Pointwise and uniform convergence

In summary: Wondering)In summary, we have discussed the concept of pointwise and uniform convergence for different sequences and series of functions. Pointwise convergence is when the sequence of functions converges for each value of x, while uniform convergence is when the sequence of functions converges to the same limit for all values of x. We have also explored different techniques for determining uniform convergence, including the Weierstrass M-test and the theorem that a uniformly convergent sequence of continuous functions has a continuous limit. We have applied these concepts to the given examples and determined the pointwise and uniform convergence for each case.
  • #1
mathmari
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Hey! :eek:

I want to check the pointwise and uniform convergence for the following sequences or series of functions:
  1. $f_n:[0, \infty)\rightarrow \mathbb{R}, f_n(x)=xe^{-nx}$ for all $n\in \mathbb{N}$
  2. $f_n:[0, \infty)\rightarrow \mathbb{R}, f_n(x)=nxe^{-nx}$ for all $n\in \mathbb{N}$
  3. $f_n:[0, 1]\rightarrow \mathbb{R}, f_n(x)=\sqrt[n]{n^2x}$ for all $n\in \mathbb{N}$
  4. $\displaystyle{\sum_{n=1}^{\infty}\frac{1}{nx-n^2}}$ for $x\in (0,1)$
  5. $\displaystyle{\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}}$ for $x\in \mathbb{R}$

We have the following:
  • The sequence of functions $(f_n)$ is on $D$ pointwise convergent iff for each $x\in D$ the sequence $(f_n(x))$ is convergent.
  • The series of functions $\displaystyle{\sum_{n=1}^{\infty}f_n}$ is on $D$ pointwise konvergent iff for each $x\in D$ the sequence $(s_n(x))$ is convergent.
  • $(f_n)$ converges on $D$ uniformly to $f: D\rightarrow \mathbb{R}$ iff $\forall \epsilon>0 \ \exists n_0=n_0(\epsilon)\in \mathbb{N}\ \ \forall n\geq n_0 \ \ \forall x\in D: |f_n(x)-f(x)|<\epsilon$.
  • $\displaystyle{\sum_{n=1}^{\infty}f_n}$ converges on $D$ uniformly to $f: D\rightarrow \mathbb{R}$ iff $\forall \epsilon>0 \ \exists n_0=n_0(\epsilon)\in \mathbb{N}\ \ \forall n\geq n_0 \ \ \forall x\in D: |s_n(x)-f(x)|<\epsilon$.

I have done the following:
  1. We have that $$f(x)=\lim_{n\rightarrow \infty}f_n(x)=\lim_{n\rightarrow\infty}\frac{x}{e^{nx}}=0$$
    For each $x\in [0, \infty)$ the sequence $(f_n(x))$ converges. So the sequence of function $(f_n)$ converges on $[0,\infty)$ pointwise to $f$.

    To check the uniform convergence we have that $|f_n(x)-f(x)|=\frac{x}{e^{nx}}$. What do we do next? (Wondering)
  2. We have that $$f(x)=\lim_{n\rightarrow \infty}f_n(x)=\lim_{n\rightarrow\infty}\frac{nx}{e^{nx}}=\lim_{n\rightarrow\infty}\frac{nx}{\frac{\sum_{k=1}^{\infty}(nx)^k}{k!}}=\sum_{k=1}^{\infty}\frac{xk!}{\lim_{n\rightarrow \infty}\left (\frac{nx}{n}+\sum_{k=2}^{\infty}(nx)^{k-1}\right )}=0$$ Is this correct? (Wondering)
    For each $x\in [0, \infty)$ the sequence $(f_n(x))$ converges. So the sequence of function $(f_n)$ converges on $[0,\infty)$ pointwise to $f$.

