View source for Multiple integral

{{Short description|Generalization of definite integrals to functions of multiple variables}}
[[File:Areabetweentwographs.svg|thumb|right|Integral as area between two curves.]]
[[File:Volume under surface.png|right|thumb|Double integral as volume under a surface {{math|''z'' {{=}} 10 − ({{sfrac|''x''<sup>2</sup> − ''y''<sup>2</sup>|8}})}}. The rectangular region at the bottom of the body is the ''[[domain of a function| domain]]'' of integration, while the '''surface''' is the graph of the two-variable function to be integrated.]]
{{Calculus |Multivariable}}

In [[mathematics]] (specifically [[multivariable calculus]]), a '''multiple integral''' is a [[definite integral]] of a [[function of several real variables]], for instance, {{math|''f''(''x'', ''y'')}} or {{math|''f''(''x'', ''y'', ''z'')}}.

Integrals of a function of two variables over a region in <math>\mathbb{R}^2</math> (the [[Real line|real-number]] plane) are called '''double integrals''', and integrals of a function of three variables over a region in <math>\mathbb{R}^3</math> (real-number 3D space) are called '''triple integrals'''.<ref name= "Stewart">{{cite book |author-link=James Stewart (mathematician) |last=Stewart |first=James |date=2008 |title=Calculus: Early Transcendentals |edition=6th |publisher=Brooks Cole Cengage Learning |isbn=978-0-495-01166-8 |url-access=registration |url=https://archive.org/details/calculusearlytra00stew_1 }}</ref> For repeated antidifferentiation of a single-variable function, see the [[Cauchy formula for repeated integration]].

==Introduction==
Just as the definite integral of a positive function of  one variable represents the [[area]] of the region between the graph of the function and the {{mvar|x}}-axis, the '''double integral''' of a positive function of two variables represents the [[volume]] of the region between the surface defined by the function (on the three-dimensional [[Cartesian plane]] where {{math|''z'' {{=}} ''f''(''x'', ''y'')}}) and the plane which contains its [[Domain of a function|domain]].<ref name = "Stewart" /> If there are more variables, a multiple integral will yield [[hypervolume]]s of multidimensional functions.

Multiple integration of a function in {{mvar|n}} variables: {{math|''f''(''x''<sub>1</sub>, ''x''<sub>2</sub>, ..., ''x''<sub>''n''</sub>)}} over a domain {{mvar|D}} is most commonly represented by nested integral signs in the reverse order of execution (the leftmost integral sign is computed last), followed by the function and integrand arguments in proper order (the integral with respect to the rightmost argument is computed last). The domain of integration is either represented symbolically for every argument over each integral sign, or is abbreviated by a variable at the rightmost integral sign:<ref>{{cite book|last1=Larson |last2=Edwards |date=2014 |title=Multivariable Calculus |edition=10th |publisher=Cengage Learning |isbn= 978-1-285-08575-3}}</ref>

:<math> \int \cdots \int_\mathbf{D}\, f(x_1,x_2,\ldots,x_n) \,dx_1 \!\cdots dx_n </math>

Since the concept of an [[antiderivative]] is only defined for functions of a single real variable, the usual definition of the [[indefinite integral]] does not immediately extend to the multiple integral.

==Mathematical definition==
For {{math|''n'' > 1}}, consider a so-called "half-open" {{mvar|n}}-dimensional [[Hyperrectangle|hyperrectangular]] domain {{mvar|T}}, defined as

:<math>T= [ a_1, b_1) \times [ a_2, b_2) \times \cdots \times [ a_n, b_n) \subseteq \R^n </math>.

[[partition (set theory)|Partition]] each interval {{closed-open|''a''<sub>''j''</sub>, ''b''<sub>''j''</sub>}} into a finite family {{mvar|I<sub>j</sub>}} of non-overlapping subintervals {{mvar|i<sub>j<sub>α</sub></sub>}}, with each subinterval closed at the left end, and open at the right end.

Then the finite family of subrectangles {{mvar|C}} given by

:<math>C=I_1\times I_2\times \cdots \times I_n</math>

is a [[partition (set theory)|partition]] of {{mvar|T}}; that is, the subrectangles {{mvar|C<sub>k</sub>}} are non-overlapping and their union is {{mvar|T}}.

Let {{math|''f'' : ''T'' → '''R'''}} be a function defined on {{mvar|T}}. Consider a partition {{mvar|C}} of {{mvar|T}} as defined above, such that {{mvar|C}} is a family of {{mvar|m}} subrectangles {{mvar|C<sub>m</sub>}} and

:<math>T=C_1\cup C_2\cup \cdots \cup C_m</math>

We can approximate the total {{math|(''n'' + 1)}}-dimensional volume bounded below by the {{mvar|n}}-dimensional hyperrectangle {{mvar|T}} and above by the {{mvar|n}}-dimensional graph of {{mvar|f}} with the following [[Riemann sum]]:

:<math>\sum_{k=1}^m f(P_k)\, \operatorname{m}(C_k)</math>

where {{mvar|P<sub>k</sub>}} is a point in {{mvar|C<sub>k</sub>}} and {{math|m(''C''<sub>''k''</sub>)}} is the product of the lengths of the intervals whose Cartesian product is {{mvar|C<sub>k</sub>}}, also known as the measure of {{mvar|C<sub>k</sub>}}.

