Sketching the Gradient of a Scalar Field: How to Implement and Interpret?

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SUMMARY

The gradient of the scalar field f(x,y) = x² - y² is calculated as ∇f = 2xi - 2yj. This gradient indicates the direction of the steepest ascent in the scalar field. For the points along the lines y = x and y = -x, the gradient vectors are plotted at specific coordinates: (-2, -2), (-1, -1), (0, 0), (1, 1), (2, 2) and (-2, 2), (-1, 1), (0, 0), (1, -1), (2, -2). The vectors point in the direction of maximum increase, with x-components of 2x and y-components of -2y.

PREREQUISITES
  • Understanding of scalar fields and gradients
  • Familiarity with vector notation and operations
  • Basic knowledge of calculus, specifically partial derivatives
  • Ability to sketch vector fields on a Cartesian plane
NEXT STEPS
  • Study vector calculus, focusing on gradient fields and their interpretations
  • Learn about visualizing vector fields using tools like MATLAB or Python's Matplotlib
  • Explore the concept of directional derivatives and their applications
  • Investigate the properties of scalar fields and their gradients in higher dimensions
USEFUL FOR

Students in calculus or vector analysis, educators teaching gradient concepts, and anyone interested in visualizing mathematical functions and their properties.

CSNabeel
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Homework Statement


Calculate the gradient of the scalar field f(x,y) = x^{2} - y^{2} . Sketch the gradient for a few point on two straight lines y = x and y = -x on the plane and comment on the properties of the sketch.



Homework Equations





The Attempt at a Solution


So I worked out the gradient to be:

f = 2xi - 2yj

and then I did this for the point

x y x -y
-2 -2 -2 2
-1 -1 -1 1
0 0 0 0
1 1 1 -1
2 2 2 -2

but then I got confused on how to implement the gradient to this to do the sketch! Help would be much appreciated
 
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The sketch would be something like this:

In each point on the plane, (x,y), there is a gradient vector as you said, 2xi - 2yj . these vectors point to the direction in the function's domain, which the main function has the greatest increase in its value.
 
At each (x,y) draw a vector having x-component 2x and y-component -2y. That is, go to the right 2x and down 2y (assuming x and y are positive, of course).
 

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