Are There Global Extrema for These Functions?

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In summary, the conversation discusses the process of checking for global extrema in a function by analyzing its limits at the boundaries of its domain. The first function has no global extrema, while the second function has a global maximum and minimum. The conversation also touches on the concept of inflection points and how they are related to the second derivative of a function.
  • #1
mathmari
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Hey! :eek:

I have show that the function $y=f(x)=x-\frac{5}{2}+\frac{4}{x}=\frac{2x^2-5x+8}{2x}$ has a local minimum at $x=22$ and a local maximum at $x=-2$. How ca we check if they are also global extrema? (Wondering)

The same at the function $f(x)=10e^{-x}(x-1)^2$, at $x=1$ the function has a local minimum and at $x=3$ it has a local maximum. What about the global minimum/maximum? (Wondering)
 
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  • #2
mathmari said:
Hey! :eek:

I have show that the function $y=f(x)=x-\frac{5}{2}+\frac{4}{x}=\frac{2x^2-5x+8}{2x}$ has a local minimum at $x=22$ and a local maximum at $x=-2$. How ca we check if they are also global extrema? (Wondering)

The same at the function $f(x)=10e^{-x}(x-1)^2$, at $x=1$ the function has a local minimum and at $x=3$ it has a local maximum. What about the global minimum/maximum? (Wondering)

Hi mathmari! (Smile)

Since those functions are continuously differentiable, it suffices to check what happens on the boundaries of the domain.
That's because any extremum at an interior point of the domain has a derivative of $0$.
It's only at the boundaries where the function can have an extremum that does not necessarily have a derivative of $0$.

For the first function that means checking the values of:
$$\lim_{x\to -\infty} f(x), \quad
\lim_{x\uparrow 0} f(x), \quad
\lim_{x\downarrow 0} f(x), \quad
\lim_{x\to +\infty} f(x)
$$
(Thinking)
 
  • #3
I like Serena said:
Hi mathmari! (Smile)

Since those functions are continuously differentiable, it suffices to check what happens on the boundaries of the domain.
That's because any extremum at an interior point of the domain has a derivative of $0$.
It's only at the boundaries where the function can have an extremum that does not necessarily have a the derivative of $0$.

For the first function that means checking the values of:
$$\lim_{x\to -\infty} f(x), \quad
\lim_{x\uparrow 0} f(x), \quad
\lim_{x\downarrow 0} f(x), \quad
\lim_{x\to +\infty} f(x)
$$
(Thinking)

We have that $$\lim_{x\to -\infty} f(x)=-\infty, \quad
\lim_{x\uparrow 0} f(x)=+\infty, \quad
\lim_{x\downarrow 0} f(x)=-\infty, \quad
\lim_{x\to +\infty} f(x)=+\infty
$$ right? (Wondering)

What do we conclude from that? (Wondering)
 
  • #4
mathmari said:
We have that $$\lim_{x\to -\infty} f(x)=-\infty, \quad
\lim_{x\uparrow 0} f(x)=+\infty, \quad
\lim_{x\downarrow 0} f(x)=-\infty, \quad
\lim_{x\to +\infty} f(x)=+\infty
$$ right? (Wondering)

What do we conclude from that? (Wondering)

Right!
We conclude that there is no global maximum nor global minimum. (Wink)
 
  • #5
For the other function we have $$\lim_{x\to -\infty} f(x)=\lim_{x\to -\infty} 10e^{-x}(x^2-2x+1)=+\infty, \quad
\lim_{x\to +\infty} f(x)=\lim_{x\to +\infty} \frac{10(x^2-2x+1)}{e^x}=0$$

So, does this mean that there is a global extrema? Suppose we have also the function $g(x)=\frac{x}{x^2+1}$, then $$\lim_{x\to -\infty} g(x)=-\infty, \quad
\lim_{x\to +\infty} g(x)=+\infty$$ then we conclude that there is no global extrema, right? (Wondering)
 
  • #6
mathmari said:
For the other function we have $$\lim_{x\to -\infty} f(x)=\lim_{x\to -\infty} 10e^{-x}(x^2-2x+1)=+\infty, \quad
\lim_{x\to +\infty} f(x)=\lim_{x\to +\infty} \frac{10(x^2-2x+1)}{e^x}=0$$

So, does this mean that there is a global extrema?

It means there is no global maximum, but there might be a global minimum.
And we know now that we we have one horizontal asymptote, which is $y=0$. (Nerd)
Suppose we have also the function $g(x)=\frac{x}{x^2+1}$, then $$\lim_{x\to -\infty} g(x)=-\infty, \quad
\lim_{x\to +\infty} g(x)=+\infty$$ then we conclude that there is no global extrema, right? (Wondering)

Yes. The function takes on values that are higher and lower than any possible maximum respectively minimum could be.
 
  • #7
I like Serena said:
Yes. The function takes on values that are higher and lower than any possible maximum respectively minimum could be.

I computed wrong the limits at $g$. It must be $\lim_{x\rightarrow -\infty}g(x)= \lim_{x\rightarrow +\infty}g(x)=0$, right? (Wondering)
Haveing found the local extrema, do we conclude that they must be then also global? (Wondering)
 
  • #8
mathmari said:
I computed wrong the limits at $g$. It must be $\lim_{x\rightarrow -\infty}g(x)= \lim_{x\rightarrow +\infty}g(x)=0$, right?
Haveing found the local extrema, do we conclude that they must be then also global?

We have to inspect them to tell.
In this case we have one local extremum that is higher than $0$, meaning it's the global maximum.
And we have one local extremum that is lower than $0$, meaning it's the global mimimum. (Nerd)
 
  • #9
I understand! (Nerd)

A function has an inflection point only when the second derivative has a root, right? (Wondering)
 
  • #10
mathmari said:
A function has an inflection point only when the second derivative has a root, right?

Close, although it's a little more subtle as we can see in wiki:

Inflection points are the points of the curve where the curvature changes its sign while a tangent exists.
[...]
For a twice differentiable function, an inflection point is a point on the graph at which the second derivative has an isolated zero and changes sign.​
So for instance when the function is not twice differentiable, I think we can still have an inflection point. (Nerd)
 
  • #11
I see... Thanks a lot! (Happy)
 

What is a global minimum/maximum?

A global minimum/maximum is the lowest/highest value that a function or system can reach in its entire domain. It is the overall lowest/highest point, regardless of the starting point or path taken.

How is a global minimum/maximum different from a local minimum/maximum?

A local minimum/maximum is the lowest/highest value within a specific range or interval. It is only applicable to a particular region, whereas a global minimum/maximum applies to the entire domain.

What is the significance of finding a global minimum/maximum?

Finding a global minimum/maximum is important in optimization problems, where the goal is to find the best possible solution. It also helps in understanding the behavior and characteristics of a function or system.

How is a global minimum/maximum calculated or determined?

The calculation or determination of a global minimum/maximum depends on the function or system being analyzed. It often involves using mathematical techniques such as differentiation, integration, or optimization algorithms.

Can a global minimum/maximum change?

Yes, a global minimum/maximum can change if there is a change in the function or system being analyzed. It can also change if the domain of the function or system is altered.

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