Week 1 Week 2 Week 3 Week 4 Week 5 Week 6 Week 7 Week 8 Week 9 Week 10 Week 11 Week 12 Week 13 Theorems & Definitions
Week 4 resources: Lecture notes (PDF) | Worksheet | Solutions
28

Chapter 2. Series

In this chapter we will learn the theory of "infinite sums".

Definition. Let \((a_m)_{m=0}^\infty\) be a sequence. Then the sequence \((s_m)_{m=0}^\infty\) defined by

\(s_m = \sum_{k=0}^m a_k, \quad m \ge 0\),

is called a series, and \(s_m\) is called its m-th partial sum. The series \((s_m)_{m=0}^\infty\) is also denoted by the formal expression

\(\sum_{k=0}^\infty a_k\).

If, however, the sequence \((s_m)_{m=0}^\infty\) has a limit, then we denote this limit by the same symbol

\(\sum_{k=0}^\infty a_k = \lim_{m \to \infty} \sum_{k=0}^m a_k\).

In this case we call the series convergent, and \(\sum_{k=0}^\infty a_k\) is called its sum.

If the series is not convergent, we call it divergent.

Remark Neither a series nor its partial sums have to start with index 0, e.g., we will regularly consider series of the form \(\sum_{m=1}^\infty a_m\).

29

The name of the index is not important either.

Examples. i) Let \(a_n := x^n, n \ge 0\), where \(x \in \mathbb{R}\) is a fixed number. Then

\(\sum_{k=0}^\infty x^k\) is called the geometric series.

If \(|x| < 1\), then we have

\(\lim_{m \to \infty} \sum_{k=0}^m x^k = \frac{1}{1-x}\), so the series is convergent with \(\sum_{k=0}^\infty x^k = \frac{1}{1-x}\).

If \(x \in \mathbb{R} \setminus (-1, 1)\), then the sequence of partial sums \(s_m = \sum_{k=0}^m x^k, m \ge 0\), is divergent.

ii) For the sequences \(a_m := \frac{1}{m!}, m \ge 0\), and \(b_m := \frac{1}{m^2}, m \ge 1\), we have already seen that

\(s_m = \sum_{k=0}^m a_k = \sum_{k=0}^m \frac{1}{k!}, m \ge 0\), and

\(t_m = \sum_{k=1}^m b_k = \sum_{k=1}^m \frac{1}{k^2}, m \ge 1\), are

bounded increasing sequences. Hence, by Thm 6, both series

\(\sum_{k=0}^\infty \frac{1}{k!}\) and \(\sum_{k=1}^\infty \frac{1}{k^2}\) are convergent.

30

Theorem 12. If the series \(\sum_{k=0}^\infty a_k\) is convergent, then

\(\lim_{m \to \infty} a_m = 0\).

Proof. Let us denote the sum of the series by s.

\(\forall m \ge 1: s_m - s_{m-1} = a_m\)

\(\implies \lim_{m \to \infty} a_m = \lim_{m \to \infty} (s_m - s_{m-1}) = s - s = 0\).

Theorem 13. Let \(\sum_{k=0}^\infty a_k\) and \(\sum_{k=0}^\infty b_k\) be convergent series and \(\alpha, \beta \in \mathbb{R}\). Then the series \(\sum_{k=0}^\infty (\alpha a_k + \beta b_k)\) is convergent with sum

\(\sum_{k=0}^\infty (\alpha a_k + \beta b_k) = \alpha \sum_{k=0}^\infty a_k + \beta \sum_{k=0}^\infty b_k\).

Proof. Using Thm 3 we obtain \(\lim_{m \to \infty} \sum_{k=0}^m (\alpha a_k + \beta b_k)\)

\(= \lim_{m \to \infty} \left\{ \alpha \sum_{k=0}^m a_k + \beta \sum_{k=0}^m b_k \right\}\)

\(= \alpha \lim_{m \to \infty} \sum_{k=0}^m a_k + \beta \lim_{m \to \infty} \sum_{k=0}^m b_k\)

\(= \alpha \sum_{k=0}^\infty a_k + \beta \sum_{k=0}^\infty b_k\).

31

Theorem 14 (Cauchy's Condensation Test)

Let \((a_m)_{m=1}^\infty\) be a decreasing sequence with \(a_m \ge 0\) for \(m \in \mathbb{N}\). Then the series \(\sum_{k=1}^\infty a_k\) is convergent if and only if the series \(\sum_{k=0}^\infty 2^k a_{2^k}\) is convergent.

Proof. "\(\implies\)" Let us denote the sum of the series \(\sum_{k=1}^\infty a_k\) by s. Then, for every \(m \in \mathbb{N}\), we have

\(s = \sum_{k=1}^\infty a_k \ge \sum_{k=1}^{2^m} a_k = a_1 + a_2 + (a_3 + a_4)\)

\(+ (a_5 + \cdots + a_8)\)

\(+ \cdots + (a_{2^{m-1}+1} + \cdots + a_{2^m})\)

\(\ge \frac{a_1}{2} + a_2 + 2 a_4 + 4 a_8 + \cdots + 2^{m-1} a_{2^m}\)

\(\implies a_1 + 2 a_2 + 4 a_4 + \cdots + 2^m a_{2^m} \le 2s\).

