v1 · padrão canônico
Lesson 49 — Limit of Sequences (Formalized)
Rigorous definition of sequence limit. Convergence, divergence. Bolzano-Weierstrass, Cauchy, monotone bounded.
Used in: 2.º ano do programa (17 anos) · Equiv. Math III japonês cap. 6 · Equiv. Klasse 12 LK Análise alemã · Equiv. H2 Math singapurense — Sequences & Series
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Rigorous notation, full derivation, hypotheses
Sequences, convergence, and theorems
Key theorems
| Theorem | Statement |
|---|---|
| Uniqueness | The limit, if it exists, is unique |
| Arithmetic | , etc. |
| Squeeze | , |
| Monotone bounded | Increasing bounded above converges |
| Bolzano-Weierstrass | A bounded sequence has a convergent subsequence |
| Cauchy | converges it is Cauchy |
Cauchy
In : Cauchy convergent (completeness). In : not every Cauchy converges ( approximating ).
Monotonicity + boundedness
- increasing and bounded above converges to .
- decreasing and bounded below converges to .
Subsequences
is a subsequence of if . for every subsequence.
Divergent sequences
- : oscillates between and . Subsequences converge (to ), but does not.
- : grows without bound ().
- : irregular behavior, no limit.
Recursive sequences
, given. The limit, if it exists, is a fixed point of : .
Exercise list
42 exercises · 10 with worked solution (25%)
Application 30Understanding 3Modeling 6Proof 3
- Ex. 49.1ApplicationAnswer key. Prove via ε-N: for , .
- Ex. 49.2Application. (Ans: 1.)
- Ex. 49.3Application. (Ans: 2.)
- Ex. 49.4Application— converges?
- Ex. 49.5Application.
- Ex. 49.6Applicationvia squeeze.
- Ex. 49.7Application.
- Ex. 49.8Applicationfor . (Ans: 0.)
- Ex. 49.9Applicationfor . (Ans: 0.)
- Ex. 49.10ApplicationAnswer key. (Ans: 1.)
- Ex. 49.11Application. (Ans: .)
- Ex. 49.12ApplicationHarmonic sequence — converges?
- Ex. 49.13ApplicationAnswer key. (Ans: 0.)
- Ex. 49.14Application. (Ans: 0.)
- Ex. 49.15Application. (Ans: , via Stirling.)
- Ex. 49.16Application. (Ans: 4.)
- Ex. 49.17ApplicationAnswer key. (Ans: 1.)
- Ex. 49.18Application.
- Ex. 49.19Application. (Ans: 0.)
- Ex. 49.20ApplicationAnswer key. (Ans: .)
- Ex. 49.21Application, . Show convergence and compute . (Ans: 2.)
- Ex. 49.22Application, . Compute . (Ans: 3.)
- Ex. 49.23Application, . Converges?
- Ex. 49.24ApplicationNormalized Fibonacci: . Show.
- Ex. 49.25Application. Converges? (Ans: Yes, to .)
- Ex. 49.26ApplicationAnswer key. Converges? (Ans: No — harmonic diverges.)
- Ex. 49.27ApplicationAnswer keyShow that an increasing bounded-above sequence is Cauchy.
- Ex. 49.28ApplicationShow that is not Cauchy.
- Ex. 49.29ApplicationShow that has two convergent subsequences (to and ).
- Ex. 49.30Application— limit? Difference from ?
- Ex. 49.31ModelingNewton iteration for : . Compute from .
- Ex. 49.32ModelingIn ML, gradient descent: . Converges if , Lipschitz constant.
- Ex. 49.33ModelingContinuous compounding: , — fundamental limit.
- Ex. 49.34ModelingDiscrete radioactive decay: . Continuous limit.
- Ex. 49.35ModelingBinomial Poisson distribution: with fixed, . Result.
- Ex. 49.36ModelingAnswer keyLogistic map . For , compute the limit. For ? (Ans: cycle of 4.)
- Ex. 49.37UnderstandingProve via ε-N.
- Ex. 49.38UnderstandingShow that monotone increasing and bounded converges.
- Ex. 49.39UnderstandingAnswer keyShow that every Cauchy is bounded.
- Ex. 49.40ProofProve uniqueness of the limit.
- Ex. 49.41ProofAnswer keyProve the squeeze theorem for sequences.
- Ex. 49.42ProofProve Bolzano-Weierstrass: a bounded sequence in has a convergent subsequence.
Sources
- Basic Analysis — Lebl · 2024 · §2.1-2.4. Primary source.
- Mathematical Analysis I — Zakon · 2004 · ch. 3.
- Active Calculus — Boelkins · 2024 · §8.1.