11.4 Cauchy sequences
Cauchy sequences
In order to prove that \((a_n)\) is convergent:
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Find \(l\) (the candidate)
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\(\forall \varepsilon >0,\) we need to find \(n_0(\varepsilon)\) such that \(n>n_0\Rightarrow|a_{n}-l|<\varepsilon\)
It is usually hard to take \(\varepsilon\), then Cauchy sequences give us another method to deal with the sequences. When sequence is not monotonic, then we cannot use the theorem to ensure it has a limit
Alternative use Cauchy sequences
Definition
We say that \((a_n)\) is a Cauchy sequence if \(\forall\varepsilon>0,\exists n_0=n_0(\varepsilon)\) such that \(n_1,n_2>n_0\Rightarrow|a_{n_1}-a_{n_2}|<\varepsilon\)
Example
Show that \((x_n := 1/n)\) is a Cauchy sequence.
Proof
Let \(\epsilon > 0\) and pick \(N \in \mathbb{N}\) such that \(2/N < \epsilon\) by the Archimedean Property.
Now suppose \(n, m \geq N\) with \(n, m \in \mathbb{N}\), we have \(|x_n - x_m| = |1/n - 1/m| \leq |1/n| + |1/m| \leq 2/N < \epsilon\)
By definition, \((x_n)\) is a Cauchy sequence.
Theorem
A sequence is convergent if and only if it is a Cauchy sequence.
Analysis
Proof
\(\Rightarrow\)) We know that \(a_n\) is convergent. Let \(l\) be the limit.
Hence: \(\forall \varepsilon>0,\exists \tilde{n}_0(\varepsilon_1):n>\tilde{n}_0\Rightarrow|a_n-l|<\varepsilon_1\)
We want: Given \(\varepsilon>0\) we need to find \(n_0\): \(n_1,n_2>n_0\Rightarrow|a_{n_1}-a_{n_2}|<\varepsilon\)
Let \(\varepsilon>0\), put \(\varepsilon_1=\frac{\varepsilon}{2}\). This provides \(\tilde{n}_0\) such that \(\forall\frac{\varepsilon}{2}>0,\exists\tilde{n}_0(\varepsilon_1):n>\tilde{n}_0\Rightarrow|a_{n}-l|<\frac{\varepsilon}{2}\)
Let \(n_0=\tilde{n}_0\), if \(n_1,n_2>n_0=\tilde{n}_0\Rightarrow\begin{cases}|a_{n_1}-l|<\varepsilon_1=\frac{\varepsilon}{2}\\ |a_{n_2}-l|<\varepsilon_1=\frac{\varepsilon}{2}\end{cases}\)
Then \(|a_{n_1}-a_{n_2}|=|a_{n_1}-l+l-a_{n_2}|\leq|a_{n_1}-l\left|+\right|l-a_{n_2}|<\varepsilon\)
Lemma: Any Cauchy sequence \(a_n\) is bounded.
Proof
We know that \(\forall\varepsilon>0,\exists n_0=n_0(\varepsilon)\) such that \(n_1,n_2>n_0\Rightarrow|a_{n_1}-a_{n_2}|<\varepsilon\)
Take \(\varepsilon=1\), then \(\forall\varepsilon>0,\exists n_0=n_0(\varepsilon)\) such that \(n_1,n_2>n_0\Rightarrow|a_{n_1}-a_{n_2}|<1\)
Let \(n_1=n>n_0\) and \(n_2=n_0+1>n_0\Rightarrow|a_{n}-a_{n_0+1}|<1\Rightarrow|a_{n}|<|a_{n_0+1}\left|+1,\forall n>n_0\right.\)
Then the tail of \(a_n\) for \(n>n_0\) is bounded.
Let \(M=MAX\{|a_1|,|a_2|,...,|a_{n_0}|,|a_{n_0+1}|\}+1\Rightarrow\left|a_{n}\right|<M,\forall n\in\mathbb{N}\)
\(\Leftarrow\)) Let \(a_n\) be a Cauchy sequence. Since the Lemma, it is bounded.
Then since Every bounded sequence (a_n) has a convergent subsequence, we have a convergent subsequence \(a_{n_k}\).
