Sequences: Convergence, Divergence & Limits
A sequence is an ordered list We say converges to if (a finite number); otherwise it diverges. To find the limit, treat as a continuous variable and use the same tools as limits at infinity: dominant terms, dividing by the highest power, or L'Hôpital's Rule.
A series converges when its partial sums approach a limit. Geometric and -series are the reference cases; the comparison, ratio, root, integral and alternating-series tests decide the rest. Power series turn functions into infinite polynomials — Taylor series — with a radius of convergence, and they are how calculators compute , and .
The first divides by ; the middle uses L'Hôpital; the last is the definition of .
Concluding a series converges because its terms go to zero. The harmonic series has terms tending to zero and diverges. The th-term test only detects divergence.
Tip: Useful facts — if ; ; and for any fixed (factorials beat everything). A bounded, monotonic sequence always converges.
Find , or state that the sequence diverges.
Work it on paper before revealing the answer.
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Answer: (divide by ).
Series, Partial Sums, Geometric Series & the th-Term Test
A series is the sum . Its value is the limit of the partial sums : the series converges to if . Do not confuse the sequence of terms with the sequence of partial sums .
converges if and only if , and then
If it diverges.
Subtracting from cancels everything but the ends, so . The only thing that changes as grows is , which goes to exactly when ; then . For the terms do not even shrink to , and the th-term test rules the series out.
For the first, the first term (at ) is and .
If (or does not exist), then diverges. Warning: if , the test is inconclusive — the series may converge or diverge. It can never prove convergence.
diverges because . But for , , so the test says nothing (in fact it diverges — see the -series).
Tip: Always run the th-term test first. If the terms don't shrink to , you're done — it diverges. If they do go to , you must try another test.
(a) Sum . (b) Does converge?
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(a) : . (b) No: the terms approach , not , so it diverges by the th-term test.
The Integral Test & -Series
If is positive, continuous, and decreasing for and , then
The integral's value is not the sum; it only decides convergence.
Draw the terms as rectangles of width . For a positive decreasing , the rectangles of heights fit under the curve from , and those of heights stick out above it. So the series and the integral are each bounded by the other plus one term: both finite or both infinite.
converges if and diverges if . The case , , is the harmonic series, which diverges.
Test . With (positive, decreasing),
so the series converges. (The sum is not ; the integral only certifies convergence.)
Tip: , converge; and diverge. Memorize the threshold — it powers most comparison tests.
Which converge? (a) (b) (c)
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Answer: (a) and (c) converge; (b) diverges. They are -series with , and ; a -series converges exactly when . The constant does not affect convergence.
Comparison & Limit Comparison Tests
Suppose for all large .
- If converges, then converges (smaller than convergent).
- If diverges, then diverges (bigger than divergent).
Compare against a known geometric or -series.
If and with (a finite positive number), then and both converge or both diverge. Choose from the dominant-term behavior of .
converges: since and () converges.
Test . For large the terms behave like , so compare with :
Since converges, the series converges.
Tip: Pick the comparison series by keeping only the highest-degree term of numerator and denominator. Limit comparison is more forgiving than direct comparison when the inequality direction is awkward.
Decide convergence: (a) ; (b) .
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(a) Converges: , a convergent geometric series. (b) Diverges: compare with : , and diverges.
The Ratio Test & the Root Test
Let .
Best when contains factorials or th powers.
Let . Same conclusions as the ratio test ( converges, diverges, inconclusive). Best when is raised to the th power, e.g. .
Test :
so it converges. (In fact it sums to .)
Test :
Tip: If the ratio/root test gives , switch tests (often a -series or comparison). Ratio-test happens for every -series, so it can never settle those.
Use the Ratio Test on .
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Answer: converges (). . The polynomial factor's ratio tends to , so the geometric factor decides.
Alternating Series, Error Bound & Absolute vs. Conditional Convergence
A series with converges if both hold:
- is decreasing (), and
- .
With decreasing terms the partial sums zigzag: each step overshoots in the opposite direction, but by less than the step before. So the odd partial sums fall and the even ones rise, trapped between each other, and since the step sizes go to they squeeze onto a single limit. The same picture gives the error bound: the limit lies between two consecutive partial sums, so it is within the next term.
If an alternating series meets the AST conditions and converges to , then the error after terms is bounded by the first omitted term:
converges absolutely if converges (this forces to converge). It converges conditionally if converges but diverges.
The alternating harmonic series converges by the AST (), but diverges, so it converges conditionally. To approximate its sum within , we need , i.e. terms.
Tip: To classify: test first (ratio/comparison/-series). Converges absolute. Diverges but the alternating series itself passes the AST conditional.
