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13.2: Double Integration and Volume

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    The definite integral of \(f\) over \([a,b]\), \(\displaystyle \int_a^b f(x) \,dx\), was introduced as "the signed area under the curve.'' We approximated the value of this area by first subdividing \([a,b]\) into \(n\) subintervals, where the \(i^\text{ th}\) subinterval has length \(\Delta x_i\), and letting \(c_i\) be any value in the \(i^\text{ th}\) subinterval. We formed rectangles that approximated part of the region under the curve with width \(\Delta x_i\), height \(f(c_i)\), and hence with area \(f(c_i)\,\Delta x_i\). Summing all the rectangle's areas gave an approximation of the definite integral, and Theorem 38 stated that

    \[\int_a^bf(x) \,dx = \lim_{\|\Delta x\|\to 0}\sum f(c_i)\,\Delta x_i,\]

    connecting the area under the curve with sums of the areas of rectangles.

    We use a similar approach in this section to find volume under a surface.

    Let \(R\) be a closed, bounded region in the \(xy\)-plane and let \(z=f(x,y)\) be a continuous function defined on \(R\). We wish to find the signed volume under the surface of \(f\) over \(R\). (We use the term "signed volume'' to denote that space above the \(xy\)-plane, under \(f\), will have a positive volume; space above \(f\) and under the \(xy\)-plane will have a "negative'' volume, similar to the notion of signed area used before.)

    We start by partitioning \(R\) into \(n\) rectangular subregions as shown in Figure \(\PageIndex{1a}\). For simplicity's sake, we let all widths be \(\Delta x\) and all heights be \(\Delta y\). Note that the sum of the areas of the rectangles is not equal to the area of \(R\), but rather is a close approximation. Arbitrarily number the rectangles 1 through \(n\), and pick a point \((x_i,\,y_i)\) in the \(i^\text{ th}\) subregion.

    13.8.PNG
    Figure \(\PageIndex{1}\): Developing a method for finding signed volume under a surface.

    The volume of the rectangular solid whose base is the \(i^\text{th}\) subregion and whose height is \(f(x_i,\,y_i)\) is \(V_i=f(x_i,\,y_i)\,\Delta x\,\Delta y\). Such a solid is shown in Figure \(\PageIndex{1b}\). Note how this rectangular solid only approximates the true volume under the surface; part of the solid is above the surface and part is below.

    For each subregion \(R_i\) used to approximate \(R\), create the rectangular solid with base area \(\Delta x\,\Delta y\) and height \(f(x_i,\,y_i)\). The sum of all rectangular solids is

    \[ \sum_{i=1}^n f(x_i,y_i)\,\Delta x\,\Delta y.\]

    This approximates the signed volume under \(f\) over \(R\). As we have done before, to get a better approximation we can use more rectangles to approximate the region \(R\).

    In general, each rectangle could have a different width \(\Delta x_j\) and height \(\Delta y_k\), giving the \(i^\text{ th}\) rectangle an area \(\Delta A_i = \Delta x_j\,\Delta y_k\) and the \(i^\text{th}\) rectangular solid a volume of \(f(x_i,y_i)\,\Delta A_i\). Let \(||\Delta A||\) denote the length of the longest diagonal of all rectangles in the subdivision of \(R\); \(||\Delta A||\to 0\) means each rectangle's width and height are both approaching 0. If \(f\) is a continuous function, as \(||\Delta A||\) shrinks (and hence \(n\to\infty\)) the summation \(\displaystyle \sum_{i=1}^n f(x_i,y_i)\,\Delta A_i\) approximates the signed volume better and better. This leads to a definition.

    Note: Recall that the integration symbol "\(\int\)'' is an "elongated S,'' representing the word "sum.'' We interpreted \(\displaystyle \int_a^bf(x) \,dx\) as "take the sum of the areas of rectangles over the interval \([a,b]\).'' The double integral uses two integration symbols to represent a "double sum.'' When adding up the volumes of rectangular solids over a partition of a region \(R\), as done in Figure \(\PageIndex{1}\), one could first add up the volumes across each row (one type of sum), then add these totals together (another sum), as in

    \[\sum_{j=1}^n\sum_{i=1}^mf(x_i,y_j)\,\Delta x_i\,\Delta y_j.\]

    One can rewrite this as

    \[\sum_{j=1}^n\left(\sum_{i=1}^mf(x_i,y_j)\,\Delta x_i\right)\,\Delta y_j.\]

    The summation inside the parenthesis indicates the sum of heights \(\times\) widths, which gives an area; multiplying these areas by the thickness \(\Delta y_j\) gives a volume. The illustration in Figure \(\PageIndex{2}\) relates to this understanding.