Let \(l=\lim_{k\to\infty}a_{n_{k}}\). Let's prove that \(l=\lim_{n\to\infty}a_{n}\)
Let \(\varepsilon>0\). We need \(n_0\) such that \(n>n_0\Rightarrow|a_{n}-l|<\varepsilon\)
Since \(l=\lim_{k\to\infty}a_{n_{k}}\), then \(\exists k_0\) such that \(k>k_0\Rightarrow|a_{n_k}-l|<\frac{\varepsilon}{2}\)
Since \(a_n\) is a Cauchy sequence, then \(\exists\tilde{n}_0\) such that \(n_1,n_2>\tilde{n}_0\Rightarrow|a_{n_1}-a_{n_2}|<\frac{\varepsilon}{2}\)
Since the definition of subsequence, \(\exists \tilde{k}_0\) such that \(k>\tilde{k}_0\Rightarrow n_k>n_0\)
Let \(n_0=\tilde{n}_0\). Pick \(k_1>k_0,\tilde{k}_0\Rightarrow\begin{cases}|a_{n_{k_1}}-l|<\frac{\varepsilon}{2}\\ n_{k_1}>\tilde{n}_0=n_0\end{cases}\)
Suppose \(n>n_0\Rightarrow|a_{n}-a_{n_{k_1}}|<\frac{\varepsilon}{2}\) (Since, let \(n_1=n,n_2=n_{k_1}\))
\(|a_{n}-l|=\left|a_{n}-a_{n_{k_1}}+a_{n_{k_1}}-l\right|\leq\left|a_{n}-a_{n_{k_1}}|+|a_{n_{k_1}}-l\right|<\varepsilon\)
Series
Definition
Given a sequence \((a_n)=(a_1,a_2,...)\), we construct a new sequence \((s_n)=(a_1,a_1+a_2,a_1+a_2+a_3,...)\)
\(S\) is the sum of the sequence \(a_n\)
Note
\((a_{n})_{n=1}^{\infty}=(a_{i})_{i=1}^{\infty}=(a_{x})_{x=1}^{\infty}\)
\(S_{n}=a_1+a_2+...+a_{n}=\sum_{i=1}^{n}a_{i=}\sum_{k=1}^{n}a_{k}\)
If \((a_{n})_{n=0}^{\infty},(S_{n})_{n=0}^{\infty},S_{n}=\sum_{k=0}^{n}a_{k}\)
Example
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\(a_{n}=c,\forall n\geq1~~~~S_{n}=\sum_{k=1}^{n}a_{k}=c+c+c+\cdots+c\left(n~times\right)=nc\)
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\(a_{n}=c,\forall n\geq0~~~~S_{n}=\sum_{k=0}^{n}a_{k}=c+c+c+\cdots+c\left(n+1~times\right)=\left(n+1\right)c\)
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\(a_{n}=n,n\geq1~~~~S_{n}=\sum_{k=1}^{n}k=\frac{n\left(n+1\right)}{2}\)
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\(a_{n}=n,\forall n\geq0~~~~S_{n}=\sum_{k=0}^{n}k=\frac{n\left(n+1\right)}{2}\)
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\(a_{n}=\alpha^{n},0<\alpha<1,n\geq0\)
\(S_{n}=1+\alpha+\alpha^2+\alpha^3+\cdots+\alpha^{n}\)
\(\alpha S_{n}=\alpha+\alpha^2+\alpha^3+\alpha^4+\cdots+\alpha^{n+1}\)
\((1-\alpha)S_{n}=1-\alpha^{n+1}\Rightarrow S_{n}=\sum_{k=0}^{n}\alpha^{n}=\frac{1-\alpha^{n+1}}{1-\alpha}\) Geometric Series
- \(a_{n}=\frac{1}{n},n\geq1~~~S_{n}=\sum_{k=1}^{n}\frac{1}{k}\) there is no nice formula Harmonic Series is divergent but harmonic sequence \(\left(\frac{1}{n}\right)_{n=1}^{\infty}\) is convergent
Series convergent
We say that a series \(\sum_{k=1}^{\infty}a_{k}\) is convergent if the sequence \((s_{n})=\sum_{k=1}^{n}a_{k}\) is convergent
In this case, let \(l=\lim_{n\to\infty}^{}S_{n}\), we denote \(\sum_{k=1}^{\infty}a_{k} \coloneqq l\)
That is by definition: \(\sum_{k=1}^{\infty}a_{k}=\lim_{n\to\infty}\sum_{k=1}^{n}a_{k}\)
Example
In previous examples
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\(S_n=nc\) is not bounded \(\Rightarrow\) Not convergent