    To check the uniform convergence we have that $|f_n(x)-f(x)|=\frac{nx}{e^{nx}}$. How could we continue? (Wondering)
  3. We have that when $x=0$ then $$f(x)=\lim_{n\rightarrow \infty}f_n(x)=\lim_{n\rightarrow \infty}\sqrt[n]{n^2\cdot 0}=0$$
    When $x\in (0,1]$ we have that $$f(x)=\lim_{n\rightarrow \infty}f_n(x)=\lim_{n\rightarrow \infty}\sqrt[n]{n^2x}$$ Is this equal to $1$ ? (Wondering)

For the cases 4. and 5. do we use the Weierstrass criterium? Or do we use the definition? (Wondering)
 
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  • #2
For the case 5. :

We have that for $x\neq 0$ :
$$\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}=\sin (x)\sum_{n=0}^{\infty}\left (\frac{1}{1+x^4}\right )^n=\sin (x)\frac{1}{1-\frac{1}{1+x^4}}=\sin (x)\frac{1+x^4}{1+x^4-1}=\sin (x)\frac{1+x^4}{x^4}$$
and for $x=0$ : $$\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}=0$$

What do we get from that about the pointwise and uniform convergence? (Wondering)
 
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  • #3
mathmari said:
For the case 5. :

We have that for $x\neq 0$ :
$$\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}=\sin (x)\sum_{n=0}^{\infty}\left (\frac{1}{1+x^4}\right )^n=\sin (x)\frac{1}{1-\frac{1}{1+x^4}}=\sin (x)\frac{1+x^4}{1+x^4-1}=\sin (x)\frac{1+x^4}{x^4}$$
and for $x=0$ : $$\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}=0$$

What do we get from that about the pointwise and uniform convergence? (Wondering)
That's good, and it tells you that the series converges pointwise.

To decide about uniform convergence, there are two useful techniques. The Weierstrass M-test is the most useful tool to prove that a series converges uniformly. To show that a series does not converge uniformly, it often helps to use the theorem that a uniformly convergent sequence or series of continuous functions has a continuous limit. So if each term in a sequence or series is continuous but the (pointwise) limit function is not continuous, then the convergence cannot be uniform.
 
  • #4
Opalg said:
That's good, and it tells you that the series converges pointwise.

To decide about uniform convergence, there are two useful techniques. The Weierstrass M-test is the most useful tool to prove that a series converges uniformly. To show that a series does not converge uniformly, it often helps to use the theorem that a uniformly convergent sequence or series of continuous functions has a continuous limit. So if each term in a sequence or series is continuous but the (pointwise) limit function is not continuous, then the convergence cannot be uniform.

According to the definition of pointwise convergence of a series of functions we have to check if $s_k$ converges for each $x$.

So, we have that for $x\neq 0$ :
$$s_k=\sum_{n=0}^{k}\frac{\sin (x)}{(1+x^4)^n}=\sin (x)\sum_{n=0}^{k}\left (\frac{1}{1+x^4}\right )^n=\sin (x)\frac{1-\left (\frac{1}{1+x^4}\right )^{k+1}}{1-\frac{1}{1+x^4}}=\sin (x)\frac{1-\frac{1}{(1+x^4)^{k+1}}}{1-\frac{1}{1+x^4}}=\sin (x)\frac{(1+x^4)^{k+1}-1}{(1+x^4)^{k+1}-(1+x^4)^k}=\frac{\sin (x)}{(1+x^4)^k}\left (\frac{(1+x^4)^{k+1}-1}{1+x^4-1}\right )=\frac{\sin (x)}{x^4(1+x^4)^k}\left ((1+x^4)^{k+1}-1\right )$$
and for $x=0$ we have : $s_k=\sum_{n=0}^{k}\frac{\sin (x)}{(1+x^4)^n}=0$.

So, in each case $s_k$ is convergent. Therefore, $\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}$ convergence pointwise.

Is this correct? (Wondering)
mathmari said:
For the case 5. :

We have that for $x\neq 0$ :
$$\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}=\sin (x)\sum_{n=0}^{\infty}\left (\frac{1}{1+x^4}\right )^n=\sin (x)\frac{1}{1-\frac{1}{1+x^4}}=\sin (x)\frac{1+x^4}{1+x^4-1}=\sin (x)\frac{1+x^4}{x^4}$$
and for $x=0$ : $$\sum_{n=0}^{\infty}\frac{\sin (x)}{(1+x^4)^n}=0$$