It follows by Thm 6, that \((\sum_{k=1}^m 2^k a_{2^k})_{m=1}^\infty\) is convergent.

"\(\impliedby\)" For \(m, n \in \mathbb{N}\) with \(n \le 2^m\) we have

\(\sum_{k=1}^n a_k \le \sum_{k=1}^{2^m} a_k \le a_1 + (a_2+a_3) + (a_4+\cdots+a_7)\)

\(+ \cdots + (a_{2^m} + \cdots + a_{2^{m+1}-1})\)

32

\(\le a_1 + 2 a_2 + 4 a_4 + \cdots + 2^m a_{2^m} \le \sum_{k=0}^\infty 2^k a_{2^k}\).

Hence, by Thm 6, \((\sum_{k=1}^m a_k)_{m=1}^\infty\) is convergent.

Example. For any \(\alpha \in \mathbb{R}\) we have that the series \(\sum_{m=1}^\infty \frac{1}{m^\alpha}\) is convergent if and only if \(\alpha > 1\):

\(\alpha \le 0\): If \(\alpha \le 0\), we have \(\frac{1}{m^\alpha} \not\to 0\), so the series cannot be convergent according to Thm 12. If \(\alpha > 0\), then according to Thm 14,

\(\sum_{m=1}^\infty \frac{1}{m^\alpha}\) is convergent \(\iff \sum_{m=0}^\infty 2^m \frac{1}{2^{m\alpha}}\) is convergent.

We have \(\sum_{m=0}^\infty 2^m \frac{1}{2^{m\alpha}} = \sum_{m=0}^\infty \left( \frac{1}{2^{\alpha-1}} \right)^m\), which

is convergent if and only if \(\frac{1}{2^{\alpha-1}} < 1 \iff \alpha> 1\).

In particular, the series \(\sum_{m=1}^\infty \frac{1}{m}\) is divergent. This series is called the harmonic series.

Moreover, the function \(\zeta: (1, \infty) \to \mathbb{R}\), defined by \(\zeta(x) = \sum_{m=1}^\infty \frac{1}{m^x}\), is called Riemann zeta function.

33

Theorem 15 (Dirichlet's Test)

Let \((a_m)_{m=0}^\infty\) be a sequence such that the sequence \(s_m = \sum_{k=0}^m a_k, m \ge 0\), is bounded, and let \((b_m)_{m=0}^\infty\) be a decreasing sequence converging to 0. Then the series \(\sum_{k=0}^\infty a_k b_k\) is convergent.

Proof. We know \(s_m\) is bounded

\(\implies \exists M > 0 \quad \forall m \ge 0: |\sum_{k=0}^m a_k| \le M\).

We use Abel's summation formula: For \(n > m \ge 0\)

\(\sum_{k=m+1}^n a_k b_k = b_{n+1} \sum_{k=m+1}^n a_k + \sum_{k=m+1}^n \left( \sum_{\nu=m+1}^k a_\nu \right) (b_k - b_{k+1}) \quad (*)\)

\(\sum_{k=m+1}^n (\sum_{\nu=m+1}^k a_\nu) (b_k - b_{k+1}) = \sum_{k=m+1}^n (\sum_{\nu=m+1}^k a_\nu) b_k - \sum_{k=m+1}^n (\sum_{\nu=m+1}^k a_\nu) b_{k+1}\)

\(= a_{m+1} b_{m+1} + \sum_{k=m+2}^n (\sum_{\nu=m+1}^k a_\nu) b_k - \sum_{k=m+2}^{n+1} (\sum_{\nu=m+1}^{k-1} a_\nu) b_k\)

\(= a_{m+1} b_{m+1} + \sum_{k=m+2}^n a_k b_k - (\sum_{\nu=m+1}^n a_\nu) b_{n+1}\)

\(= \sum_{k=m+1}^n a_k b_k - b_{n+1} \sum_{k=m+1}^n a_k\).

We now show that the sequence \(t_m = \sum_{k=0}^m a_k b_k, m \ge 0\), is a Cauchy sequence.

34

Let \(\epsilon > 0\). We know \(b_n \to 0\), so

\(\exists N \in \mathbb{N} \quad \forall n \ge N : b_n < \frac{\epsilon}{2M}\).

For \(n > m \ge N\) we have

\(|t_n - t_m| = |\sum_{k=m+1}^n a_k b_k|\)

\(\le b_{n+1} |\sum_{k=m+1}^n a_k| + \sum_{k=m+1}^n |\sum_{\nu=m+1}^k a_\nu| (b_k - b_{k+1})\) (by \((*)\))

\(= |s_n - s_m| = |s_k - s_m|\)

\(\le 2M (b_{n+1} + \sum_{k=m+1}^n (b_k - b_{k+1})) = 2M b_{m+1} < \epsilon\).