The '''diameter''' of a subrectangle {{mvar|C<sub>k</sub>}} is the largest of the lengths of the intervals whose [[Cartesian product]] is {{mvar|C<sub>k</sub>}}. The diameter of a given partition of {{mvar|T}} is defined as the largest of the diameters of the subrectangles in the partition. Intuitively, as the diameter of the partition {{mvar|C}} is restricted smaller and smaller, the number of subrectangles {{mvar|m}} gets larger, and the measure {{math|m(''C''<sub>''k''</sub>)}} of each subrectangle grows smaller. The function {{mvar|f}} is said to be '''Riemann integrable''' if the [[limit (mathematics)|limit]]

:<math>S=\lim_{\delta \to 0} \sum_{k=1}^m f(P_k)\, \operatorname{m} (C_k)</math>

exists, where the limit is taken over all possible partitions of {{mvar|T}} of diameter at most {{mvar|δ}}.<ref>{{cite book |last=Rudin |first=Walter |author-link=Walter Rudin |title=Principles of Mathematical Analysis |url=https://archive.org/details/principlesofmath00rudi |url-access=registration |series=Walter Rudin Student Series in Advanced Mathematics |year=1976 |edition=3rd |publisher=McGraw–Hill |isbn=978-0-07-054235-8}}</ref>

If {{mvar|f}} is Riemann integrable, {{mvar|S}} is called the '''Riemann integral''' of {{mvar|f}} over {{mvar|T}} and is denoted

:<math> \int \cdots \int_T\, f(x_1,x_2,\ldots,x_n) \,dx_1 \!\cdots dx_n </math>.

Frequently this notation is abbreviated as

: <math>\int_T\!f(\mathbf{x})\,d^n\mathbf{x}</math>.

where {{math|'''x'''}} represents the {{mvar|n}}-tuple {{math|(''x''<sub>1</sub>, ..., ''x<sub>n</sub>'')}} and {{math|''d''{{isup|''n''}}'''x'''}} is the {{mvar|n}}-dimensional volume [[Differential (infinitesimal)|differential]].

The Riemann integral of a function defined over an arbitrary bounded {{mvar|n}}-dimensional set can be defined by extending that function to a function defined over a half-open rectangle whose values are zero outside the domain of the original function. Then the integral of the original function over the original domain is defined to be the integral of the extended function over its rectangular domain, if it exists.

In what follows the Riemann integral in {{mvar|n}} dimensions will be called the '''multiple integral'''.

===Properties===
Multiple integrals have many properties common to those of integrals of functions of one variable (linearity, commutativity, monotonicity, and so on). One important property of multiple integrals is that the value of an integral is independent of the order of integrands under certain conditions. This property is popularly known as [[Fubini's theorem]].<ref name="a">{{cite book|last=Jones |first=Frank |date=2001 |title=Lebesgue Integration on Euclidean Space |url=https://archive.org/details/lebesgueintegrat00jone_950 |url-access=limited |publisher=Jones and Bartlett |pages=[https://archive.org/details/lebesgueintegrat00jone_950/page/n546 527]–529 |isbn=9780763717087 }}{{ISBN missing}}</ref>

===Particular cases===
In the case of {{nowrap|<math>T \subseteq \R^2</math>,}} the integral

:<math> l = \iint_T f(x,y)\, dx\, dy </math>

is the '''double integral''' of {{mvar|f}} on {{mvar|T}}, and if <math>T \subseteq \R^3</math> the integral

:<math> l = \iiint_T f(x,y,z)\, dx\, dy\, dz</math>

is the '''triple integral''' of {{mvar|f}} on {{mvar|T}}.

Notice that, by convention, the double integral has two integral signs, and the triple integral has three; this is a notational convention which is convenient when computing a multiple integral as an iterated integral, as shown later in this article.

==Methods of integration==
The resolution of problems with multiple integrals consists, in most cases, of finding a way to reduce the multiple integral to an [[iterated integral]], a series of integrals of one variable, each being directly solvable. For continuous functions, this is justified by [[Fubini's theorem]]. Sometimes, it is possible to obtain the result of the integration by direct examination without any calculations.