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same
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same
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If \(\alpha >1\Rightarrow S_n\) is Not Bounded, not convergent
If \(0<\alpha<1\Rightarrow\alpha^{n+1}\rightarrow0,n\rightarrow\infty\), then \(S_{n}=\frac{1-\alpha^{n}}{1-\alpha}=\frac{1}{1-\alpha}-\frac{1}{1-\alpha}\alpha^{n+1}\xrightarrow{n\to\infty}\frac{1}{1-\alpha}\)
Therefore \(\sum_{k=0}^{\infty}\alpha^{k}=\frac{1}{1-\alpha}\)
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\(\begin{aligned} 5) \quad S_n &= 1 + \frac{1}{2} + \frac{1}{3} + \frac{1}{4} + \frac{1}{5} + \frac{1}{6} + \frac{1}{7} + \frac{1}{8} + \frac{1}{9} + \frac{1}{10} + \frac{1}{11} + \frac{1}{12} + \frac{1}{13} + \frac{1}{14} + \frac{1}{15} + \frac{1}{16} + \frac{1}{17} + \dots \end{aligned}\)
\(=1+\frac12+\left(\frac13+\frac14\right)+\left(\frac15+\frac16+\frac17+\frac18\right)+\left(\frac19+\frac{1}{10}+\frac{1}{11}+\frac{1}{12}+\frac{1}{13}+\frac{1}{14}+\frac{1}{15}+\frac{1}{16}\right)+\frac{1}{17}+\ldots\)
\(\geq1+\frac12+\left(\frac14+\frac14\right)+\left(\frac38+\frac18\right)+\left(\frac{8}{16}\right)+\cdots\)
\(\Rightarrow S_{2^{n}}^{}=1+\frac{n}{2}\quad\text{NOT BOUNDED, NOT convergent.}\)
Infinity
Given a sequence \((a_n)\), we say that \(\lim_{n \to \infty} a_n = \infty\) if \(\forall M>0,\exists n_0\) such that \(n \geq n_0\Rightarrow a_n>M\)
Theorem
If \((a_n)\) is monotonic increasing then \(\begin{cases}\text{if bounded ,}~~~~~\lim_{n\to\infty}a_{n}=sup\{a_{n}\}\\ \text{if not bounded,}\lim_{n\to\infty}a_{n}=\infty\end{cases}\)
Back to the examples
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for \(c>0,\sum_{k=1}^{\infty}\alpha_{k}=\infty\)
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\(\sum_{k=1}^{\infty}k=\infty\)
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\(\alpha>1,\sum_{k=0}^{\infty}\alpha^{k}=\infty\)
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\(\sum_{k=1}^{\infty}\frac{1}{k}=\infty\)
Remark
If \((a_{n})_{n=1}^{\infty}\) has the property \(a_{n}\geq0,\forall n\Rightarrow S_{n+1}=S_{n}+a_{n+1}\geq S_{n}\Rightarrow (S_n)\) is monotonic increasing
Thus \(\sum_{k=1}^{\infty}\alpha_{k}=\begin{cases}\text{if bounded, then convergnent to some }l\in\mathbb{R}_{\geq0}\\ \text{if not, then goes to }\infty\end{cases}\)
Conclusion: \(\sum_{k=1}^{\infty}\alpha_{k}=\begin{cases}l\\ \infty\end{cases}\)
For example
We saw \(\sum_{k=0}^{n}\alpha^{k}=\frac{1-\alpha^{n+1}}{1-\alpha}=\frac{\alpha^{n+1}-1}{\alpha-1}\) Geometric Series
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If \(\alpha>1\Rightarrow\alpha^{n+1}\) is not bounded, then the series is \(+\infty\)
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If \(0<\alpha<1\Rightarrow\alpha^{n+1}\xrightarrow{n\to\infty}0\), then the series is less than \(+\infty\) which is \(\frac{1}{1-\alpha}\)
In fact \(1\) is true if \(|\alpha|>1\) and \(2\) is true if \(|\alpha|<1\)