We have that $\frac{\sin (x)}{(1+x^4)^n}$ is continuous as a fraction of continuous functions, right? (Wondering)
To check if the limit function is continuous we have to check it at $x=0$ :
We have that $$\lim_{x\rightarrow 0}\sin (x)\frac{1+x^4}{x^4}=\lim_{x\rightarrow 0}\sin (x)\left (\frac{1}{x^4}+1\right )=\lim_{x\rightarrow 0}\frac{\sin (x)}{x^4}+\lim_{x\rightarrow 0}\sin (x)=\lim_{x\rightarrow 0}\frac{\sin (x)}{x}\frac{1}{x^3}=1\cdot \infty=\infty\neq 0$$

So, it is not continuous at $x=0$, and therefore the series does not converge uniformly. Is this correct? (Wondering)
 
  • #5
For 4. we have the following:

Since $0<x<1\Rightarrow 0<nx<n\Rightarrow -n<-nx<0\Rightarrow n^2-n<n^2-nx<n^2$ we have that $$\frac{1}{n^2-nx}<\frac{1}{n^2-n}=\frac{1}{n(n-1)}=\frac{1}{n-1}-\frac{1}{n}$$

Since the series $\sum_{n=2}^{\infty}\left (\frac{1}{n-1}-\frac{1}{n}\right )$ converges, we have from the Weierstrass criterion that the sum $\sum_{n=2}^{\infty}\frac{1}{nx-n^2}$ converges uniformly.

So, the series $\sum_{n=1}^{\infty}\frac{1}{nx-n^2}=\frac{1}{x-1}+\sum_{n=2}^{\infty}\frac{1}{nx-n^2}$ converges also uniformly.
And from that it follows that the series converges also pointwise.
Is this correct? (Wondering)

Or dowe have to take into consideration that if $x\rightarrow 1$ then $\rightarrow \infty$ ? (Wondering)
 
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  • #6
For the case 1. I have done the following:

From the definition ofthe exponential function we have that $e^{nx}=\sum_{k=1}^{\infty}\frac{(nx)^k}{k!}\geq \frac{(nx)^2}{2}$. So, $\frac{1}{e^{nx}}\leq \frac{2}{n^2x^2}$.

Therefore, we have that \begin{equation*}|f_n(x)-f(x)|=\left |\frac{x}{e^{nx}}\right |=\frac{x}{e^{nx}}\leq \frac{2x}{n^2x^2}=\frac{2}{n^2}\end{equation*}

It holds that $\lim_{n\rightarrow \infty}\frac{2}{n^2} =0$.

So, $(f_n)$ converges uniformly.
For the case 3. I have done the following:

The limit function is \begin{equation*}f(x)=\left\{\begin{matrix}
0 & x=0\\
1 & x \in (0,1]
\end{matrix}\right.\end{equation*}

We have that $\sqrt[n]{n^2x}$ is continuous, or not? (Wondering)

We have that \begin{equation*}\lim_{x\rightarrow 0}f(x)=1\neq 0\end{equation*}

So, $f$ is not continuous at $x=0$ and therefore $(f_n)$ does not converge uniformly. Is everything correct? (Wondering) Could you give me a hint for the case 2. ? (Wondering)
 

FAQ: Pointwise and uniform convergence

What is the difference between pointwise and uniform convergence?

Pointwise convergence is when a sequence of functions converges to a limit function at each individual point. Uniform convergence is when the sequence of functions converges to the limit function at every point simultaneously.

How is pointwise convergence tested?

Pointwise convergence is tested by fixing a specific value of x and checking if the sequence of functions converges to the limit function at that point. This process is repeated for every point in the domain.

What is the importance of uniform convergence?

Uniform convergence is important because it guarantees that the limit function is continuous. It also allows for the interchange of limits and integrals, which is useful in many mathematical applications.

Can a sequence of uniformly convergent functions converge pointwise but not uniformly?

Yes, it is possible for a sequence of uniformly convergent functions to converge pointwise but not uniformly. This can occur when the sequence of functions approaches the limit function at different rates at different points.

How can uniform convergence be proven?

Uniform convergence can be proven using the Weierstrass M-test, which states that if a sequence of functions can be bounded by a convergent series, then the sequence converges uniformly. Other methods such as the Cauchy criterion and the uniform limit theorem can also be used to prove uniform convergence.

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