We know that $x+y=3$ where x and y are positive real numbers. How can one find the maximum value of $x^2y$? Is it $4,3\sqrt{2}, 9/4$ or $2$?
A non-linear maximisation
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0Do you know what AM-GM is? Do you know what calculus is? – 2012-12-29
4 Answers
Besides' to @lab's answer, the following fact may help you:
If $x$ and $y$ be positive numbers such that $ax+by=k$, $k$ is constant, then $x^{\alpha}y^{\beta}$ has maximum value if $\frac{ax}{\alpha}=\frac{by}{\beta}=\frac{k}{\alpha+\beta}$.
Now find the value.
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1Dear Babak, your solution is elegant and simple. But the fact you are using is probably not to the OP's knowledge. Not that my answer is (as it seems), but I think Lagrange multipliers are more well known than this fact. The AM-GM answer is probably the most elementary out of all these answers. – 2012-12-29
By AM-GM
$$\sqrt[3]{2x^2y} \leq \frac{x+x+2y}{3}=2 $$
with equality if and only if $x=x=2y$.
Second solution
This one is more complicated, and artificial (since I needed to know the max)$.
$$x^2y=3x^2-x^3=-4+3x^2-x^3+4=4- (x-2)^2(x+1)\leq 4$$
since $(x-2)^2(x+1) \geq 0$.
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0I alredy upvoted this answer ! – 2012-12-29
$x^2y=x^2(3-x)=3x^2-x^3$
So, $\frac{x^2y}{dx}=3(2x)-3(x^2)=3x(2-x)$
For the extreme values of $x^2y,\frac{x^2y}{dx}=0\implies x=0$ or $x=2$
Now, $\frac{d^2(x^2y)}{dx^2}=6-3(2x)=6(1-x)$
At $x=0,\frac{d^2(x^2y)}{dx^2}=6>0$ so $x^2y$ will have minimum value at $x=0$
At $x=2,\frac{d^2(x^2y)}{dx^2}=-6<0\implies x=2$ will make $x^2y$ the maximum
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0Is there a solution that does not use calculus ? – 2012-12-29
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0@Amr, find in N.S.'s answer – 2012-12-29
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0@lab, although it didn't matter in this case, shouldn't you have also checked the edge cases as well? You already have $x=0$ as a minimum but $y=0, x=3$ should have been explicitly checked since the variables were constrained to be positive. – 2012-12-29
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0@half-integerfan, $x=3$ does not purvey any extreme value of $x^2y$, at least by Calculus. – 2012-12-29
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0@lab, if the constraint had been $x \gt -10$ instead of $x \gt 0$ then the maximum value would be at $x = -10$ even though it does not have slope zero, because the function continues to $+ \infty$ as $x$ goes to $- \infty$. – 2012-12-29
Lagrange multipliers: Let $f(x,y)=x^2y$ and $g(x,y,\lambda)=x^2y-\lambda (x+y-3)$. Then: $$\partial _y g=0\iff x^2-\lambda=0\iff x=\pm \sqrt{\lambda}$$ $$\partial _x g=0\iff 2xy-\lambda=0\iff xy=\frac{\lambda}2\iff y=\pm \frac{\sqrt{\lambda}}2$$ $$\partial _{\lambda} g=0\iff x+y=3$$
with $\lambda>0$. We want $x+y=3$ and so $\sqrt{\lambda}=2\iff \lambda=4$ or $-\sqrt{\lambda}=2$ which is impossible. Thus, $$(x,y)=(2,1)$$ and $f(2,1)=4$ is a possible maximum value. To verify that it is the maximum value you will have to determine the eigenvalues of the Hessian (which is simple)
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0@BabakSorouh You are welcome. – 2012-12-29