSICS TEXTBOOKS USUALLY HAVE Click to see the LaTeX code for this image DEFINED THE OTHER WAY ROUND.

Scientists

Recent forum threads on gradient
 
Breakdown
Mathematics
> Calculus/Analysis
>> Calculus

See Also
tangent to curve
directional derivative

Images

Extended explanation
The main property of the gradient of Click to see the LaTeX code for this image, is that it lies in the domain of the function Click to see the LaTeX code for this image, and points in the direction in which Click to see the LaTeX code for this image is increasing fastest. In particular the gradient at a point Click to see the LaTeX code for this image is perpendicular to the "level set" of Click to see the LaTeX code for this image through Click to see the LaTeX code for this image, where Click to see the LaTeX code for this image is constantly equal to Click to see the LaTeX code for this image.

Commentary

Redbelly98 @ 11:06 PM Jan15-09
When listing the independent variables in an n-dimensional space, isn't it customary for the subscripts on the x's to run from 1 to n, and not 0 to n?

EDITS Jan16-09:
  • I've gone ahead and made the subscripts 1-to-n in the Definition/Summary section. (I am aware that in computer programming, array subscripts are usually indexed from 0 to n-1.)
  • Added spherical coordinates form of gradient to the Equations section.
  • Added cautionary note about φ and θ.
  • Added line spacing in Equations section.

robphy @ 05:12 PM May12-08
\imath and \jmath look nice with \hat Click to see the LaTeX code for this image Click to see the LaTeX code for this image

G01 @ 10:29 PM May10-08
Caught a latex error for you...

Hootenanny @ 11:49 AM May2-08
I agree Ouabache, bold font does look better and less 'cluttered' than underlined text for vectors. Overall, I think it would be best of we could standardise our use of notation across the library. I'll bring it up later.

Ouabache @ 04:11 AM May2-08
Hoot, my suggested editions are in representation of vector notation. My thoughts are that the 'bold' notation is easier to read, especially when you write unit vectors. I saw your suggestion (which I like), to compare notations in the topic where it may be first introduced. In this case it would be in a topic 'vector' which doesn't exist yet.


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