The following are some simple methods of integration:<ref name="Stewart" />

===Integrating constant functions===
When the integrand is a [[constant function]] {{mvar|c}}, the integral is equal to the product of {{mvar|c}} and the measure of the domain of integration. If {{math|1=''c'' = 1}} and the domain is a subregion of {{math|'''R'''<sup>2</sup>}}, the integral gives the area of the region, while if the domain is a subregion of {{math|'''R'''<sup>3</sup>}}, the integral gives the volume of the region. 
<blockquote>'''Example.''' Let {{math|1=''f''(''x'', ''y'') = 2}} and

:<math>D = \left\{ (x,y) \in \R^2 \ : \ 2 \le x \le 4 \ ; \ 3 \le y \le 6 \right\}</math>,

in which case

:<math>\int_3^6 \int_2^4 \ 2 \ dx\, dy =2\int_3^6 \int_2^4 \ 1 \ dx\, dy= 2\cdot\operatorname{area}(D) = 2 \cdot (2 \cdot 3) = 12</math>,

since by definition we have:

:<math>\int_3^6 \int_2^4 \ 1 \ dx\, dy=\operatorname{area}(D)</math>.</blockquote>

===Use of symmetry===
When the domain of integration is symmetric about the origin with respect to at least one of the variables of integration and the integrand is [[even and odd functions|odd]] with respect to this variable, the integral is equal to zero, as the integrals over the two halves of the domain have the same absolute value but opposite signs. When the integrand is [[even and odd functions|even]] with respect to this variable, the integral is equal to twice the integral over one half of the domain, as the integrals over the two halves of the domain are equal.

<blockquote>'''Example 1.''' Consider the function {{math|1=''f''(''x'',''y'') = 2 sin(''x'') − 3''y''<sup>3</sup> + 5}} integrated over the domain

:<math>T=\left \{ ( x,y) \in \R^2 \ : \ x^2+y^2\le 1 \right \}</math>,

a disc with [[radius]]&nbsp;1 centered at the origin with the boundary included.

Using the linearity property, the integral can be decomposed into three pieces:

:<math>\iint_T \left(2\sin x - 3y^3 + 5\right) \, dx \, dy = \iint_T 2 \sin x \, dx \, dy - \iint_T 3y^3 \, dx \, dy + \iint_T 5 \, dx \, dy</math>.


The function {{math|2 sin(''x'')}} is an odd function in the variable {{mvar|x}} and the disc {{mvar|T}} is symmetric with respect to the {{mvar|y}}-axis, so the value of the first integral is 0. Similarly, the function {{math|3''y''<sup>3</sup>}} is an odd function of {{mvar|y}}, and {{mvar|T}} is symmetric with respect to the {{mvar|x}}-axis, and so the only contribution to the final result is that of the third integral. Therefore the original integral is equal to the area of the disk times 5, or 5{{pi}}.</blockquote>

<blockquote>'''Example 2.''' Consider the function {{math|1=''f''(''x'', ''y'', ''z'') = ''x'' exp(''y''<sup>2</sup> + ''z''<sup>2</sup>)}} and as integration region the [[Ball (mathematics)|ball]] with radius 2 centered at the origin,
:<math>T = \left \{ ( x,y, z) \in \R^3 \ : \ x^2+y^2+z^2 \le 4 \right \}</math>.

The "ball" is symmetric about all three axes, but it is sufficient to integrate with respect to {{mvar|x}}-axis to show that the integral is 0, because the function is an odd function of that variable.</blockquote>

===Normal domains on {{math|R<sup>2</sup>}}===
{{anchor|normal domains}}
{{See also|Order of integration (calculus)}}
This method is applicable to any domain {{mvar|D}} for which:
* The [[Orthographic projection|projection]] of {{mvar|D}} onto either the {{mvar|x}}-axis or the {{mvar|y}}-axis is bounded by the two values, {{mvar|a}} and {{mvar|b}}
* Any line perpendicular to this axis that passes between these two values intersects the domain in an interval whose endpoints are given by the graphs of two functions, {{mvar|α}} and {{mvar|β}}
Such a domain will be here called a ''normal domain''. Elsewhere in the literature, normal domains are sometimes called type I or type II domains, depending on which axis the domain is fibred over. In all cases, the function to be integrated must be Riemann integrable on the domain, which is true (for instance) if the function is continuous.

===={{mvar|x}}-axis====
If the domain {{mvar|D}} is normal with respect to the {{mvar|x}}-axis, and {{math|''f'' : ''D'' → '''R'''}} is a [[continuous function]]; then {{math|''α''(''x'')}} and {{math|''β''(''x'')}} (both of which are defined on the interval {{math|[''a'', ''b'']}}) are the two functions that determine {{mvar|D}}. Then, by Fubini's theorem:<ref>{{Cite book|title=Calculus, 8th Edition|last=Stewart|first=James|publisher=Cengage Learning|isbn=978-1285740621|date=2015-05-07}}</ref>
:<math>\iint_D f(x,y)\, dx\, dy = \int_a^b dx \int_{ \alpha (x)}^{ \beta (x)} f(x,y)\, dy</math>.

