2.6 Divergence: the boundedness and subsequence tests
So far we have almost exclusively studied convergent sequences: working through explicit examples, and using abstract - arguments to develop a general theory of limits. However, not all sequences are convergent! It is therefore useful to develop some basic tests to help us to understand whether or not convergence holds. To motivate these tests, we now consider two prototypical examples of divergent sequences.
The terms of the sequence get larger and larger, without approaching any fixed value: see Figure 2.1. Therefore, we expect this sequence to diverge.
The terms of the sequence alternate between two distinct values: see Figure 2.1. In particular, the sequence does not approach one fixed value and therefore we expect this sequence to diverge.
The above examples are informal, because they just express our intuition about the behaviour of the sequences. We would like to give a proof that the sequences in Example 2.47 and Example 2.48 do indeed diverge, and one way to do this is to directly apply the formal definition. For this, we need to negate the - definition of convergence (essentially by swapping the quantifiers). This gives:
Quite a mouthful! Indeed, it turns out that it is rather clunky to work directly with (2.6) (although it is still possible to do so: see Exercise 2.67 below). Instead, we focus on establishing indirect tests which can be used to show a sequence diverges.
The boundedness test
Our first test deals with sequences which have a similar behaviour to from Example 2.47.
A convergent sequence is bounded.
By working with the contrapositive, the boundedness test can be used to show various sequences diverge.
It is not possible to use the boundedness test to show sequences converge, since the logical implication only runs in one direction. The converse of Lemma 2.49 (“A bounded sequence is convergent”) is false. For instance, we shall see that the bounded sequence diverges.
Since the sequence is unbounded, it must diverge by the (contrapositive of the) boundedness test.
Suppose is a convergent, with . By the - definition of a limit, taking , there exists some such that for all with . Thus, by the triangle inequality, for all . If we define
then if follows that for all , as required. ∎
Illustrate the key ideas of the proof of Lemma 2.49 using a sketch. You should incorporate features of both Figure 2.5(a) (which illustrates the boundedness concept) and Figure 2.7 (which illustrates the limit concept).
Tending to infinity
The following definition identifies a special kind of unbounded sequence.
Let be a sequence.
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1
We write as if for all there exists some such that for all .
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2
We write as if for all there exists some such that for all .
As in Warning 2.24, when we write , here ‘’ is merely part of the notation. It is just a symbol and does not represent a number or any other mathematical object.
Intuitively, “ as ” means that for any given threshold , eventually all the terms of the sequence will lie beyond that threshold. It is clear that if as , then is unbounded and so divergent. Hence, sequences satisfying as are a special kind of divergent sequence.
The sequence satisfies as . We can intuitively see this from a sketch (see Figure 2.5), where eventually all the terms lie above the line . It is not difficult to make this idea precise, using similar arguments to those used in the - proofs above (but now plays the role of ).
Let be given and choose . If , then . Thus, by definition, as . ∎
Arguing from the definition (Definition 2.53), show that the following sequences satisfy as .
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(i)
;
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(ii)
;
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(iii)
.
Hint: given , from Exercise 2.31 and Workshop 3, we know that and and as .
It is important to realise that not all unbounded sequences satisfy Definition 2.53.
Find an example of a sequence which is unbounded but does not satisfy either as or as .
The subsequence test
Our next task is to develop a test which deals with sequences which have a similar behaviour to from Example 2.48. This will require some groundwork.
If we only consider the even terms of , we arrive at the constant sequence which converges to by Exercise 2.29. On the other hand, if we only consider the odd terms, we arrive at the constant sequence which again converges, but this time to . As we shall see, the divergence of can be explained using the fact that there are two subsequences with distinct limits.
To make the above discussion more precise, we need to define what we mean in general by a subsequence of a sequence.
Suppose is a sequence of real numbers. A subsequence of is a sequence of real numbers of the form where is an increasing sequence of natural numbers:
Thus, is just a selection of some (possibly all) of the taken in order.
Let be a sequence. If we take , then is the subsequence consisting of all even terms. For the specific sequence , as discussed in the motivating example above, is the constant sequence where each term is .
Every possible sequence of and ’s can be realised as a subsequences of . For instance, the sequence can be realised as a subsequence of by taking
If is sequence which converges to a limit and is a subsequence, then also converges to .
The proof is essentially a matter of unravelling the definitions. We leave it as an exercise: see Exercise 2.62 below. ∎
Prove Lemma 2.61.
Similar to the boundedness test from Lemma 2.49, the subsequence test can be used to show various sequences diverge. If we can find two subsequences which converge to different limits, then the subsequence test tells us that the parent sequence cannot converge. We formulate this observation as a corollary of Lemma 2.61.
Suppose is a sequence and , are subsequences such that and as where , with . Then is divergent.
We argue by contradiction. Suppose satisfies the hypotheses of the corollary and converges to some limit . Since and are both subsequences of , by the subsequence test, we must have as and as . However, by uniqueness of limits from Lemma 2.37, we must have and . Thus, , which contradicts the hypothesis . ∎
We can use the subsequence test to give a proof that the sequence diverges. Indeed, as noted above, the subsequence of even terms is the constant sequence which converges to and the subsequence of odd terms is the constant sequence which converges to . Thus, we have found two subsequences of which converge to different limits and therefore the subsequence test tells us that cannot converge.
Show that the sequence diverges.
As in Exercise 2.5, for let and be the unique values such that . Show that and both diverge. What about ?
Arguing directly from the - definition of divergence from (2.6), show that the following sequences diverge:
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(i)
;
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(ii)
.