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Uniform Convergence of Power Series

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Weierstrass M-TestInterchange of Limit and Derivative+1 moreUniform Convergence
power-series uniform-convergence analytic

Core Idea

A power series ∑aₙ(x - c)ⁿ converges uniformly on any closed interval inside its interval of convergence. This justifies term-by-term differentiation and integration of power series, making them the foundation of analytic functions. The uniform convergence follows from the Weierstrass M-Test applied to majorizing geometric series.

Explainer

A power series ∑aₙ(x − c)ⁿ looks like an infinite polynomial, and you want to treat it like one: differentiate term by term, integrate term by term, substitute x into the series and get a meaningful value. But an infinite sum of functions is a limit — a limit of partial sums Sₙ(x) = ∑ₖ₌₀ⁿ aₖ(x−c)ᵏ — and you know that limits and operations like differentiation don't automatically commute. The question is: when can you treat a power series exactly like a polynomial for purposes of integration and differentiation?

The answer comes from the Weierstrass M-Test, which you already know. On any closed interval [c−r, c+r] strictly inside the interval of convergence, you can bound each term: |aₙ(x−c)ⁿ| ≤ |aₙ|rⁿ for all x in the interval. Call Mₙ = |aₙ|rⁿ. Since r is strictly less than the radius of convergence, the series ∑Mₙ = ∑|aₙ|rⁿ converges — it is dominated by a convergent geometric-like series. The Weierstrass M-Test then guarantees that ∑aₙ(x−c)ⁿ converges uniformly on [c−r, c+r]. The key word is "closed interval strictly inside" — uniformity can fail at the boundary, which is why you must stay strictly interior.

Once you have uniform convergence on compact subintervals, all the interchange theorems apply. You can integrate term by term: ∫∑aₙ(x−c)ⁿ dx = ∑∫aₙ(x−c)ⁿ dx = ∑aₙ(x−c)ⁿ⁺¹/(n+1). You can differentiate term by term: d/dx ∑aₙ(x−c)ⁿ = ∑naₙ(x−c)ⁿ⁻¹. Both operations produce a new power series with the same radius of convergence. This means that on the interior of its disk of convergence, a power series can be differentiated infinitely many times, and each derivative is again a power series. Functions representable by power series are called analytic functions — the most well-behaved class in analysis.

This result is the gateway to understanding functions like sin(x), cos(x), and eˣ as infinite polynomials that you can manipulate term by term. When you learned that sin(x) = x − x³/6 + x⁵/120 − ···, you were implicitly using this theorem: the series converges uniformly on any bounded interval, so you can integrate it to get the series for −cos(x), differentiate it to get the series for cos(x), and multiply two such series to get new identities. Every formula involving Taylor series manipulation rests on this foundation.

Practice Questions 5 questions

Prerequisite Chain

Understanding ZeroThe Number ZeroCounting to FiveCounting to 10Counting to 20Counting a Set of Objects Up to 20Cardinality: The Last Number CountedMatching Numerals to QuantitiesSubitizing Small QuantitiesAddition Within 10Number Bonds to 10Addition Within 20Doubles and Near DoublesDoubles Facts Within 10Near Doubles Facts Within 20Mental Math Strategies for AdditionMental Math: Adding and Subtracting TensAddition Within 100Repeated Addition as MultiplicationMultiplication as Equal GroupsMultiplication: ArraysBasic Multiplication Facts (0s, 1s, 2s, 5s, 10s)Multiplication Facts Within 100Division as Equal SharingDivision as Grouping (Measurement Division)Division: Grouping (Repeated Subtraction) ModelDivision: Fair Sharing ModelDivision as Equal SharingDivision as GroupingBasic Division FactsDivision Facts Within 100Multiplication and Division Fact FamiliesRelationship Between Multiplication and DivisionDivision Facts as Inverse of MultiplicationRemainders and Quotients in DivisionDivision Word ProblemsMulti-Step Word ProblemsSolving Multi-Step Word ProblemsMultiplication Word ProblemsDivision Word ProblemsIntroduction to Long DivisionFactors and MultiplesPrime and Composite NumbersEquivalent FractionsRelating Fractions and DecimalsDecimal Place ValueIntegers and the Number LineComparing and Ordering IntegersAbsolute ValueAdding IntegersSubtracting IntegersMultiplying IntegersDividing IntegersUnit RatesProportionsPercent ConceptConverting Between Fractions, Decimals, and PercentsOperations with Rational NumbersTwo-Step EquationsSolving Multi-Step EquationsEquations with Variables on Both SidesAngle Pairs: Complementary, Supplementary, and VerticalParallel Lines and TransversalsCorresponding AnglesAlternate Interior AnglesTriangle Angle Sum TheoremExterior Angle TheoremTriangle Inequality TheoremSimilar Triangles: AA SimilaritySimilar Triangles: SSS and SAS SimilarityProportions in Similar TrianglesRight Triangle Trigonometry IntroductionSine, Cosine, and Tangent RatiosTrigonometric Ratios ReviewRadian MeasureConverting Between Degrees and RadiansThe Unit CircleGraphing Sine and CosineGraphing Tangent and Reciprocal Trigonometric FunctionsDerivatives of Trigonometric FunctionsAntiderivativesIndefinite IntegralsBasic Integration RulesRiemann SumsDefinite Integral DefinitionFundamental Theorem of Calculus Part 1Fundamental Theorem of Calculus Part 2U-SubstitutionPartial Fraction Decomposition for IntegrationImproper Integrals - ConvergenceIntegral TestP-SeriesComparison TestLimit Comparison TestSeries Convergence Test StrategyPower SeriesUniform Convergence of Power Series

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