===={{mvar|y}}-axis====
If {{mvar|D}} is normal with respect to the {{mvar|y}}-axis and {{math|''f'' : ''D'' → '''R'''}} is a continuous function; then {{math|''α''(''y'')}} and {{math|''β''(''y'')}} (both of which are defined on the interval {{closed-closed|''a'', ''b''}}) are the two functions that determine {{mvar|D}}. Again, by Fubini's theorem:

:<math>\iint_D f(x,y)\, dx\, dy = \int_a^b dy \int_{\alpha (y)}^{ \beta (y)} f(x,y)\, dx</math>.

====Normal domains on {{math|R<sup>3</sup>}}====
If {{mvar|T}} is a domain that is normal with respect to the {{mvar|xy}}-plane and determined by the functions {{math|''α''(''x'', ''y'')}} and {{math|''β''(''x'', ''y'')}}, then

:<math>\iiint_T f(x,y,z) \, dx\, dy\, dz = \iint_D \int_{\alpha (x,y)}^{\beta (x,y)} f(x,y,z) \, dz\, dx\, dy</math>.

This definition is the same for the other five normality cases on {{math|'''R'''<sup>3</sup>}}. It can be generalized in a straightforward way to domains in {{math|'''R'''<sup>''n''</sup>}}.

===Change of variables===
{{See also|Integration by substitution#Substitution for multiple variables}}

The limits of integration are often not easily interchangeable (without normality or with complex formulae to integrate). One makes a [[change of variables]] to rewrite the integral in a more "comfortable" region, which can be described in simpler formulae. To do so, the function must be adapted to the new coordinates.

<blockquote>'''Example 1a.''' The function is {{math|1=''f''(''x'', ''y'') = (''x'' − 1)<sup>2</sup> + {{sqrt|''y''}}}}; if one adopts the substitution {{math|1=''u'' = ''x'' − 1}}, {{math|1=''v'' = ''y''}} therefore {{math|1=''x'' = ''u'' + 1}}, {{math|1=''y'' = ''v''}} one obtains the new function {{math|1=''f''<sub>2</sub>(''u'', ''v'') = (''u'')<sup>2</sup> + {{sqrt|''v''}}}}.</blockquote>
* Similarly for the domain because it is delimited by the original variables that were transformed before ({{mvar|x}} and {{mvar|y}} in example)
* The differentials {{mvar|dx}} and {{mvar|dy}} transform via the absolute value of the [[Jacobian matrix and determinant|determinant of the Jacobian matrix]] containing the partial derivatives of the transformations regarding the new variable (consider, as an example, the differential transformation in polar coordinates)

There exist three main "kinds" of changes of variable (one in {{math|'''R'''<sup>2</sup>}}, two in {{math|'''R'''<sup>3</sup>}}); however, more general substitutions can be made using the same principle.

====Polar coordinates====
{{See also|Polar coordinate system}}
[[File:Passaggio in coordinate polari.svg|thumb|270px|right|Transformation from cartesian to polar coordinates.]]
In {{math|'''R'''<sup>2</sup>}} if the domain has a circular symmetry and the function has some particular characteristics one can apply the ''transformation to polar coordinates'' (see the example in the picture) which means that the generic points {{math|''P''(''x'', ''y'')}} in Cartesian coordinates switch to their respective points in polar coordinates. That allows one to change the shape of the domain and simplify the operations.

The fundamental relation to make the transformation is the following:

:<math>f(x,y) \rightarrow f(\rho \cos \varphi,\rho \sin \varphi )</math>.

<blockquote>'''Example 2a.''' The function is {{math|1=''f''(''x'', ''y'') = ''x'' + ''y''}} and applying the transformation one obtains
:<math>f(x, y) = f(\rho \cos \varphi,\rho \sin \varphi) = \rho \cos \varphi + \rho \sin \varphi = \rho(\cos \varphi + \sin \varphi )</math>.</blockquote>

<blockquote>'''Example 2b.''' The function is {{math|1=''f''(''x'', ''y'') = ''x''<sup>2</sup> + ''y''<sup>2</sup>}}, in this case one has:
:<math>f(x, y) = \rho^2 \left(\cos^2 \varphi + \sin^2 \varphi\right) = \rho^2</math>
using the [[Pythagorean trigonometric identity]] (can be useful to simplify this operation).</blockquote>

The transformation of the domain is made by defining the radius' crown length and the amplitude of the described angle to define the {{math|''ρ'', ''φ''}} intervals starting from {{math|''x'', ''y''}}.
[[File:Esempio trasformazione dominio da cartesiano polare.svg|thumb|230px|right|Example of a domain transformation from cartesian to polar.]]