    Definition 101: Double Integral, Signed Volume

    Let \(z=f(x,y)\) be a continuous function defined over a closed region \(R\) in the \(xy\)-plane. The signed volume \(V\) under \(f\) over \(R\) is denoted by the double integral

    \[V = \iint_R f(x,y) \,dA.\]

    Alternate notations for the double integral are
    \[\iint_R f(x,y) \,dA=\iint_R f(x,y) \,dx \,dy=\iint_R f(x,y) \,dy \,dx.\]

    The definition above does not state how to find the signed volume, though the notation offers a hint. We need the next two theorems to evaluate double integrals to find volume.

    theorem 118: Double Integrals and Signed Volume

    Let \(z=f(x,y)\) be a continuous function defined over a closed region \(R\) in the \(xy\)-plane. Then the signed volume \(V\) under \(f\) over \(R\) is

    \[V = \iint_R f(x,y) dA = \lim_{||\Delta A||\to 0}\sum_{i=1}^n f(x_i,y_i)\,\Delta A_i.\]

    This theorem states that we can find the exact signed volume using a limit of sums. The partition of the region \(R\) is not specified, so any partitioning where the diagonal of each rectangle shrinks to 0 results in the same answer.

    This does not offer a very satisfying way of computing area, though. Our experience has shown that evaluating the limits of sums can be tedious. We seek a more direct method.

    Recall Theorem 54 in Section 7.2. This stated that if \(A(x)\) gives the cross-sectional area of a solid at \(x\), then \(\int_a^b A(x) dx\) gave the volume of that solid over \([a,b]\).

    Consider Figure \(\PageIndex{2}\), where a surface \(z=f(x,y)\) is drawn over a region \(R\). Fixing a particular \(x\) value, we can consider the area under \(f\) over \(R\) where \(x\) has that fixed value. That area can be found with a definite integral, namely

    \[ A(x)=\int_{g_1(x)}^{g_2(x)} f(x,y) \,dy.\]

    Remember that though the integrand contains \(x\), we are viewing \(x\) as fixed. Also note that the bounds of integration are functions of \(x\): the bounds depend on the value of \(x\).

    13.9.PNG
    Figure \(\PageIndex{2}\): Finding volume under a surface by sweeping out a cross-sectional area.

    As \(A(x)\) is a cross-sectional area function, we can find the signed volume \(V\) under \(f\) by integrating it:

    \[V = \int_a^b A(x) \,dx = \int_a^b\left(\int_{g_1(x)}^{g_2(x)} f(x,y) \,dy\right)\,dx = \int_a^b\int_{g_1(x)}^{g_2(x)} f(x,y) \,dy \,dx.\]

    This gives a concrete method for finding signed volume under a surface. We could do a similar procedure where we started with \(y\) fixed, resulting in a iterated integral with the order of integration \(dx \,dy\). The following theorem states that both methods give the same result, which is the value of the double integral. It is such an important theorem it has a name associated with it.

    THEOREM 119: Fubini's Theorem

    Let \(R\) be a closed, bounded region in the \(xy\)-plane and let \(z=f(x,y)\) be a continuous function on \(R\).

    1. If \(R\) is bounded by \(a\leq x\leq b\) and \(g_1(x)\leq y\leq g_2(x)\), where \(g_1\) and \(g_2\) are continuous functions on \([a,b]\), then \[\iint_R f(x,y) \,dA = \int_a^b\int_{g_1(x)}^{g_2(x)} f(x,y) \,dy \,dx.\]
    2. If \(R\) is bounded by \(c\leq y\leq d\) and \(h_1(y)\leq x\leq h_2(y)\), where \(h_1\) and \(h_2\) are continuous functions on \([c,d]\), then \[\iint_R f(x,y) \,dA = \int_c^d\int_{h_1(y)}^{h_2(y)} f(x,y) \,dx \,dy.\]

    Note that once again the bounds of integration follow the "curve to curve, point to point'' pattern discussed in the previous section. In fact, one of the main points of the previous section is developing the skill of describing a region \(R\) with the bounds of an iterated integral. Once this skill is developed, we can use double integrals to compute many quantities, not just signed volume under a surface.

