Interchange of Limit and Integral

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limit-integral interchange uniform-convergence

Core Idea

If (fₙ) converges uniformly to f on [a,b] and each fₙ is integrable, then lim ∫fₙ = ∫ lim fₙ. This allows passing limits through integral signs, essential for analyzing series of integrals and probability distributions. The result follows from uniform convergence preserving continuity and properties of the integral.

Explainer

You know from your work on uniform convergence that pointwise convergence is not enough to preserve analytic structure — a sequence of functions can converge pointwise to a limit while their integrals diverge, or converge to the wrong value. The classic counterexample is a sequence of "spike" functions that each integrate to 1 but converge pointwise to the zero function, whose integral is 0. The problem is that with pointwise convergence, the spikes can move around and concentrate mass in arbitrarily small intervals while remaining bounded pointwise. This is why uniform convergence is the right hypothesis for interchange theorems.

Uniform convergence means that the error |fₙ(x) − f(x)| can be made smaller than any ε for all x simultaneously, not just at each fixed x. Once you have that, you can bound the difference between the two integrals directly: |∫fₙ − ∫f| = |∫(fₙ − f)| ≤ ∫|fₙ − f| ≤ ε·(b−a). Since b−a is a fixed constant and ε is arbitrary, the difference can be made as small as desired. The uniform bound over the whole interval is what makes the estimate work — the error in the integral is controlled by the sup-norm error multiplied by the length of the interval.

This theorem has immediate practical consequences. When you integrate a convergent power series term by term — writing ∫∑aₙxⁿ = ∑∫aₙxⁿ — you are swapping a limit (the series is a limit of partial sums) and an integral. The justification is exactly this theorem: power series converge uniformly on closed subintervals of their radius of convergence, so the interchange is valid there. Similarly, when a sequence of continuous functions converges uniformly, the limit is continuous, and you can exchange limit and integral freely.

The broader lesson is that mathematical operations — limits, integrals, derivatives, sums — do not automatically commute. Each interchange theorem states a precise condition under which the order can be reversed. Uniform convergence is the most useful such condition in real analysis. Later, in measure theory, the Dominated Convergence Theorem gives a weaker hypothesis (domination by an integrable function instead of uniform convergence) that covers many more cases, but the idea is the same: you need a condition that prevents mass from escaping to infinity or concentrating in shrinking sets.

Practice Questions 5 questions

Prerequisite Chain

Counting to 10Counting to 20Understanding ZeroThe Number ZeroCounting to FiveOne-to-One CorrespondenceCombining Small Groups Within 5Addition Within 10Addition Within 20Two-Digit Addition Without RegroupingTwo-Digit Addition with RegroupingAddition Within 100Repeated Addition as MultiplicationMultiplication 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 100Two-Digit by One-Digit DivisionDivision with RemaindersRemainders and Quotients in DivisionDivision Word ProblemsIntroduction to Long DivisionFactors and MultiplesPrime and Composite NumbersEquivalent FractionsRelating Fractions and DecimalsDecimal Place ValueIntegers and the Number LineOpposites and Additive InversesAbsolute ValueAdding IntegersSubtracting IntegersMultiplying IntegersDividing IntegersUnit RatesProportionsPercent ConceptConverting Between Fractions, Decimals, and PercentsOperations with Rational NumbersTwo-Step EquationsSolving Multi-Step EquationsEquations with Variables on Both SidesLiteral EquationsSlope-Intercept FormPoint-Slope FormWriting Linear EquationsParallel and Perpendicular Line SlopesGraphing Linear EquationsPiecewise FunctionsOne-Sided LimitsContinuity DefinitionEpsilon-Delta ContinuityRigorous Definition of the DerivativeRiemann Integral via Darboux SumsCriteria for Riemann IntegrabilityProperties of the Riemann IntegralInterchange of Limit and Integral

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