Analyzing Stationary Points of Multivariable Function

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SUMMARY

The discussion focuses on analyzing stationary points of the multivariable function $$f(x,y) = \frac{1}{2}{x}^{2}{e}^{y}-\frac{1}{3}{x}^{3}-y{e}^{3y}$$. The critical points identified are $$(0, -\frac{1}{3})$$ and $$(e^{-\frac{1}{6}}, -\frac{1}{6})$$. The second partials test reveals that the first point is a saddle point, while the second point is a relative maximum. The calculations involve finding first and second partial derivatives and applying the second partials test to classify the critical points.

PREREQUISITES
  • Understanding of multivariable calculus concepts, specifically stationary points.
  • Proficiency in calculating partial derivatives of functions.
  • Familiarity with the second partials test for classifying extrema.
  • Knowledge of exponential functions and their properties.
NEXT STEPS
  • Learn how to compute and interpret the Hessian matrix for multivariable functions.
  • Study the implications of saddle points in optimization problems.
  • Explore applications of stationary points in real-world scenarios, such as economics or engineering.
  • Investigate the behavior of functions near critical points using Taylor series expansions.
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Students and professionals in mathematics, particularly those studying calculus, optimization, and related fields. This discussion is beneficial for anyone looking to deepen their understanding of multivariable functions and their critical points.

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$$f(x,y) = \frac{1}{2}{x}^{2}{e}^{y}-\frac{1}{3}{x}^{3}-y{e}^{3y}$$

To start off I found the partial derivatives of

$$x: {e}^{y}x - {x}^{2}$$

$$y: \frac{{e}^{y}{x}^{2}}{2}-{e}^{3y}-3{e}^{3y}y$$

Then solved simultaneously for each equation equal to 0.

$$y = \ln(x) = -\frac{1}{6}$$

$$x = {e}^{-\frac{1}{6}}$$

(Is there another stationary point?)

I'm unsure of where to go from here, or if I'm even doing the right thing to begin with.

Thank you
 
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You are correct in that you first want to identify all critical points, by equating the first partials to zero:

$$f_x(x,y)=xe^y-x^2=x\left(e^y-x\right)=0$$

$$f_y(x,y)=\frac{1}{2}x^2e^y-\left(3ye^{3y}+e^{3y}\right)=\frac{1}{2}e^{3y}\left(x^2e^{-2y}-6y-2\right)=0$$

And solving them simultaneously.

From these we obtain:

$$(x,y)=\left(0,-\frac{1}{3}\right),\,\left(e^{-\frac{1}{6}},-\frac{1}{6}\right)$$

So, you had one point, you just missed when $x=0$ from $f_x=0$. :)

Now, armed with these two points, you want to apply the second partials test for relative extrema. Essentially, you want to compute:

$$D(x,y)=f_{xx}(x,y)f_{yy}(x,y)-\left[f_{xy}(x,y)\right]^2$$

What do you get?
 
fxx(x,y) = e^y - 2x

fyy(x,y) = -9e^(3y)y - 6e^(3y) + (e^(y)+x^(2))/2

fyx(x,y) = e^(y)x

At point (0,-1/3):

fxx(x,y)fyy(x,y) - fxy(x,y)^2 = -0.79079 (Saddle point)

At point (e^1/6, -1/6)

fxx(x,y)fyy(x,y) - fxy(x,y)^2 = 3.08049 (Maximum point)

How does this look?

Also, I am confused as to how you find the point (0,-1/3)

Thanks
 
Computing the second partials, we find:

$$f_{xx}(x,y)=e^y-2x$$

$$f_{yy}(x,y)=\frac{1}{2}x^2e^y-\left(\left(9ye^{3y}+3e^{3y}\right)+3e^{3y}\right)=\frac{1}{2}x^2e^y-3e^{3y}\left(3y+2\right)=\frac{1}{2}e^{3y}\left(x^2e^{-2y}-6(3y+2)\right)$$

$$f_{xy}(x,y)=xe^y$$

And so for the first critical point, we have:

$$f_{xx}\left(0,-\frac{1}{3}\right)=e^{-\frac{1}{3}}$$

$$f_{yy}=-\frac{3}{e}$$

$$f_{xy}\left(0,-\frac{1}{3}\right)=0$$

$$D\left(0,-\frac{1}{3}\right)=e^{-\frac{1}{3}}\left(-\frac{3}{e}\right)-0^2=-3e^{-\frac{4}{3}}<0$$

This point is not an extremum.

And for the second critical point, we have:

$$f_{xx}\left(e^{-\frac{1}{6}},-\frac{1}{6}\right)=-e^{-\frac{1}{6}}$$

$$f_{yy}\left(e^{-\frac{1}{6}},-\frac{1}{6}\right)=\frac{1}{2}e^{-\frac{1}{2}}\left(e^{-\frac{2}{3}}-9\right)$$

$$f_{xy}\left(e^{-\frac{1}{6}},-\frac{1}{6}\right)=e^{-\frac{1}{3}}$$

$$D\left(e^{-\frac{1}{6}},-\frac{1}{6}\right)=\left(-e^{-\frac{1}{6}}\right)\left(\frac{1}{2}e^{-\frac{1}{2}}\left(e^{-\frac{2}{3}}-9\right)\right)-\left(e^{-\frac{1}{3}}\right)^2>0$$

This point is a relative maximum.

So, I agree with your conclusions regarding the critical points. :D

How I found the other critical point was from:

$$f_x(0,y)=0$$

And so we then set:

$$f_y(0,y)=-e^{3y}(3y+1)=0\implies y=-\frac{1}{3}$$

And so we find the point:

$$(x,y)=\left(0,-\frac{1}{3}\right)$$

simultaneously satisfies:

$$f_x(x,y)=0$$

$$f_y(x,y)=0$$

as required.
 
Thanks Mark!

I have a similar question I will ask in a new thread.
 

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