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154 lessons
Essential Calculus for ML
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Essential Calculus for ML · 154 lessons
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Fubini's theorem
The double integral is the signed volume between the rectangle and the surface . We have met it in two forms.
Its definition, as the limit of double Riemann sums over as the grid is refined:
And a way to compute it, as an iterated integral in either order:
That was stated, not explained. Why does integrating twice give the volume, whichever variable goes first?
Slicing the solid into slabs answers it.
The first view cuts the whole solid; the second shows a single slab.
The volume of all the slabs is the sum of the individual slab volumes. As the slabs thin they fill the solid, so this sum approaches the signed volume. It is a Riemann sum, and the limit of the sum is written as an integral:
So that integral is the signed volume. Informally, it adds up slab volumes from to , with the slabs now infinitely thin.
And since the area of each slab's face is , it is the iterated integral written above.
Cutting across instead uses the cross-sections at fixed , and the same argument gives the other order.
Theorem
If is continuous on the rectangle , then
This is what makes a double integral computable: two ordinary integrals, evaluated one after the other with single-variable tools, in whichever order is easier. The two integral signs become two ordinary integrals, and becomes .
Practice questions
4 questions
is the rectangle . What must be true of for Fubini's theorem to apply on ?
Select the correct answer:
+ 3 more questions
Writing a double integral over a rectangle as an iterated integral
Fubini's theorem turns a double integral over a rectangle into an iterated integral. Before anything is integrated, that iterated integral has to be written down, and the only information needed is the four limits of integration that supplies.
The picture shows where each limit comes from and which integral sign it belongs on, in either order of integration.
Each pair stays with its own variable: and sit on the integral written with , and and on the integral written with , whichever of the two is inner. By Fubini's theorem, for continuous on , the order is a free choice:
Key Point
The limits of integration describe the base in the -plane. The integrand is still the height above it.
Write over as an iterated integral, in both orders.
Solution
The rectangle supplies two pairs of limits of integration: and bound , and and bound .
Taking the order , we put the pair belonging to on the inner integral, the one written with , and leave the pair belonging to on the outer:
For the other order we move each pair to the other position, still keeping it with its own variable, so and now sit on the inner integral and and on the outer:
Since is continuous on , Fubini's theorem sets these two iterated integrals equal, and each of them gives the signed volume .
Practice questions
4 questions
is continuous on , and
Which statement is true?
Select the correct answer:
+ 3 more questions
Evaluating a double integral over a rectangle
Once is written as an iterated integral, evaluating it is evaluating that iterated integral: inside out, one variable at a time.
Procedure
Because the limits of integration are all constants, the inner integral always produces a function of one variable, and the outer integral evaluates that to a number. Either order gives the same number, so choose whichever inner integral is easier.
Evaluate over .
Solution
Reading the limits of integration off gives and for , and and for . We take the order , which puts the pair belonging to on the inner integral:
The inner integral is taken with held fixed, so is a constant multiple of and the antiderivative of is :
Substituting the limits and :
The two terms cancel, so the inner integral is the constant . That is the integrand of the outer integral, taken between and :
So .
Practice questions
6 questions
Evaluate
over .
Select the correct answer:
+ 5 more questions