Multiple Integrals
The definite integral extends naturally from a single variable to two or three. Double and triple integrals let us measure volumes, masses, centroids, charge, and probabilities over regions far more general than intervals. Polar, cylindrical, and spherical coordinate systems — together with a general change-of-variables rule — turn otherwise intractable integrals over disks, cones, and spheres into routine calculations.
This chapter is the backbone of everything we do in fluid mechanics, heat transfer, and rigid-body dynamics. When you see a triple integral, train yourself to first ask "what coordinate system matches the symmetry of this region?" before touching a pen. Choosing the right system up front saves more time than any algebra trick.
Double Integrals over Rectangles
Just as the area problem motivated the single definite integral, the problem of finding the volume under a surface motivates the double integral. We start over a closed rectangle and approximate the solid by a grid of rectangular columns.
Closed rectangle and the solid above it
A closed rectangle is the set \(R=[a,b]\times[c,d]=\{(x,y)\mid a\le x\le b,\ c\le y\le d\}\). For a function \(f(x,y)\ge 0\) defined on \(R\), the solid \(S\) of interest lies above \(R\) and below the graph \(z=f(x,y)\). The goal is to assign \(S\) a volume.
Subrectangles and the double Riemann sum
Dividing \([a,b]\) into \(m\) pieces and \([c,d]\) into \(n\) pieces partitions \(R\) into subrectangles \(R_{ij}\), each of area \(\Delta A=\Delta x\,\Delta y\). Choosing a sample point \((x_{ij}^*,y_{ij}^*)\) in each subrectangle and summing the column volumes gives the double Riemann sum, an approximation to the total volume.
The double integral
The double integral of \(f\) over \(R\) is the limit of the Riemann sums as the grid is refined, provided the limit exists. Every continuous function is integrable, as is any bounded function whose discontinuities lie on a finite number of smooth curves.
The Midpoint Rule
The single-variable Midpoint Rule has a direct two-dimensional counterpart: evaluate \(f\) at the centre of each subrectangle.
Average value of a function of two variables
The average value of \(f\) over \(R\) is the integral divided by the area of \(R\). Geometrically, a box of base \(R\) and height \(f_{\text{ave}}\) has the same volume as the solid under \(f\).
\(\displaystyle\iint_{R}\big[f+g\big]\,dA=\iint_{R}f\,dA+\iint_{R}g\,dA\)
\(\displaystyle\iint_{R} c\,f\,dA=c\iint_{R} f\,dA\) for any constant \(c\)
If \(f(x,y)\ge g(x,y)\) on \(R\), then \(\displaystyle\iint_{R}f\,dA\ge\iint_{R}g\,dA\).
In practice you almost never compute a double integral from the Riemann-sum definition — that is conceptual scaffolding. The payoff comes in 15.2 with Fubini's Theorem, which turns a double integral into two ordinary single integrals.
Iterated Integrals
Evaluating a double integral from first principles is hard. The practical method expresses it as an iterated integral — two single integrals done one after the other, working from the inside out.
Partial integration and the iterated integral
Holding \(x\) fixed and integrating with respect to \(y\) gives a function \(A(x)\). Integrating \(A(x)\) over \([a,b]\) produces the iterated integral. Inner limits may depend on the outer variable; outer limits must be constants.
If \(f\) is continuous on the rectangle \(R=[a,b]\times[c,d]\), then the double integral equals either iterated integral:
\[ \iint_{R} f(x,y)\,dA=\int_a^b\!\!\int_c^d f(x,y)\,dy\,dx=\int_c^d\!\!\int_a^b f(x,y)\,dx\,dy. \]
More generally this holds when \(f\) is bounded on \(R\), discontinuous only on a finite number of smooth curves, and the iterated integrals exist.
Fubini is the multivariable analogue of "the order of operations doesn't change the answer." But while both orders give the same number, one order is often dramatically easier to evaluate — see Example 3 below. Always glance at both before committing.
Separable integrands
When the integrand factors as a product \(g(x)h(y)\) over a rectangle, the double integral splits into the product of two single integrals.
Double Integrals over General Regions
Real regions are rarely rectangles. We classify bounded regions by how their boundaries are described, then convert the double integral into an iterated integral with variable limits.
Type I region
A region is type I if it lies between two continuous curves of \(x\): \(D=\{(x,y)\mid a\le x\le b,\ g_1(x)\le y\le g_2(x)\}\). The inner integral runs in \(y\) between the lower and upper boundary curves.