<blockquote>'''Example 2c.''' The domain is {{math|1=''D'' = {''x''<sup>2</sup> + ''y''<sup>2</sup> ≤ 4}<nowiki/>}}, that is a circumference of radius 2; it's evident that the covered angle is the circle angle, so {{mvar|φ}} varies from 0 to 2{{pi}}, while the crown radius varies from 0 to 2 (the crown with the inside radius null is just a circle).</blockquote>

<blockquote>'''Example 2d.''' The domain is {{math|1=''D'' = {''x''<sup>2</sup> + ''y''<sup>2</sup> ≤ 9, ''x''<sup>2</sup> + ''y''<sup>2</sup> ≥ 4, ''y'' ≥ 0}<nowiki/>}}, that is the circular crown in the positive {{mvar|y}} half-plane (please see the picture in the example); {{mvar|φ}} describes a plane angle while {{mvar|ρ}} varies from 2 to 3. Therefore the transformed domain will be the following [[rectangle]]:

:<math>T = \{ 2 \le \rho \le 3, \ 0 \le \varphi \le \pi \}</math>.

The [[Jacobian determinant]] of that transformation is the following:

:<math>\frac{\partial (x,y)}{\partial (\rho, \varphi)} = \begin{vmatrix} \cos \varphi & - \rho \sin \varphi \\ \sin \varphi & \rho \cos \varphi \end{vmatrix} = \rho</math>,

which has been obtained by inserting the partial derivatives of {{math|1=''x'' = ''ρ'' cos(''φ'')}}, {{math|1=''y'' = ''ρ'' sin(''φ'')}} in the first column respect to {{mvar|ρ}} and in the second respect to {{mvar|φ}}, so the {{mvar|dx dy}} differentials in this transformation become {{mvar|ρ dρ dφ}}.

Once the function is transformed and the domain evaluated, it is possible to define the formula for the change of variables in polar coordinates:

:<math>\iint_D f(x,y) \, dx\, dy = \iint_T f(\rho \cos \varphi, \rho \sin \varphi) \rho \, d \rho\, d \varphi</math>.

{{mvar|φ}} is valid in the {{closed-closed|0, 2π}} interval while {{mvar|ρ}}, which is a measure of a length, can only have positive values.</blockquote>

<blockquote>'''Example 2e.''' The function is {{math|1=''f''(''x'', ''y'') = ''x''}} and the domain is the same as in Example 2d. From the previous analysis of {{mvar|D}} we know the intervals of {{mvar|ρ}} (from 2 to 3) and of {{mvar|φ}} (from 0 to {{pi}}). Now we change the function:

:<math>f(x,y) = x \longrightarrow f(\rho,\varphi) = \rho \cos \varphi</math>.

Finally let's apply the integration formula:

:<math>\iint_D x \, dx\, dy = \iint_T \rho \cos \varphi \rho \, d\rho\, d\varphi</math>.

Once the intervals are known, you have

:<math>\int_0^\pi \int_2^3 \rho^2 \cos \varphi \, d \rho \, d \varphi = \int_0^\pi \cos \varphi \ d \varphi \left[ \frac{\rho^3}{3} \right]_2^3 = \Big[ \sin \varphi \Big]_0^\pi \ \left(9 - \frac{8}{3} \right) = 0</math>.</blockquote>

====Cylindrical coordinates====
[[File:Cylindrical Coordinates.svg|thumb|right|190px|Cylindrical coordinates.]]
In {{math|'''R'''<sup>3</sup>}} the integration on domains with a circular base can be made by the ''passage to [[Cylindrical coordinate system|cylindrical coordinates]]''; the transformation of the function is made by the following relation:
:<math>f(x,y,z) \rightarrow f(\rho \cos \varphi, \rho \sin \varphi, z)</math>

The domain transformation can be graphically attained, because only the shape of the base varies, while the height follows the shape of the starting region.

<blockquote>'''Example 3a.''' The region is {{math|1=''D'' = {''x''<sup>2</sup> + ''y''<sup>2</sup> ≤ 9, ''x''<sup>2</sup> + ''y''<sup>2</sup> ≥ 4, 0 ≤ ''z'' ≤ 5}<nowiki/>}} (that is the "tube" whose base is the circular crown of Example 2d and whose height is 5); if the transformation is applied, this region is obtained:
:<math>T = \{ 2 \le \rho \le 3, \ 0 \le \varphi \le 2 \pi, \ 0 \le z \le 5 \}</math>
(that is, the parallelepiped whose base is similar to the rectangle in Example 2d and whose height is 5).

Because the {{mvar|z}} component is unvaried during the transformation, the {{mvar|dx dy dz}} differentials vary as in the passage to polar coordinates: therefore, they become {{mvar|ρ dρ dφ dz}}.

Finally, it is possible to apply the final formula to cylindrical coordinates:

:<math>\iiint_D f(x,y,z) \, dx\, dy\, dz = \iiint_T f(\rho \cos \varphi, \rho \sin \varphi, z) \rho \, d\rho\, d\varphi\, dz</math>.


