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Divergence to infinity/Rules – "Math for Non-Geeks"

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In the last article, we mentioned that some rules for limit calculation carry through to improperly convergent sequences, and some don't. For instance, if a sequence (an) (improperly) converges to ∞ and a second sequence (bn) (properly) converges to 0, one cannot make any statement about the convergence of their product!

Exercise

Find examples for sequences (an) and (bn) as above, such that

  1. limn→∞anbn=0
  2. limn→∞anbn=c where c≠0
  3. limn→∞anbn=∞.
  4. limn→∞anbn=−∞
  5. (anbn) is bounded and diverges.
  6. (anbn) is unbounded, but does not converge improperly
Solution

Part 1: For instance, with an=n and bn=1n2, there is limn→∞an=∞, limn→∞bn=0 and limn→∞anbn=limn→∞1n=0.

Part 2: For instance, with an=n and bn=cn, there is limn→∞an=∞, limn→∞bn=0 and limn→∞anbn=limn→∞c=c.

Part 3: For instance, with an=n2 and bn=1n, there is limn→∞an=∞, limn→∞bn=0 and limn→∞anbn=limn→∞n=∞.

Part 4: For instance, with an=n2 and bn=−1n, there is limn→∞an=∞, limn→∞bn=0 and limn→∞anbn=limn→∞−n=−∞.

Part 5: For instance, with an=n and bn=(−1)nn, there is limn→∞an=∞, limn→∞bn=0 and (anbn)=((−1)n) is bounded and diverges.

Part 6: For instance, with an=n2 and bn=(−1)nn, there is limn→∞an=∞, limn→∞bn=0 and (anbn)=((−1)nn) is unbounded, but does not converge improperly.

Rules for computing limits of improperly converging sequences

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Which calculation rules for limits of convergent sequences can be carried over to improper convergence? The answer is: almost all of them, but only if certain conditions hold!

Product rule

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Suppose that (an) is a sequence with limn→∞an=∞ . What will happen to the product (anbn) ? The case limn→∞bn=0 definitely causes trouble, meaning that we cannot make any statement about convergence or divergence of the product.

Case 1: limn→∞bn=∞. Intuitively, ∞⋅∞=∞ so we expect limn→∞anbn=∞ . This assertion only needs to be mathematically proven: ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≥S Let S∈ℝ be given. Since limn→∞an=∞ we can find an N1∈ℕ with an≥|S| for all n≥N1. Analogously, since limn→∞bn=∞ there is an N2∈ℕ with bn≥|S| for all n≥N2. Whenever n≥N=max⁡{N1,N2} we therefore have anbn≥|S||S|=|S|≥S So, indeed limn→∞anbn=∞.

Case 2: limn→∞bn=−∞. Intuitively, ∞⋅−∞=−∞ so we expect limn→∞anbn=−∞ . What we need to show for a mathematical proof is: ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≤S So let again S∈ℝ be given. Since limn→∞an=∞ there is an N1∈ℕ with an≥|S| for all n≥N1. Analogously, since limn→∞bn=−∞ there is an N2∈ℕ with bn≤−|S| for all n≥N2. Now, for all n≥N=max⁡{N1,N2} we have an⏟≥|S|≥0bn⏞≤−|S|≤0≤|S|(−|S|)=−|S|≤S And indeed there is limn→∞anbn=−∞.

Case 3: limn→∞bn=b>0. Intuitively, ∞⋅b=∞ for b>0 so we again make a guess limn→∞anbn=∞. The proof could be done as the two examples above. However, this time we will vary it a bit, to make it not too boring: ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≥S Let S∈ℝ be given. Since limn→∞bn=b , for each ϵ>0 there is an N1∈ℕ with |bn−b|<ϵ for all n≥N1. We set ϵ=b2. Then there is ∀n≥N1: |bn−b|<b2, which especially includes bn>b2>0. Since limn→∞an=∞ there is some N2∈ℕ with an≥|S|b2=2|S|b≥0 for all n≥N2. Now for n≥N=max⁡{N1,N2} we have anbn≥2|S|bb2=|S|≥S And hence limn→∞anbn=∞.

Case 4: limn→∞bn=b<0. Here, limn→∞anbn=−∞.

Exercise

Prove this.

Solution

We need to show: ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≤S So let S∈ℝ be given. Since limn→∞bn=b<0 , we have that for any ϵ>0 some N1∈ℕ exists with |bn−b|<ϵ for all n≥N1. Now, set ϵ=−b2. Then ∀n≥N1: |bn−b|<−b2, which especially includes bn<b2<0. Since limn→∞an=∞ there is also an N2∈ℕ with an≥−2|S|b≥0 for all n≥N2. Now, for n≥N=max⁡{N1,N2} there is anbn≤−2|S|bb2=−|S|≤S And we obtain the desired result limn→∞anbn=−∞.

