Temperature in a point is given by $T=xyz$. If you are in the point $(1,1,1)$, in which direction you should go to keep the same temperature?

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I've found the following exercise:

Suppose that the temperature in a point is given by $T=xyz$. If you are in the point $(1,1,1)$, in which direction you should go to keep the same temperature?

I suspect that the direction must be $u$ where $\nabla f(x_0,y_0) \cdot u=0$. I've made a "small experiment", I tried to make a variation of the problem:

Suppose that the temperature in a point is given by $T=xy$. If you are in the point $(1,1)$, in which direction you should go to keep the same temperature?

For which I answered as follows ($\cos_{a}^{b}$ denotes the cosine between the vectors $a,b$):

$$\nabla f(x_0,y_0) \cdot u = |\nabla f(x_0,y_0)| |u| \cos_{\nabla f(x_0,y_0)}^{u} = |\nabla f(x_0,y_0)| \cos_{\nabla f(x_0,y_0)}^{u} $$

I've made the contour plot and I checked that in my example that if $\cos_{\nabla f(x_0,y_0)}^{u}=0$, then we indeed have no temperature variation (at least in a very small neighborhood).

  • But if I make the same with the first exercise, I'll obtain the "cosine in three dimensions", what (if any) is the meaning of this?

  • For the first exercise, I guess the answer should be given as:

$$\nabla f(x_0,y_0,z_0) \cdot u = (1,1,1)\cdot(a,b,c) =a+b+c = 0 \\ |(a,b,c)|=1 $$

Is it correct?

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For your simplified exercise, you can see that you are looking for $u$ such that $$\nabla f\cdot u=0$$ As you observed, for the function $f(x,y)=xy$ and the point $(1,1)$ this yields $$0=(1,1)\cdot(u_x,u_y)=u_x+u_y$$

So instead of writing it in terms of the cosine you can directly obtain the components of the vector $u$. This means you have one degree of freedom, corresponding to all the vectors that point in the same direction. The requirement that $u$ is a unit vector ($u_x^2+u_y^2=1$) fixes the components to just two posibilities.

Similarly, for $f(x,y,z)=xyz$ and the point $(1,1,1)$ you get $$0=(1,1,1)\cdot(u_x,u_y,u_z)=u_x+u_y+u_z$$

This means you have two degrees of freedom. This is because in 3 dimensions the level sets of the function are entire surfaces instead of just curves. So when you require that $u$ is a unit vector ($u_x^2+u_y^2+u_z^2=1$) you still have all the unit vectors in the tangent plane of the level set of $f$.

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Let $(h_1, h_2, h_3)$ be such that $T(1 + h_1, 1 + h_2, 1 + h_3) = (1 + h_1)(1 + h_2)(1 + h_3) = 1$. That means $h_1 + h_2 + h_3 + h_1 h_2 + h_1 h_3 + h_2 h_3 + h_1 h_2 h_3 = 0$. As you already know, you must have $(1 + h_1, 1 + h_2, 1 + h_3) \cdot (1, 1, 1) = 0$, that is, $h_1 + h_2 + h_3 = -3 $. Then your solution is the plane curve $x(x + 3) + y(y + 3) + xy(4 + x + y) = -3$, where $h_1=x, h_2=y, h_3 = -3-h_1 - h_2$.