This method is convenient in case of cylindrical or conical domains or in regions where it is easy to individuate the ''z'' interval and even transform the circular base and the function.</blockquote>

<blockquote>'''Example 3b.''' The function is {{math|1=''f''(''x'', ''y'', ''z'') = ''x''<sup>2</sup> + ''y''<sup>2</sup> + ''z''}} and as integration domain this [[cylinder (geometry)|cylinder]]: {{math|1=''D'' = {''x''<sup>2</sup> + ''y''<sup>2</sup> ≤ 9, −5 ≤ ''z'' ≤ 5}<nowiki/>}}. The transformation of {{mvar|D}} in cylindrical coordinates is the following:

:<math>T = \{ 0 \le \rho \le 3, \ 0 \le \varphi \le 2 \pi, \ -5 \le z \le 5 \}</math>.

while the function becomes

:<math>f(\rho \cos \varphi, \rho \sin \varphi, z) = \rho^2 + z</math>.

Finally one can apply the integration formula:

:<math>\iiint_D \left(x^2 + y^2 +z\right) \, dx\, dy\, dz = \iiint_T \left( \rho^2 + z\right) \rho \, d\rho\, d\varphi\, dz</math>;

developing the formula you have

:<math>\int_{-5}^5 dz \int_0^{2 \pi} d\varphi \int_0^3 \left( \rho^3 + \rho z \right)\, d\rho = 2 \pi \int_{-5}^5 \left[ \frac{\rho^4}{4} + \frac{\rho^2 z}{2} \right]_0^3 \, dz = 2 \pi \int_{-5}^5 \left( \frac{81}{4} + \frac{9}{2} z\right)\, dz = \cdots = 405 \pi</math>.</blockquote>

====Spherical coordinates====
[[File:Spherical Coordinates (Colatitude, Longitude).svg|thumb|right|190px|Spherical coordinates.]]
In {{math|'''R'''<sup>3</sup>}} some domains have a spherical symmetry, so it's possible to specify the coordinates of every point of the integration region by two angles and one distance. It's possible to use therefore the ''passage to [[Spherical coordinate system|spherical coordinates]]''; the function is transformed by this relation:
:<math>f(x,y,z) \longrightarrow f(\rho \cos \theta \sin \varphi, \rho \sin \theta \sin \varphi, \rho \cos \varphi)</math>.

Points on the {{mvar|z}}-axis do not have a precise characterization in spherical coordinates, so {{mvar|θ}} can vary between 0 and 2{{pi}}.

The better integration domain for this passage is the sphere.

<blockquote>'''Example 4a.''' The domain is {{math|1=''D'' = ''x''<sup>2</sup> + ''y''<sup>2</sup> + ''z''<sup>2</sup> ≤ 16}} (sphere with radius 4 and center at the origin); applying the transformation you get the region
:<math>T = \{ 0 \le \rho \le 4, \ 0 \le \varphi \le \pi, \ 0 \le \theta \le 2 \pi \}</math>.

The Jacobian determinant of this transformation is the following:

:<math>\frac{\partial (x,y,z)}{\partial (\rho, \varphi, \theta)} = \begin{vmatrix}
\cos \theta \sin \varphi & \rho \cos \theta \cos \varphi & - \rho \sin \theta \sin \varphi \\
\sin \theta \sin \varphi & \rho \sin \theta \cos \varphi & \rho \cos \theta \sin \varphi\\
\cos \varphi & - \rho \sin \varphi & 0 \end{vmatrix} = \rho^2 \sin \varphi</math>.

The {{mvar|dx dy dz}} differentials therefore are transformed to {{math|''ρ''<sup>2</sup> sin(''φ'') ''dρ'' ''dθ'' ''dφ''}}.

This yields the final integration formula:

:<math>\iiint_D f(x,y,z) \, dx\, dy\, dz = \iiint_T f(\rho \sin \varphi \cos \theta, \rho \sin \varphi \sin \theta, \rho \cos \varphi) \rho^2 \sin \varphi \, d\rho\, d\theta\, d\varphi</math>.</blockquote>

It is better to use this method in case of spherical domains '''and''' in case of functions that can be easily simplified by the first fundamental relation of trigonometry extended to {{math|'''R'''<sup>3</sup>}} (see Example 4b); in other cases it can be better to use cylindrical coordinates (see Example 4c).

:<math>\iiint_T f(a,b,c) \rho^2 \sin \varphi \, d\rho\, d\theta\, d\varphi</math>.

The extra {{math|''ρ''<sup>2</sup>}} and {{math|sin ''φ''}} come from the Jacobian.

In the following examples the roles of {{mvar|φ}} and {{mvar|θ}} have been reversed.

