Possible Gradient Vector question

Click For Summary

Homework Help Overview

The problem involves determining the path a bug should take on a temperature plate defined by the function T(x,y) = 50 - x^2 - 2y^2, starting from the point (2,1), to ensure the temperature decreases as rapidly as possible. The context is centered around concepts of gradient vectors and directional derivatives in multivariable calculus.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss the calculation of the gradient vector and its implications for the bug's movement. There are attempts to derive the relationship between dy/dx and the gradient, with some questioning how the implicit function theorem applies to the problem. Others explore the relationship between the bug's velocity and the gradient direction.

Discussion Status

The discussion is ongoing, with participants providing insights into the relationship between the gradient and the path of the bug. Some guidance has been offered regarding the direction of movement relative to the gradient, but there is no explicit consensus on the correct formulation of the equations involved.

Contextual Notes

Participants are navigating potential misunderstandings regarding the application of the gradient vector and the implications of the implicit function theorem. There is also a focus on ensuring the bug's path is perpendicular to level curves of the temperature function.

CAF123
Gold Member
Messages
2,918
Reaction score
87

Homework Statement


The temperature T of a plate lying in the (x,y) plane is given by T(x,y) = 50 - x^2 - 2y^2. A bug on the plate is intially at the point (2,1). What is the equation of the curve the bug should follow so as to ensure that the temperature decreases as rapidly as possible?

The Attempt at a Solution


So, \vec{∇}T(2,1) = <-4,-4> If we want the temperature to decrease as rapdily as possible we are looking for when the directional derivative is minimal. So the direction is -\vec{∇}T(2,1) = <4,4>. My professor gave a hint to find dy/dx and then solve for y. Using the Implicit Function theorem this gives; \frac{dy}{dx} = -\frac{-2x}{-4y}. I don't see how this method takes into account that we are considering the minimal temperature? (In fact, the gradient vector is not used at all)?
 
Physics news on Phys.org
CAF123 said:

Homework Statement


The temperature T of a plate lying in the (x,y) plane is given by T(x,y) = 50 - x^2 - 2y^2. A bug on the plate is intially at the point (2,1). What is the equation of the curve the bug should follow so as to ensure that the temperature decreases as rapidly as possible?

The Attempt at a Solution


So, \vec{∇}T(2,1) = <-4,-4> If we want the temperature to decrease as rapdily as possible we are looking for when the directional derivative is minimal. So the direction is -\vec{∇}T(2,1) = <4,4>. My professor gave a hint to find dy/dx and then solve for y. Using the Implicit Function theorem this gives; \frac{dy}{dx} = -\frac{-2x}{-4y}. I don't see how this method takes into account that we are considering the minimal temperature? (In fact, the gradient vector is not used at all)?

At every point on the path the bug's velocity should be along the negative of the gradient, so if the bug moves at constant speed v, it should move by dx = -v*(-2x)/D, dy = -v*(-4y)/D, where D = norm of the gradient vector = √(4x^2 + 16y^2). If you take dy/dx that gets rid of v and D.

RGV
 
Ray Vickson said:
At every point on the path the bug's velocity should be along the negative of the gradient, so if the bug moves at constant speed v, it should move by dx = -v*(-2x)/D, dy = -v*(-4y)/D, where D = norm of the gradient vector = √(4x^2 + 16y^2). If you take dy/dx that gets rid of v and D.

RGV
Could you show how you got those eqns for dx and dy? By the Implicit function theorem, I get \frac{dy}{dx} = -\frac{x}{2y}, while from the method above using those eqns derived, it is \frac{dy}{dx} = \frac{x}{2y} out by a minus sign?
 
CAF123 said:
Could you show how you got those eqns for dx and dy? By the Implicit function theorem, I get \frac{dy}{dx} = -\frac{x}{2y}, while from the method above using those eqns derived, it is \frac{dy}{dx} = \frac{x}{2y} out by a minus sign?

Your dy/dx would take the bug along a level curve (a curve of constant T). You want the bug to move perpendicular to that direction.

RGV
 
Oh I see. As said in my previous post, the directional derivative is minimal when we take the negative of the gradient vector. (The gradient vector points in the direction of increasing value for a function). From what RGV said, dy/dx will be parallel to -∇T and so in the same direction as <2x,4y> which means dy/dx = 4y/2x.
Could you still explain how your formulae for dx and dy are derived?
 

Similar threads

  • · Replies 9 ·
Replies
9
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K
Replies
7
Views
2K
  • · Replies 14 ·
Replies
14
Views
2K
Replies
12
Views
9K
Replies
12
Views
2K
Replies
20
Views
2K
  • · Replies 8 ·
Replies
8
Views
2K
  • · Replies 20 ·
Replies
20
Views
2K
  • · Replies 9 ·
Replies
9
Views
3K