Type II region
A region is type II if it lies between two continuous curves of \(y\): \(D=\{(x,y)\mid c\le y\le d,\ h_1(y)\le x\le h_2(y)\}\). The inner integral runs in \(x\) between the left and right boundary curves.
Additivity: if \(D=D_1\cup D_2\) with non-overlapping interiors, then \(\displaystyle\iint_{D}f\,dA=\iint_{D_1}f\,dA+\iint_{D_2}f\,dA\).
Area: \(\displaystyle\iint_{D} 1\,dA=A(D)\).
Bounds: if \(m\le f(x,y)\le M\) on \(D\), then \(m\,A(D)\le\displaystyle\iint_{D}f\,dA\le M\,A(D)\).
Example 5 is the single most exam-tested idea in this section: an integral that looks impossible becomes trivial once you redraw the region and swap the order. Whenever the inner antiderivative doesn't exist in closed form, your first move is "sketch the region and reverse."
Double Integrals in Polar Coordinates
When a region is a disk, ring, or sector, rectangular limits become ugly. Polar coordinates describe such regions cleanly — at the cost of one extra factor of \(r\) in the integrand.
Polar–rectangular relations
A point has rectangular coordinates \((x,y)\) and polar coordinates \((r,\theta)\) related by \(x=r\cos\theta\), \(y=r\sin\theta\), and \(x^2+y^2=r^2\). A polar rectangle is \(\{(r,\theta)\mid a\le r\le b,\ \alpha\le\theta\le\beta\}\).
The area element in polar form
The infinitesimal polar rectangle has dimensions \(dr\) and \(r\,d\theta\), so its area is \(dA=r\,dr\,d\theta\). Forgetting the factor \(r\) is the most common error in polar integration.
Trigger checklist for going polar: you see \(x^2+y^2\) in the integrand, or the region is a circle/sector/annulus, or rectangular limits involve \(\sqrt{a^2-x^2}\). Any one of these is your cue. And write the \(r\) in \(r\,dr\,d\theta\) before you substitute — that way you never forget it.
Applications of Double Integrals
Double integrals compute physical quantities for laminae (thin plates) of variable density: mass, charge, centre of mass, moments of inertia, and — via joint density functions — probabilities.
Density and mass
For a lamina occupying region \(D\) with continuous density \(\rho(x,y)\) (mass per unit area), the total mass is the double integral of the density. Replacing density with charge density \(\sigma(x,y)\) gives total charge instead.
Moments and centre of mass
The moments about the axes weight each mass element by its distance from the axis. The centre of mass \((\bar x,\bar y)\) is the balance point — the lamina behaves as if its entire mass sat there.
Moments of inertia (second moments)
The moment of inertia measures resistance to rotation, weighting each mass element by the square of its distance from the axis. The polar moment \(I_0=I_x+I_y\) is taken about the origin (the axis perpendicular to the plate).
Moment of inertia in rotation plays exactly the role mass plays in straight-line motion — it is what makes a flywheel hard to spin up or stop. You'll meet \(I\) constantly in dynamics and machine design; the double integral here is where it comes from. Note the squared distance: that is why mass far from the axis matters so much more.
Joint density and probability
For two continuous random variables \(X,Y\), a joint density \(f(x,y)\ge 0\) with total integral \(1\) gives the probability that \((X,Y)\) lands in a region \(D\) as the double integral of \(f\) over \(D\). If \(X,Y\) are independent, \(f(x,y)=f_1(x)f_2(y)\).
Triple Integrals
The same construction extends to functions of three variables. Over a box, a triple Riemann sum defines the triple integral; over a general solid, we project onto a coordinate plane and integrate inward.
If \(f\) is continuous on the box \(B=[a,b]\times[c,d]\times[r,s]\), then
\[ \iiint_{B} f\,dV=\int_r^s\!\!\int_c^d\!\!\int_a^b f(x,y,z)\,dx\,dy\,dz, \]
and any of the six orders of integration gives the same value.
Type 1 solid region
A solid is type 1 if it lies between two surfaces over a planar projection \(D\): \(E=\{(x,y,z)\mid (x,y)\in D,\ u_1(x,y)\le z\le u_2(x,y)\}\). Integrate in \(z\) first, then over \(D\) as a double integral.