Those four cases can also be combined into one statement. We introduce a practical extension of the real numbers: To the set ℝ , we add the elements ±∞ which leads to the bigger set ℝ‾=ℝ∪{±∞}.

Theorem (Product rule for improperly convergent sequences)

Let (an)n∈ℕ be a real sequence with limn→∞an=∞ and let (bn)n∈ℕ be a real sequence with limn→∞bn=b∈ℝ‾∖{0}. Then limn→∞anbn={∞ if b>0 or b=∞,−∞ if b<0 or b=−∞.

Sum rule

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Let again (an) be a sequence with limn→∞an=∞. What can we say about the limit of a sum (an+bn) ? If (bn) converges to a finite limit b∈ℝ, the limit of the sum will be ∞, as intuitively ∞+c=∞. Similarly ∞+∞=∞. The critical case is limn→∞bn=−∞ , as ∞−∞ is not well-defined. In fact, this case does not allow for any statement about convergence or divergence of the sum (an+bn). As an example,

  • For an=n and bn=−n there is limn→∞an+bn=limn→∞0=0.
  • For an=2n and bn=−n there is limn→∞an+bn=limn→∞n=∞.

We therefore exclude the case limn→∞bn=−∞ and consider all other cases:

Case 1: limn→∞bn=∞. We expect limn→∞an+bn=∞. Mathematically, we need to prove: ∀S∈ℝ ∃N∈ℕ ∀n≥N:an+bn≥S Let S∈ℝ be given. Since limn→∞an=∞ there is an N1∈ℕ with an≥S2 for all n≥N1. Analogously, since limn→∞bn=∞ there is an N2∈ℕ with bn≥S2 for all n≥N2. Hence, for all n≥N=max⁡{N1,N2} we have

an+bn≥S2+S2=S

And indeed limn→∞an+bn=∞.

Case 2: limn→∞bn=b∈ℝ. We also expect limn→∞an+bn=∞. Mathematically, we need to prove: ∀S∈ℝ ∃N∈ℕ ∀n≥N:an+bn≥S Let S∈ℝ be given. Since limn→∞bn=b for each ϵ>0 we can find an N2∈ℕ with |bn−b|<ϵ for all n≥N2. This includes the case ϵ=1. Hence, bn>b−1 for all n≥N2. Since limn→∞an=∞ there is also an N1∈ℕ with an≥S−b+1 for all n≥N1. Hence, for any n≥N=max⁡{N1,N2} we have

an+bn≥(S−b+1)+b−1=S

And we get the desired result limn→∞an+bn=∞.

Both cases can be concluded in a theorem:

Theorem (Sum rule for improperly convergent sequences)

Let (an)n∈ℕ be a real sequence with limn→∞an=∞ and (bn)n∈ℕ be a real sequence with limn→∞bn=b∈ℝ∪{∞}. Then limn→∞an+bn=∞

Inversion

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This rule is also quite intuitive: Let (an) be a sequence with an≠0 for all n∈ℕ and limn→∞an=∞ or limn→∞an=−∞, then (1an) should converge to 0 and hence be a null sequence. Is this really mathematically true?

Case 1: limn→∞an=∞. We need to show ∀ϵ>0 ∃N∈ℕ ∀n≥N:|1an|<ϵ Let ϵ>0 be given. Since limn→∞an=∞ for any S=1ϵ+1 there is an N∈ℕ, such that ∀n≥N there is an≥1ϵ+1. Hence, ∀n≥N there is |1an|≤11ϵ+1<11ϵ=ϵ So limn→∞1an=0.

Case 2: limn→∞an=−∞.

Exercise

Prove that in this case, (1an) again converges to 0.

Solution

Here, we also need to show: ∀ϵ>0 ∃N∈ℕ ∀n≥N:|1an|<ϵ Let ϵ>0 be given. Since limn→∞an=−∞ , for any S=−1ϵ−1 there is an N∈ℕ, such that ∀n≥N there is an≤−1ϵ−1<0. Hence, |an|≥|−1ϵ−1|=1ϵ+1. So ∀n≥N there is |1an|≤11ϵ+1<11ϵ=ϵ limn→∞1an=0.

We conclude these findings in a theorem:

Theorem (Inversion rule 1 for improperly convergent sequences)

Let (an)n∈ℕ be a real sequence with an≠0 for all n∈ℕ and limn→∞an=a∈{−∞,∞}. Then limn→∞1an=0

Question: Does the converse of the inversion rule hold? I.e. if limn→∞1an=0, may we conclude that limn→∞an=∞ or limn→∞an=−∞?