<blockquote>'''Example 4b.''' {{mvar|D}} is the same region as in Example 4a and {{math|1=''f''(''x'', ''y'', ''z'') = ''x''<sup>2</sup> + ''y''<sup>2</sup> + ''z''<sup>2</sup>}} is the function to integrate. Its transformation is very easy:

:<math>f(\rho \sin \varphi \cos \theta, \rho \sin \varphi \sin \theta, \rho \cos \varphi) = \rho^2</math>,

while we know the intervals of the transformed region {{mvar|T}} from {{mvar|D}}:

:<math>T=\{0 \le \rho \le 4, \ 0 \le \varphi \le \pi, \ 0 \le \theta \le 2 \pi\}</math>.

We therefore apply the integration formula:

:<math>\iiint_D \left(x^2 + y^2 + z^2\right) \, dx\, dy\, dz = \iiint_T \rho^2 \, \rho^2 \sin \theta \, d\rho\, d\theta\, d\varphi</math>,

and, developing, we get

:<math>\iiint_T \rho^4 \sin \theta \, d\rho\, d\theta\, d\varphi = \int_0^{\pi} \sin \varphi \,d\varphi \int_0^4 \rho^4 d \rho \int_0^{2 \pi} d\theta = 2 \pi \int_0^{\pi} \sin \varphi \left[ \frac{\rho^5}{5} \right]_0^4 \, d \varphi = 2 \pi \left[ \frac{\rho^5}{5} \right]_0^4 \Big[- \cos \varphi \Big]_0^{\pi} = \frac{4096 \pi}{5}</math>.</blockquote>

<blockquote>'''Example 4c.''' The domain {{mvar|D}} is the ball with center at the origin and radius {{math|3''a''}},

:<math>D = \left \{ x^2 + y^2 + z^2 \le 9a^2 \right \}</math>,

and {{math|1=''f''(''x'', ''y'', ''z'') = ''x''<sup>2</sup> + ''y''<sup>2</sup>}} is the function to integrate.

Looking at the domain, it seems convenient to adopt the passage to spherical coordinates, in fact, the intervals of the variables that delimit the new {{mvar|T}} region are:

:<math>T=\{0 \le \rho \le 3a, \ 0 \le \varphi \le 2 \pi, \ 0 \le \theta \le \pi\}</math>.

However, applying the transformation, we get

:<math>f(x,y,z) = x^2 + y^2 \longrightarrow \rho^2 \sin^2 \theta \cos^2 \varphi + \rho^2 \sin^2 \theta \sin^2 \varphi = \rho^2 \sin^2 \theta</math>.

Applying the formula for integration we obtain:

:<math>\iiint_T \rho^2 \sin^2 \theta \rho^2 \sin \theta \, d\rho\, d\theta\, d\varphi = \iiint_T \rho^4 \sin^3 \theta \, d\rho\, d\theta\, d\varphi</math>,

which can be solved by turning it into an iterated integral.<math>\iiint_T \rho^4 \sin^3 \theta \, d\rho\, d\theta\, d\varphi = \underbrace{\int_0^{3a}\rho^4 d\rho}_{I} \,\underbrace{\int_0^\pi \sin^3\theta\,d\theta}_{II}\, \underbrace{\int_0^{2\pi} d \varphi}_{III}</math>.

<math>I = \left.\int_0^{3a}\rho^4 d\rho = \frac{\rho^5}{5}\right\vert_0^{3a} = \frac{243}{5}a^5</math>,

<math>II = \int_0^\pi \sin^3\theta \, d\theta = -\int_0^\pi \sin^2\theta \, d(\cos \theta) = \int_0^\pi (\cos^2\theta-1) \, d(\cos \theta) = \left.\frac{\cos^3\theta}{3}\right|^\pi_0 - \left.\cos\theta\right|^\pi_0 = \frac{4}{3}</math>,

<math>III = \int_0^{2\pi} d \varphi = 2\pi</math>.


Collecting all parts,

<math>\iiint_T \rho^4 \sin^3 \theta \, d\rho\, d\theta\, d\varphi = I\cdot II\cdot III = \frac{243}{5}a^5\cdot \frac{4}{3}\cdot 2\pi = \frac{648}{5}\pi a^5</math>.


Alternatively, this problem can be solved by using the passage to cylindrical coordinates. The new {{mvar|T}} intervals are

:<math>T=\left\{0 \le \rho \le 3a, \ 0 \le \varphi \le 2 \pi, \ - \sqrt{9a^2 - \rho^2} \le z \le \sqrt{9a^2 - \rho^2}\right\}</math>;

the {{mvar|z}} interval has been obtained by dividing the ball into two [[sphere|hemisphere]]s simply by solving the [[inequality (mathematics)|inequality]] from the formula of {{mvar|D}} (and then directly transforming {{math|''x''<sup>2</sup> + ''y''<sup>2</sup>}} into {{math|''ρ''<sup>2</sup>}}). The new function is simply {{math|''ρ''<sup>2</sup>}}. Applying the integration formula

:<math>\iiint_T \rho^2 \rho \, d \rho \, d \varphi \, dz</math>.