    Example \(\PageIndex{1}\): Evaluating a double integral

    Let \(f(x,y) = xy+e^y\). Find the signed volume under \(f\) on the region \(R\), which is the rectangle with corners \((3,1)\) and \((4,2)\) pictured in Figure \(\PageIndex{3}\), using Fubini's Theorem and both orders of integration.

    Solution

    We wish to evaluate \(\displaystyle \iint_R \big(xy+e^y\big) \,dA\). As \(R\) is a rectangle, the bounds are easily described as \(3\leq x\leq 4\) and \(1\leq y\leq 2\).

    Using the order \(dy \,dx\):

    \[\begin{align*}
    \iint_R\big(xy+e^y\big) \,dA &= \int_3^4\int_1^2\big(xy+e^y\big) \,dy \,dx \\
    &= \int_3^4 \left(\left.\left[\frac12xy^2+e^y\right]\right|_1^2\ \right) \,dx \\
    &= \int_3^4\left(\frac 32x + e^2-e\right)\,dx \\
    &= \left.\left(\frac 34x^2 + \big(e^2-e\big)x\right)\right|_3^4 \\
    &= \frac {21}4+ e^2-e\approx 9.92.
    \end{align*}\]

    13.10.PNG
    Figure \(\PageIndex{3}\): Finding the signed volume under a surface in Example 13.2.1.

    Now we check the validity of Fubini's Theorem by using the order \(dx \,dy\):

    \[\begin{align*}
    \iint_R\big(xy+e^y\big) \,dA &= \int_1^2\int_3^4\big(xy+e^y\big) \,dx \,dy \\
    &= \int_1^2\left(\left.\left[\frac12x^2y+xe^y\right]\right|_3^4\right)\,dy\\
    &= \int_1^2\left(\frac72y+e^y\right) \,dy\\
    &= \left.\left(\frac74y^2+e^y\right)\right|_1^2\\
    &=\frac{21}4+e^2-e\approx 9.92.
    \end{align*}\]

    Both orders of integration return the same result, as expected.

    Example \(\PageIndex{2}\): Evaluating a double integral

    Evaluate \(\displaystyle \iint_R \big(3xy-x^2-y^2+6\big) \,dA\), where \(R\) is the triangle bounded by \(x=0\), \(y=0\) and \(x/2+y=1\), as shown in Figure \(\PageIndex{4}\).

    Solution

    While it is not specified which order we are to use, we will evaluate the double integral using both orders to help drive home the point that it does not matter which order we use.

    13.11.PNG
    Figure \(\PageIndex{4}\): Finding the signed volume under the surface in Example \(\PageIndex{2}\).

    Using the order \(dy \,dx\):

    The bounds on \(y\) go from "curve to curve,'' i.e., \(0\leq y\leq 1-x/2\), and the bounds on \(x\) go from "point to point,'' i.e., \(0\leq x\leq 2\).

    \[\begin{align*}
    \iint_R (3xy-x^2-y^2+6\big) \,dA &= \int_0^2\int_0^{-\frac x2+1} (3xy-x^2-y^2+6\big) \,dy \,dx\\
    &= \int_0^2\left.\left(\frac32xy^2-x^2y-\frac13y^3+6y\right)\right|_0^{-\frac x2+1}\,dx\\
    &= \int_0^2 \left(\frac{11}{12}x^3-\frac{11}{4}x^2-x-\frac{17}3\right)\,dx \\
    &= \left.\left(\frac{11}{48}x^4-\frac{11}{12}x^3-\frac12x^2-\frac{17}3x\right)\right|_0^2\\
    &= \frac{17}3=5.\overline{6}.
    \end{align*}\]

    Now lets consider the order \(dx dy\). Here \(x\) goes from "curve to curve,'' \(0\leq x\leq 2-2y\), and \(y\) goes from "point to point,'' \(0\leq y\leq 1\):

    \[\begin{align*}
    \iint_R (3xy-x^2-y^2+6\big) \,dA &= \int_0^1\int_0^{2-2y} (3xy-x^2-y^2+6\big) \,dx \,dy\\
    &= \int_0^1\left.\left(\frac32x^2y-\frac13x^3-xy^2+6x\right)\right|_0^{2-2y} \,dy\\
    &= \int_0^1\left(\frac{32}3y^3-22y^2+2y+\frac{28}3\right)\,dy\\
    &=\left.\left(\frac83y^4-\frac{22}3y^3+y^2+\frac{28}3y\right)\right|_0^1\\
    &=\frac{17}3=5.\overline{6}.
    \end{align*}\]

    We obtained the same result using both orders of integration.