Nope! A counterexample is (an) with an=(−1)nn. Then, limn→∞1an=limn→∞1(−1)nn=limn→∞(−1)nn=0, but (an) does not go to ∞ or −∞. However, it is true that the absolute values |an| diverge to ∞.

The question is now: can we define a "converse of the inversion rule" which holds under more special assumptions? The sequence ((−1)nn) is not diverging to ∞ or −∞ because it keeps changing sign, so there is a subsequence of it converging to ∞ and a subsequence converging to −∞. We can avoid this by forbidding a change of sign in (an). It should also not be too bad if the change of sign is allowed again on finitely many elements, since a manipulation on finitely many elements never changes convergence properties.

Case 1: Let (an) be a sequence with limn→∞1an=0, all sequence elements being ≠0 and all but finitely many sequence elements being positive. Then, intuitively limn→∞an=∞. For a mathematical proof, we need to show that ∀S∈ℝ ∃N∈ℕ ∀n≥N:an≥S Let S∈ℝ be given. Since (1an) is a null sequence, for ϵ=1|S|+1>0 we can find an N~∈ℕ with |1an|<1|S|+1 for all n≥N~. Since almost all elements of (an) are positive, there is an N≥N~ with |1an|=1an<1|S|+1 for all n≥N. Therefore an≥|S|≥S for all n≥N. So we get limn→∞an=∞.

Case 2: Let now (an) be a sequence with limn→∞1an=0, all sequence elements being ≠0 but this time, almost all of them are negative.

Exercise

Prove that in this case limn→∞an=−∞.

Solution

This is a kind of "intelligent copycat exercise": We take the proof above and perform some minor changes in the signs. Our aim is to show: ∀S∈ℝ ∃N∈ℕ ∀n≥N:an≤S Let S∈ℝ be given. Since (1an) is a null sequence, for ϵ=1|S|+1>0 we can find an N~∈ℕ with |1an|<1|S|+1 for all n≥N~. Since almost all elements of (an) are negative, there is an N≥N~ with |1an|=−1an<1|S|+1 for all n≥N. Therefore −an≥|S|, and hence an≤−|S|≤S for all n≥N. So we get limn→∞an=−∞.

The converse of the inversion rule is also concluded into a theorem.

Theorem (Inversion rule 2 for improperly convergent sequences)

Let (an)n∈ℕ be a real sequence with an≠0 for all n∈ℕ and limn→∞1an=0. Then

  • limn→∞an=∞, if an>0 for almost all n∈ℕ
  • limn→∞an=−∞, if an<0 for almost all n∈ℕ
Example (Inversion rule)

In the article examples for limits, we have proven that "exponential sequences win against polynomial ones", i.e. (nkzn)n∈ℕ is a null sequence for |z|>1 and k∈ℕ. If z>1, all sequence elements are positive. So the inversion rule implies limn→∞1nkzn=limn→∞znnk=∞

Analogously, for z>1: limn→∞n!zn=∞

Quotient rule

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The inversion rule is an example of a quotient anbn=1bn of sequences (an) and (bn) with constant an=1. Now, we generalize to quotients (anbn) of any sequences (an) and (bn) with bn≠0 for all n∈ℕ .

First, we consider limn→∞bn=∞ . At this point, we exclude the cases limn→∞an=±∞ , since ±∞∞ is ill-defined. Let limn→∞an=a∈ℝ. Then, formally limn→∞anbn=a∞=0. To verify this mathematically, we need to show ∀ϵ>0 ∃N∈ℕ ∀n≥N:|anbn|<ϵ Let ϵ>0 be given. Since there is convergence limn→∞an=a , the sequence (an) must be bounded, i.e. there is a K>0 with |an|≤K for all n∈ℕ. Now since limn→∞bn=∞, the inversion rule implies limn→∞1bn=0. So there is an N∈ℕ with |1bn|<ϵK for all n≥N. Hence, ∀n≥N there is: |anbn|=|an|⋅|1bn|<K⋅ϵK=ϵ And we have convergence limn→∞anbn=0.

The case limn→∞bn=−∞ and limn→∞an=a∈ℝ also leads to limn→∞anbn=0 by the same argument.

We conclude

Theorem (Quotient rule 1 for improperly convergent sequences)

Let (an)n∈ℕ and (bn)n∈ℕ be real sequences with bn≠0 for all n∈ℕ, limn→∞an=a∈ℝ, and limn→∞bn=b∈{−∞,∞}. Then limn→∞anbn=0.

