How do I solve this Lagrange multiplier question?

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A function is defined by $f(x,y)=x^4 - 6x^2y^2 + y^4 -2x^2 + 2y^2$.

If we let $z=f(x,y)$ and let a particle travel in the direction which $f$ decreases most rapidly, how do I show that $xy(x^2 - y^2 -1) = \text{ constant}$?

I'm unclear of how to obtain the constant. I solved for the directional derivative and tried integration, but to no avail. I see some form of Lagrange multipliers here (hence the constant) but I don't know how to approach it. Please help, thank you!

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Some theory

If the path is parametrized by $r(t) = (x(t),y(t))$, then by assumption $r'(t)= (x'(t),y'(t))$ is parallel to $-\nabla f (x(t),y(t))$, or $r'(t) = a(t) (-f_x(r(t)),-f_y(r(t)))$ for some positive constant $a$ depending on $t$.

This implies $ (-f_y(r(t)),f_x(r(t)))\cdot r'(t)=0$, and if we can show that for some $g$, $(-f_y,f_x)=(g_x,g_y)$, then the chain rule applied to $g(r(t))$, gives

$$\frac{d}{dt} g(r(t)) = (g_x(r(t)),g_y(r(t))) \cdot r'(t)=(-f_y(r(t)),f_x(r(t)))\cdot r'(t)=0,$$

$\Rightarrow g$ is constant along the path.

Solution

Let's then try to find $g$ such that $(g_x,g_y) = (-f_y,f_x)$. First observe that

$$f_x = 4x^3 - 12xy^2 -4x, ~f_y = 4y^3 - 12x^2y +4y.$$

or

$$f_x = 4x(x^2-3y^2-1),~f_y = 4y(y^2-3x^2+1).$$

If $g_y =f_x$, integrating $f_x$ with respect to $y$ then gives:

$$g = 4x (yx^2 -y^3-y)+c(x)=4xy(x^2-y^2-1)+c(x).$$

Use this and the formula for $f_y$ to calculate $g_x$:

$$g_x = 4y(x^2-y^2-1)+4xy 2x+ c'(x) =-4y^3 +12x^2 y - 4y +c'(x).$$

This is equal to $-f_y$ if and only if $c'(x)=0$, that is, $c$ is a constant function.

In other words, the conditions can be only satisfied by a function of the form $g(x,y) = 4xy(x^2-y^2-1)+c$. But clearly this function satisfies the conditions. We're done.