    Note how in these two examples that the bounds of integration depend only on \(R\); the bounds of integration have nothing to do with \(f(x,y)\). This is an important concept, so we include it as a Key Idea.

    KEY IDEA 56: Double Integration Bounds

    When evaluating \(\displaystyle \iint_Rf(x,y) dA\) using an iterated integral, the bounds of integration depend only on \(R\). The surface \(f\) does not determine the bounds of integration.

    Before doing another example, we give some properties of double integrals. Each should make sense if we view them in the context of finding signed volume under a surface, over a region.

    THEOREM 120 Properties of Double Integrals

    Let \(f\) and \(g\) be continuous functions over a closed, bounded plane region \(R\), and let \(c\) be a constant.

    1. \(\displaystyle \iint_Rc\,f(x,y) dA = c\iint_Rf(x,y) \,dA.\)
    2. \(\displaystyle \iint_R \big(f(x,y)\pm g(x,y)\big) \,dA = \iint_R f(x,y) \,dA \pm \iint_R g(x,y) \,dA \)
    3. If \(f(x,y)\geq 0\) on \(R\), then \(\displaystyle \iint_R f(x,y) \,dA\geq 0\).
    4. If \(f(x,y)\geq g(x,y)\) on \(R\), then \(\displaystyle \iint_R f(x,y) \,dA\geq \iint_R g(x,y) \,dA\).
    5. Let \(R\) be the union of two nonoverlapping regions, \(R = R_1\bigcup R_2\) (see Figure \(\PageIndex{5}\)). Then
      \[\iint_R f(x,y) \,dA = \iint_{R_1}f(x,y) \,dA+ \iint_{R_2}f(x,y) \,dA.\]
    13.12.PNG
    Figure \(\PageIndex{5}\): R is the union of two nonoverlapping regions, \(R_1\) and \(R_2\).

    Example \(\PageIndex{3}\): Evaluating a double integral

    Let \(f(x,y) = \sin x\cos y\) and \(R\) be the triangle with vertices \((-1,0)\), \((1,0)\) and \((0,1)\) (Figure \(\PageIndex{5}\)). Evaluate the double integral \(\displaystyle \iint_Rf(x,y) \,dA\).

    13.13.PNG
    Figure \(\PageIndex{5}\): Finding the signed volume under a surface in Example \(\PageIndex{3}\).

    Solution

    If we attempt to integrate using an iterated integral with the order \(dy dx\), note how there are two upper bounds on \(R\) meaning we'll need to use two iterated integrals. We would need to split the triangle into two regions along the \(y\)-axis, then use Theorem 120, part 5.

    Instead, let's use the order \(dx dy\). The curves bounding \(x\) are \(y-1\leq x\leq 1-y\); the bounds on \(y\) are \(0\leq y\leq 1\). This gives us:

    \[\begin{align*}
    \iint_R f(x,y) \,dA &= \int_0^1\int_{y-1}^{1-y}\sin x\cos y \,dx \,dy\\
    &= \int_0^1\left.\Big( -\cos x\cos y\Big)\right|_{y-1}^{1-y}\,dy\\
    &= \int_0^1 \cos y\Big(-\cos (1-y) + \cos(y-1)\Big)\,dy.
    \end{align*}\]

    Recall that the cosine function is an even function; that is, \(\cos x = \cos (-x)\). Therefore, from the last integral above, we have \(\cos (y-1) = \cos (1-y)\). Thus the integrand simplifies to \(0,\) and we have

    \[\begin{align*}
    \iint_R f(x,y) \,dA &= \int_0^1 0 \,dy \\
    &= 0.
    \end{align*}\]

    It turns out that over \(R\), there is just as much volume above the \(xy\)-plane as below (look again at Figure \(\PageIndex{5}\)), giving a final signed volume of 0.