Next, we let the numerator diverge as limn→∞an=∞. The case limn→∞bn=±∞ again leads to the ill-defined expression ∞±∞ and will not be considered at this point.

Case 1: limn→∞bn=b>0. Here, we assert limn→∞anbn=∞b=∞: ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≥S Let S∈ℝ be given. Since (bn) converges to b>0, there must be an N1∈ℕ, such that 0<bn≤32b for all n≥N1. Since limn→∞an=∞ there is also an N2∈ℕ with an≥32b|S| for all n≥N2. Hence, for all n≥N=max⁡{N1,N2}, there is: anbn≥32b|S|32b=|S|≥S So we have convergence limn→∞anbn=∞.

Case 2: limn→∞bn=0 with almost all bn being positive. Here, we assert limn→∞anbn=∞. A mathematical proof requires showing ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≥S Let S∈ℝ be given. Since (bn) converges to 0 and almost all elements are positive, there must be an N1∈ℕ with 0<bn≤12 for all n≥N1. Since limn→∞an=∞ there is also an N2∈ℕ with an≥12|S| for all n≥N2. So for all n≥N=max⁡{N1,N2}, there is: anbn≥12|S|12=|S|≥S And again, we have convergence limn→∞anbn=∞.

Exercise

Prove that for limn→∞bn=b<0 and for limn→∞bn=0, with almost all bn being negative, there is: limn→∞anbn=−∞

Solution

Case 1: limn→∞bn=b<0. We need to prove: ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≤S Let S∈ℝ be given. Since (bn) converges to b<0 , there is an N1∈ℕ, such that 32b≤bn<0 for all n≥N1. Since limn→∞an=∞ there is an N2∈ℕ with an≥−32b|S| for all n≥N2. Hence, for all n≥N=max⁡{N1,N2} there is: anbn≤−32b|S|32b=−|S|≤S So we have convergence limn→∞anbn=−∞.

Case 2: limn→∞bn=0 and almost all bn are negative. Again, we need to show: ∀S∈ℝ ∃N∈ℕ ∀n≥N:anbn≤S Let S∈ℝ be given. Since (bn) converges to 0 and almost all elements are negative, there is an N1∈ℕ with −12≤bn<0 for all n≥N1. Since limn→∞an=∞ there is an N2∈ℕ with an≥12|S| for all n≥N2. Hence, for all n≥N=max⁡{N1,N2} there is: anbn≤12|S|−12=−|S|≤S And again, we have convergence limn→∞anbn=−∞.

All 4 cases are concluded in a theorem:

Theorem (Quotient rule 2 for improperly convergent sequences)

Let (an)n∈ℕ and (bn)n∈ℕ be real sequences with bn≠0 for all n∈ℕ and limn→∞an=∞, and suppose that limn→∞bn=b∈ℝ.

  • If limn→∞bn=b>0 or limn→∞bn=0 with almost all bn>0, then limn→∞anbn=∞.
  • If limn→∞bn=b<0 or limn→∞bn=0 with almost all bn<0, then limn→∞anbn=−∞.

Direct comparison

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Intuitively, if (xn) is given and some "smaller" sequence (yn) diverges to ∞, then also the "bigger" (xn) must tend to ∞. This should still hold true if "(xn) is bigger than (yn)" almost everywhere. Mathematically, we need to show ∀S∈ℝ ∃N∈ℕ ∀n≥N:xn≥S So let S∈ℝ be given. Since limn→∞yn=∞ there is an N~∈ℕ with yn≥S for all n≥N~. Since xn≥yn for all but finitely many n∈ℕ there is an N≥N~ with xn≥yn≥S for all n≥N. So indeed, limn→∞xn=∞.

We conclude this in a theorem:

Theorem (Direct comparison for sequences)

Let (xn)n∈ℕ be a real sequence and (yn)n∈ℕ be another sequence with xn≥yn for almost all n∈ℕ and let limn→∞yn=∞. Then, limn→∞xn=∞.

Example (Direct comparison for sequences)

Take the sequence (xn)n∈ℕ=(nnn!)n∈ℕ. For n≥2 there is xn=nnn!=n⋅n⋅…⋅n1⋅2⋅…⋅n=n1n⋅…⋅n2⋅…⋅n⏟≥1≥n=yn. In addition, limn→∞yn=limn→∞n=∞. So by direct comparison, limn→∞nnn!=∞

Of course, a similar statement holds true for xn≤yn for almost all n and limn→∞yn=−∞. Then also limn→∞xn=−∞. This can easily be seen by applying the comparison rule to −xn≥−yn, since limn→∞(−yn)=∞.