A topic in the Open Knowledge Graph — a free, open map of 15,290 topics and the order to learn them in.

Iterated Integrals and Fubini's Theorem

College Depth 86 in the knowledge graph ☐ I know this ☆ Set as goal
5,243topics build on this
408prerequisites beneath it
See this on the map →
Double Integrals: Definition and Setup→→Double Integrals over Rectangular Regions
iterated-integrals fubini-theorem order-of-integration

Core Idea

Fubini's theorem states that for continuous f on a rectangular region, ∬_R f(x, y) dA = ∫∫ f(x, y) dy dx (inner integral with respect to y, outer with respect to x). The two orders of integration give the same answer, providing flexibility in computation.

Explainer

From double integrals, you know that ∬_R f(x, y) dA represents a signed volume under the surface z = f(x, y) over a region R in the xy-plane. The abstract definition approximates this with Riemann sums over small rectangles, but actually computing that limit directly is unwieldy. Iterated integrals give you a concrete computational algorithm: integrate one variable at a time, treating the other as a constant during each step.

The intuition is a slicing argument. Fix a value x₀ and look at the "slice" of the region at that x-value: you get a one-dimensional cross-section, and ∫f(x₀, y) dy is the area under that slice (a signed area, counted by the function values). Now imagine sliding x₀ from left to right — you're sweeping out the entire region slice by slice. Integrating those slice areas ∫(∫f(x, y) dy) dx accumulates the total signed volume. Fubini's theorem makes this rigorous: for a continuous function on a rectangle [a, b] × [c, d], the double integral equals the iterated integral in either order:

∬_R f(x, y) dA = ∫_ab (∫_cd f(x, y) dy) dx = ∫_cd (∫_ab f(x, y) dx) dy.

The inner integral is evaluated first (treating the outer variable as a constant), then the result — a function of the remaining variable — is integrated by the outer integral.

The power of having two available orders becomes apparent when one order is computationally easier than the other. Consider integrating f(x, y) = ey² over a triangular region where y ranges from x to 1 with x from 0 to 1. In the natural order (integrate y first), the inner integral is ∫_x1 ey² dy — a function with no closed form. Switching to integrate x first: for a fixed y, x runs from 0 to y, so the inner integral is ∫_0y ey² dx = y·ey², which is easy. The outer integral ∫_01 y·ey² dy evaluates to (e − 1)/2 by substitution. Switching the order of integration — by re-drawing the region and re-reading the bounds — is one of the most practically useful skills in multivariable calculus and appears constantly in probability, physics, and engineering applications.

Practice Questions 5 questions

Prerequisite Chain

Understanding Zero → The Number Zero → Counting to Five → Counting to 10 → Counting to 20 → Counting a Set of Objects Up to 20 → Cardinality: The Last Number Counted → Matching Numerals to Quantities → Subitizing Small Quantities → Addition Within 10 → Number Bonds to 10 → Addition Within 20 → Doubles and Near Doubles → Doubles Facts Within 10 → Near Doubles Facts Within 20 → Mental Math Strategies for Addition → Mental Math: Adding and Subtracting Tens → Addition Within 100 → Repeated Addition as Multiplication → Multiplication as Equal Groups → Multiplication: Arrays → Basic Multiplication Facts (0s, 1s, 2s, 5s, 10s) → Multiplication Facts Within 100 → Division as Equal Sharing → Division as Grouping (Measurement Division) → Division: Grouping (Repeated Subtraction) Model → Division: Fair Sharing Model → Division as Equal Sharing → Division as Grouping → Basic Division Facts → Division Facts Within 100 → Multiplication and Division Fact Families → Relationship Between Multiplication and Division → Division Facts as Inverse of Multiplication → Remainders and Quotients in Division → Division Word Problems → Multi-Step Word Problems → Solving Multi-Step Word Problems → Multiplication Word Problems → Division Word Problems → Introduction to Long Division → Factors and Multiples → Prime and Composite Numbers → Equivalent Fractions → Relating Fractions and Decimals → Decimal Place Value → Integers and the Number Line → Comparing and Ordering Integers → Absolute Value → Adding Integers → Subtracting Integers → Multiplying Integers → Dividing Integers → Unit Rates → Proportions → Percent Concept → Converting Between Fractions, Decimals, and Percents → Operations with Rational Numbers → Two-Step Equations → Solving Multi-Step Equations → Equations with Variables on Both Sides → Angle Pairs: Complementary, Supplementary, and Vertical → Parallel Lines and Transversals → Corresponding Angles → Alternate Interior Angles → Triangle Angle Sum Theorem → Exterior Angle Theorem → Triangle Inequality Theorem → Similar Triangles: AA Similarity → Similar Triangles: SSS and SAS Similarity → Proportions in Similar Triangles → Right Triangle Trigonometry Introduction → Sine, Cosine, and Tangent Ratios → Trigonometric Ratios Review → Radian Measure → Converting Between Degrees and Radians → The Unit Circle → Graphing Sine and Cosine → Graphing Tangent and Reciprocal Trigonometric Functions → Derivatives of Trigonometric Functions → Antiderivatives → Indefinite Integrals → Basic Integration Rules → Riemann Sums → Definite Integral Definition → Double Integrals: Definition and Setup → Iterated Integrals and Fubini's Theorem

Longest path: 87 steps · 408 total prerequisite topics

Prerequisites (1)

Leads To (1)