Does converge absolutely or conditionally? Bound the error in using .
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Answer: absolutely; error at most . is a convergent -series, so the alternating one converges absolutely. The Alternating Series bound is the first omitted term, .
Power Series: Radius & Interval of Convergence
A power series centered at is . There is a radius of convergence so it converges for and diverges for . Find with the ratio test: solve .
The Ratio Test applied to a power series compares with a fixed number : the terms shrink geometrically when and grow when . That is why the set of convergence is always an interval centered at . At the two endpoints the ratio is exactly and the test is silent, so each endpoint must be checked by hand.
The set of where the series converges is the interval of convergence, possibly including one or both endpoints. The ratio test never decides the endpoints ( there): substitute each endpoint and test the resulting numeric series separately.
Find the interval for . Ratio test:
Endpoints: at , diverges (harmonic). At , converges (AST). Interval: .
Within the open interval of convergence you may differentiate or integrate term by term, and stays the same (endpoints may change):
Tip: means it converges for all (e.g. ); means only at . Endpoints require a fresh test every time — never assume.
Find the interval of convergence of .
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Answer: . Ratio: , so . At the series is (diverges); at it is (converges by the Alternating Series Test).
Taylor & Maclaurin Series; the Lagrange Error Bound
The Taylor series of centered at is
A Maclaurin series is the special case .
A Taylor polynomial is built to match the function's value, slope, bending, and higher derivatives at one point. Each coefficient is chosen so that differentiating the polynomial times at gives exactly . Matching more derivatives makes the polynomial agree with over a wider stretch around .
Third-degree Maclaurin polynomial of : , so , so , so . Thus
If is the th-degree Taylor polynomial about , the remainder satisfies
where is any bound on between and . This measures how good the polynomial approximation is.
Approximate with . Here , , and , so :
So is accurate to about .
Use to approximate , and bound the error with the Lagrange bound.
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Answer: , with error less than . . The third derivative of is at most on , so . (The true value is , off by .)
Which Convergence Test Should I Use?
- th-term test — does ? If not, it diverges. (Always start here.)
- Geometric? form : converges iff , sum .
- -series? form : converges iff .
- Factorials or th powers? Use the ratio (or root) test.
- Looks like a -series/geometric? Use direct or limit comparison.
- Positive, decreasing, easily integrated? Use the integral test.
- Alternating ? Use the AST; then check for absolute vs. conditional.
Going Deeper: Advanced Series
Substitute into a known Maclaurin series instead of computing derivatives. Replace by any expression:
Integrate term by term to get :
Similarly integrating gives .
Use partial fractions so most terms cancel:
, so the sum is . The value comes straight from the partial-sum limit, not a named test.
Substituting the Maclaurin series makes the form transparent.
has no elementary antiderivative, but integrate the series term by term:
The result is an alternating series, so its error bound is the first omitted term.
After finding by the ratio test, each endpoint is tested separately and independently. A single power series can produce any of , , , or . Typical tools at an endpoint: the -series test, the th-term test, or the alternating series test. Never assume symmetry.
How many terms of the series approximate within ? All derivatives of are bounded by , so with , :
Since and , taking (through the term) guarantees the accuracy.
Big picture: Nearly every hard series problem reduces to a known one — a geometric series, a -series, or one of the four Maclaurin series — reached by algebra, substitution, differentiation, or integration. Recognize the skeleton, then transform.
Why It Works
The harmonic series diverges by grouping: , and each parenthesized block is at least — infinitely many halves. The ratio test works because a series whose terms eventually shrink by a factor each step is dominated by a geometric series. Taylor's formula comes from matching derivatives: is the only coefficient that makes the th derivative of the series agree with at .
Do not read a proof the way you read a rule. Cover the last line, ask what the previous line forces, and only then uncover it. If a step feels like magic, that is the step to work by hand with a concrete number.
Formulas, Proofs & Tips
What it means. If a limit gives the indeterminate form or , differentiate the top and bottom separately and try again.
Why it works. Near both functions are approximated by their tangent lines, and . The common factor cancels in the ratio, leaving .
Tip. Check the form FIRST — applying it to a limit that isn't indeterminate gives a wrong answer. It is not the quotient rule: do not differentiate as a whole.
What it means. Geometric series need shrinking terms; -series need them to shrink fast enough.
Example. converges since , to .
Why it works. The harmonic series diverges: grouping terms as , , , and so on adds infinitely often. Larger shrinks the terms fast enough for the total to settle.
Tip. Terms tending to is necessary but not sufficient — the harmonic series is the standard counterexample.