    Example \(\PageIndex{4}\): Evaluating a double integral

    Evaluate \(\displaystyle \iint_R (4-y) \,dA\), where \(R\) is the region bounded by the parabolas \(y^2=4x\) and \(x^2=4y\), graphed in Figure \(\PageIndex{6}\).

    13.14.PNG
    Figure \(\PageIndex{6}\): Finding the volume under the surface in Example \(\PageIndex{4}\).

    Solution

    Graphing each curve can help us find their points of intersection. Solving analytically, the second equation tells us that \(y=x^2/4\). Substituting this value in for \(y\) in the first equation gives us \(x^4/16 = 4x\). Solving for \(x\):

    \[\begin{align*}
    \frac{x^4}{16} &= 4x\\
    x^4-64x &=0\\
    x(x^3-64) &=0\\
    x&= 0,\ 4.
    \end{align*}\]

    Thus we've found analytically what was easy to approximate graphically: the regions intersect at \((0,0)\) and \((4,4)\), as shown in Figure \(\PageIndex{6}\).

    We now choose an order of integration: \(dy \,dx\) or \(dx \,dy\)? Either order works; since the integrand does not contain \(x\), choosing \(dx \,dy\) might be simpler -- at least, the first integral is very simple.

    Thus we have the following "curve to curve, point to point'' bounds: \(y^2/4\leq x\leq 2\sqrt y\), and \(0\leq y\leq 4\).

    \[\begin{align*}
    \iint_R (4-y) \,dA &= \int_0^4\int_{y^2/4}^{2\sqrt{y}}(4-y) \,dx \,dy\\
    &= \int_0^4 \big(x(4-y)\big)\Big|_{y^2/4}^{2\sqrt{y}} \,dy\\
    &= \int_0^4 \Big(\big(2\sqrt{y}-\frac{y^2}{4}\big)\big(4-y)\Big) \,dy = \int_0^4 \Big( \frac{y^3}{4}-y^2-2y^{3/2}+8y^{1/2}\Big) \,dy\\
    &= \left.\left(\frac{y^4}{16}-\frac{y^3}{3}-\frac{4y^{5/2}}5+\frac{16y^{3/2}}3\right)\right|_0^4\\
    &= \frac{176}{15} = 11.7\overline{3}.
    \end{align*}\]

    The signed volume under the surface \(f\) is about 11.7 cubic units.

    In the previous section we practiced changing the order of integration of a given iterated integral, where the region \(R\) was not explicitly given. Changing the bounds of an integral is more than just an test of understanding. Rather, there are cases where integrating in one order is really hard, if not impossible, whereas integrating with the other order is feasible.

    Example \(\PageIndex{5}\): Changing the order of integration

    Rewrite the iterated integral \(\displaystyle \int_0^3\int_y^3 e^{-x^2} \,dx \,dy\) with the order \(dy \,dx\). Comment on the feasibility to evaluate each integral.

    Solution

    Once again we make a sketch of the region over which we are integrating to facilitate changing the order. The bounds on \(x\) are from \(x=y\) to \(x=3\); the bounds on \(y\) are from \(y=0\) to \(y=3\). These curves are sketched in Figure \(\PageIndex{7}\), enclosing the region \(R\).

    13.15.PNG
    Figure \(\PageIndex{7}\): Determining the region \(R\) determined by the bounds of integration in Example \(\PageIndex{5}\).

    To change the bounds, note that the curves bounding \(y\) are \(y=0\) up to \(y=x\); the triangle is enclosed between \(x=0\) and \(x=3\). Thus the new bounds of integration are \(0\leq y\leq x\) and \(0\leq x\leq 3\), giving the iterated integral \(\displaystyle \int_0^3\int_0^x e^{-x^2} \,dy \,dx\).

    How easy is it to evaluate each iterated integral? Consider the order of integrating \(dx dy\), as given in the original problem. The first indefinite integral we need to evaluate is \(\displaystyle \int e^{-x^2} \,dx\); we have stated before (see Section 5.5) that this integral cannot be evaluated in terms of elementary functions. We are stuck.

    Changing the order of integration makes a big difference here. In the second iterated integral, we are faced with \(\displaystyle \int e^{-x^2} \,dy\); integrating with respect to \(y\) gives us \(ye^{-x^2}+C\), and the first definite integral evaluates to

    \[\int_0^x e^{-x^2} \,dy = xe^{-x^2}.\nonumber\]

    Thus

    \[\int_0^3\int_0^x e^{-x^2} \,dy \,dx = \int_0^3\Big(xe^{-x^2}\Big)\,dx.\nonumber\]

    This last integral is easy to evaluate with substitution, giving a final answer of \(\frac12(1-e^{-9})\approx 0.5\). Figure \(\PageIndex{8}\) shows the surface over \(R\).