Type 2 and type 3 solids are defined analogously by projecting onto the \(yz\)- and \(xz\)-planes respectively, with the inner integral taken in \(x\) or in \(y\).
Volume, mass, and centroids by triple integral
Setting \(f=1\) gives the volume of \(E\). With a density \(\rho(x,y,z)\), the triple integral gives mass; weighting by coordinate gives moments about the coordinate planes, and dividing by mass locates the centre of mass.
The hardest part of any triple integral is never the calculus — it is setting up the limits. Remember the rule of thumb: the inner limits may contain at most two variables, the middle limits at most one, and the outer limits must be pure constants. Draw the solid and its projection every single time.
Triple Integrals in Cylindrical Coordinates
Cylindrical coordinates are polar coordinates in the \(xy\)-plane with the rectangular \(z\) kept as is. They suit solids with an axis of symmetry — cylinders, cones, and paraboloids of revolution.
Cylindrical coordinates
A point is \((r,\theta,z)\), where \((r,\theta)\) are the polar coordinates of its projection on the \(xy\)-plane and \(z\) is the height. Conversions: \(x=r\cos\theta,\ y=r\sin\theta,\ z=z\), and \(r^2=x^2+y^2,\ \tan\theta=y/x\).
Volume element
The cylindrical volume element is \(dV=r\,dz\,dr\,d\theta\) — the polar area element times the height \(dz\). As in polar integration, the factor \(r\) must not be dropped.
Use cylindrical when the projection onto the \(xy\)-plane is a circle or sector, especially whenever \(x^2+y^2\) appears in the integrand or in a boundary surface. It is just "polar plus a \(z\)." Spherical (next section) is the better choice when the solid is bounded by spheres or cones about the origin.
Triple Integrals in Spherical Coordinates
Spherical coordinates describe a point by its distance from the origin and two angles. They are unbeatable for regions bounded by spheres and cones centred at the origin.
Spherical coordinates
A point is \((\rho,\theta,\phi)\), where \(\rho=|OP|\ge 0\) is the distance from the origin, \(\theta\) is the same angle as in cylindrical coordinates, and \(\phi\in[0,\pi]\) is the angle from the positive \(z\)-axis to \(OP\).
Volume element
The spherical volume element is \(dV=\rho^2\sin\phi\,d\rho\,d\theta\,d\phi\). The \(\rho^2\sin\phi\) factor — derived from the dimensions of a spherical wedge — is essential.
Heads-up on notation: physics texts routinely swap the meanings of \(\theta\) and \(\phi\) and write \(r\) for \(\rho\). When you cross between a math course and a physics or engineering course, check the convention first — mixing them up is a classic source of sign and limit errors.
Change of Variables in Multiple Integrals
Polar, cylindrical, and spherical coordinates are all special cases of one general idea: a substitution in a multiple integral introduces a scaling factor — the absolute value of the Jacobian.
Transformation and Jacobian
A \(C^1\) transformation \(T(u,v)=(x,y)\) with \(x=g(u,v),\ y=h(u,v)\) maps a region \(S\) in the \(uv\)-plane to a region \(R\) in the \(xy\)-plane. The Jacobian measures how \(T\) scales area locally.
If \(T\) is a one-to-one \(C^1\) transformation with nonzero Jacobian mapping \(S\) onto \(R\), and \(f\) is continuous, then
\[ \iint_{R} f(x,y)\,dA=\iint_{S} f\big(x(u,v),y(u,v)\big)\left|\frac{\partial(x,y)}{\partial(u,v)}\right|\,du\,dv. \]
This is the two-variable analogue of the substitution rule, with \(|\,\partial(x,y)/\partial(u,v)\,|\) replacing the derivative factor.
The same idea extends to triple integrals with a \(3\times 3\) Jacobian \(\partial(x,y,z)/\partial(u,v,w)\). For example, the spherical-coordinate Jacobian works out to \(\rho^2\sin\phi\), recovering the volume element of §15.8.
Two cues tell you to invent a change of variables: a nasty integrand (like the \((x+y)/(x-y)\) above — define \(u,v\) to be those expressions) or a nasty region (define \(u,v\) so the boundaries become constant). Then never forget the Jacobian factor — it is the whole point of the method, and the \(r\), \(r\) again, and \(\rho^2\sin\phi\) you have been using all chapter are just its special cases.
End of Chapter 15 · Exercises and review problems are intentionally omitted from this reference.