Theorem 16 (Leibniz's Test)

Let \((b_m)_{m=0}^\infty\) be a decreasing sequence converging to 0. Then the series \(\sum_{m=0}^\infty (-1)^m b_m\) is convergent.

Proof. Set \(a_n := (-1)^n, n \ge 0\), and use Thm 15.

Example. The alternating harmonic series

\(\sum_{m=1}^\infty \frac{(-1)^{m+1}}{m}\) is convergent by Thm 16.

35

Definition. Let \((a_m)_{m=0}^\infty\) be a sequence. We say that the series \(\sum_{m=0}^\infty a_m\) is absolutely convergent if \(\sum_{m=0}^\infty |a_m|\) is convergent.

Remarks. i) The series \(\sum_{m=1}^\infty \frac{(-1)^{m+1}}{m}\) is convergent but not absolutely convergent.

ii) In the case \(a_n \ge 0, n \ge 0\), the notions of convergence and absolute convergence coincide.

Theorem 17. Every absolutely convergent series is convergent.

Proof. Let \(\sum_{m=0}^\infty a_m\) be absolutely convergent. We want to show that \(s_m = \sum_{k=0}^m a_k, m \ge 0\), is convergent. Let \(\epsilon > 0\). We know by Thm 8 that \(\sum_{k=0}^\infty |a_k|, m \ge 0\), is a Cauchy sequence, hence

\(\exists N \in \mathbb{N} \quad \forall n \ge m \ge N : \sum_{k=m+1}^n |a_k| < \epsilon\).

\(\implies \forall n \ge m \ge N : |s_n - s_m| = |\sum_{k=m+1}^n a_k| \le \sum_{k=m+1}^n |a_k| < \epsilon\).

\(\implies (s_m)_{m=0}^\infty\) is Cauchy \(\implies\) (Thm 8) \((s_m)\) convergent.

36

Theorem 18. If \(\sum_{m=0}^\infty a_m\) and \(\sum_{m=0}^\infty b_m\) are absolutely convergent and \(\alpha, \beta \in \mathbb{R}\), then the series \(\sum_{m=0}^\infty (\alpha a_n + \beta b_n)\) is absolutely convergent.

Proof. Follows immediately using the triangle inequality.

Theorem 19 (Comparison Test)

Let \((a_m)_{m=0}^\infty\) and \((b_m)_{m=0}^\infty\) be sequences and \(N \in \mathbb{N}\).

i) If \(\sum_{m=0}^\infty b_m\) is absolutely convergent and if there exists a constant \(K > 0\) such that \(|a_m| \le K |b_m|\) for all \(m \ge N\), then \(\sum_{m=0}^\infty a_m\) is absolutely convergent.

ii) If \(\sum_{m=0}^\infty |a_m|\) is divergent and if there is a constant \(K > 0\) such that \(|b_m| \ge K |a_m|\) for all \(m \ge N\), then \(\sum_{m=0}^\infty |b_m|\) is divergent.

iii) If \(a_n, b_n > 0, n \ge 0\), and \(\lim_{n \to \infty} \frac{a_n}{b_n} = c\) with \(c \in (0, \infty)\), then

\(\sum_{m=0}^\infty a_n\) is convergent \(\iff \sum_{m=0}^\infty b_n\) is convergent.

37

Proof. i) For \(m \ge N\) we have

\(\sum_{k=0}^m |a_k| = \sum_{k=0}^{N-1} |a_k| + \sum_{k=N}^m |a_k| \le \sum_{k=0}^{N-1} |a_k| + K \sum_{k=N}^m |b_k|\)

\(\le \sum_{k=0}^{N-1} |a_k| + K \sum_{k=N}^\infty |b_k|\),

so the sequence \(\sum_{k=0}^m |a_k|, m \ge 0\), is increasing and bounded

\(\implies\) (Thm 6) \(\sum_{m=0}^\infty |a_m|\) is convergent.

ii) For \(m \ge N\) we have

\(\sum_{k=0}^m |b_k| = \sum_{k=0}^{N-1} |b_k| + \sum_{k=N}^m |b_k| \ge \sum_{k=0}^{N-1} |b_k| + K \sum_{k=N}^m |a_k|\)

\(\to \infty, m \to \infty\).

iii) We know \(\lim_{n \to \infty} \frac{a_n}{b_n} = c \in (0, \infty)\)

\(\implies \exists N_1 \in \mathbb{N} \quad \forall n \ge N_1 : \frac{1}{2}c \le \frac{a_n}{b_n} \le \frac{3}{2}c\)

\(\implies \forall n \ge N_1 : \frac{1}{2}c b_n \le a_n \le \frac{3}{2}c b_n\).

Now the statement follows from i) and ii).

Examples. i) The series \(\sum_{m=1}^\infty \frac{\sqrt{m}}{m^2+1}\) is convergent by part i) of Thm 19 :

\(\forall m \ge 1: \frac{\sqrt{m}}{m^2+1} \le \frac{\sqrt{m}}{m^2} = \frac{1}{m^{3/2}}\),

and \(\sum_{m=1}^\infty \frac{1}{m^{3/2}}\) is convergent.

Next week Week 5