    13.16.PNG
    Figure \(\PageIndex{8}\): Showing the surface \(f\) defined in Example \(\PageIndex{5}\) over its region \(R.\)

    In short, evaluating one iterated integral is impossible; the other iterated integral is relatively simple.

    Definition 22 defines the average value of a single--variable function \(f(x)\) on the interval \([a,b]\) as

    \[\text{average value of \(f(x)\) on \([a,b]\)} = \frac1{b-a}\int_a^b f(x) \,dx;\nonumber\]

    that is, it is the "area under \(f\) over an interval divided by the length of the interval.'' We make an analogous statement here: the average value of \(z=f(x,y)\) over a region \(R\) is the volume under \(f\) over \(R\) divided by the area of \(R\).

    Definition 102 The Average Value of \(f\) on \(R\)

    Let \(z=f(x,y)\) be a continuous function defined over a closed region \(R\) in the \(xy\)-plane. The average value of \(f\) on \(R\) is

    \[\text{average value of \(f\) on \(R\)} = \frac{ \iint_R f(x,y) \,dA}{\iint_R \,dA}.\]

    Example \(\PageIndex{6}\): Finding average value of a function over a region \(R\)

    Find the average value of \(f(x,y) = 4-y\) over the region \(R\), which is bounded by the parabolas \(y^2=4x\) and \(x^2=4y\). Note: this is the same function and region as used in Example \(\PageIndex{4}\).

    Solution

    In Example 13.2.4 we found

    \[\iint_R f(x,y) \,dA = \int_0^4\int_{y^2/4}^{2\sqrt{y}}(4-y) \,dx \,dy = \frac{176}{15}.\nonumber\]

    We find the area of \(R\) by computing \(\displaystyle \iint_R \,dA\):

    \[\iint_R \,dA = \int_0^4\int_{y^2/4}^{2\sqrt{y}} \,dx \,dy = \frac{16}{3}.\nonumber\]

    Dividing the volume under the surface by the area gives the average value:

    \[\text{average value of \(f\) on \(R\)} = \frac{176/15}{16/3} = \frac{11}5 = 2.2.\nonumber\]

    While the surface, as shown in Figure \(\PageIndex{9}\), covers \(z\)-values from \(z=0\) to \(z=4\), the "average'' \(z\)-value on \(R\) is \(2.2.\)

    13.17.PNG
    Figure \(\PageIndex{9}\): Finding the average value of \(f\) in Example \(\PageIndex{6}\).

    The previous section introduced the iterated integral in the context of finding the area of plane regions. This section has extended our understanding of iterated integrals; now we see they can be used to find the signed volume under a surface.

    This new understanding allows us to revisit what we did in the previous section. Given a region \(R\) in the plane, we computed \(\displaystyle \iint_R 1 \,dA\); again, our understanding at the time was that we were finding the area of \(R\). However, we can now view the function \(z=1\) as a surface, a flat surface with constant \(z\)-value of 1. The double integral \(\displaystyle \iint_R 1 \,dA\) finds the volume, under \(z=1\), over \(R\), as shown in Figure \(\PageIndex{10}\). Basic geometry tells us that if the base of a general right cylinder has area \(A\), its volume is \(A\cdot h\), where \(h\) is the height. In our case, the height is 1. We were "actually'' computing the volume of a solid, though we interpreted the number as an area.

    13.18.PNG
    Figure \(\PageIndex{10}\): Showing how an iterated integral used to find area finds a certain volume.

    The next section extends our abilities to find "volumes under surfaces.'' Currently, some integrals are hard to compute because either the region \(R\) we are integrating over is hard to define with rectangular curves, or the integrand itself is hard to deal with. Some of these problems can be solved by converting everything into polar coordinates.


    This page titled 13.2: Double Integration and Volume is shared under a CC BY-NC 3.0 license and was authored, remixed, and/or curated by Gregory Hartman et al. via source content that was edited to the style and standards of the LibreTexts platform; a detailed edit history is available upon request.