Then we get:

:<math>\begin{align} \int_0^{2\pi} d\varphi \int_0^{3a} \rho^3 d\rho \int_{-\sqrt{9a^2 - \rho^2}}^{\sqrt{9 a^2 - \rho^2}}\, dz &= 2 \pi \int_0^{3a} 2 \rho^3 \sqrt{9 a^2 - \rho^2} \, d\rho \\
&= -2 \pi \int_{9 a^2}^0 (9 a^2 - t) \sqrt{t}\, dt && t = 9 a^2 - \rho^2 \\
&= 2 \pi \int_0^{9 a^2} \left ( 9 a^2 \sqrt{t} - t \sqrt{t} \right ) \, dt \\
&= 2 \pi \left( \int_0^{9 a^2} 9 a^2 \sqrt{t} \, dt - \int_0^{9 a^2} t \sqrt{t} \, dt\right) \\
&= 2 \pi \left[9 a^2 \frac23 t^{ \frac32 } - \frac{2}{5} t^{ \frac{5}{2}} \right]_0^{9 a^2} \\
&= 2 \cdot 27 \pi a^5 \left ( 6 - \frac{18}{5} \right ) \\
&= \frac{648 \pi}{5} a^5\end{align}</math>

Thanks to the passage to cylindrical coordinates it was possible to reduce the triple integral to an easier one-variable integral.</blockquote>

See also the differential volume entry in [[nabla in cylindrical and spherical coordinates]].

==Examples==

=== Double integral over a rectangle ===
Let us assume that we wish to integrate a multivariable function {{mvar|f}} over a region {{mvar|A}}:
:<math>A = \left \{ (x,y) \in \mathbf{R}^2 \ : \ 11 \le x \le 14 \ ; \ 7 \le y \le 10 \right \} \mbox{ and } f(x,y) = x^2 + 4y\,</math>.

From this we formulate the iterated integral

:<math>\int_7^{10} \int_{11}^{14} (x^2 + 4y) \, dx\, dy </math>.

The inner integral is performed first, integrating with respect to {{mvar|x}} and taking {{mvar|y}} as a constant, as it is not the [[variable of integration]]. The result of this integral, which is a function depending only on {{mvar|y}}, is then integrated with respect to {{mvar|y}}.

:<math>\begin{align}
\int_{11}^{14} \left(x^2 + 4y\right) \, dx & = \left [\frac13 x^3 + 4yx \right]_{x=11}^{x=14} \\
&= \frac13(14)^3 + 4y(14) - \frac13(11)^3 - 4y(11) \\
&= 471 + 12y \end{align}</math>

We then integrate the result with respect to {{mvar|y}}.

:<math>\begin{align}
\int_7^{10} (471 + 12y) \ dy & = \Big[471y + 6y^2\Big]_{y=7}^{y=10} \\
&= 471(10)+ 6(10)^2 - 471(7) - 6(7)^2 \\
&= 1719 \end{align}</math>

In cases where the double integral of the absolute value of the function is finite, the order of integration is interchangeable, that is, integrating with respect to ''x'' first and integrating with respect to ''y'' first produce the same result. That is [[Fubini's theorem]]. For example, doing the previous calculation with order reversed gives the same result:

:<math> \begin{align}
\int_{11}^{14} \int_{7}^{10} \, \left(x^2 + 4y\right) \, dy\, dx & = \int_{11}^{14} \Big[x^2 y + 2y^2 \Big]_{y=7}^{y=10} \, dx \\
&= \int_{11}^{14} \, (3x^2 + 102) \, dx \\
&= \Big[x^3 + 102x \Big]_{x=11}^{x=14} \\
&= 1719. \end{align}</math>

=== Double integral over a normal domain ===
[[File:Esempio-formulediriduzione-r2.svg|thumb|160px|right|Example: double integral over the normal region ''D'']]

Consider the region (please see the graphic in the example):
:<math>D = \{ (x,y) \in \mathbf{R}^2 \ : \ x \ge 0, y \le 1, y \ge x^2 \}</math> .
Calculate

:<math>\iint_D (x+y) \, dx \, dy</math>.

This domain is normal with respect to both the ''x''- and ''y''-axes. To apply the formulae it is required to find the functions that determine ''D'' and the intervals over which these functions are defined. In this case the two functions are:

:<math>\alpha (x) = x^2\text{ and }\beta (x) = 1</math>

while the interval is given by the intersections of the functions with ''x''&nbsp;=&nbsp;0, so the interval is [''a'',&nbsp;''b''] = [0,&nbsp;1] (normality has been chosen with respect to the ''x''-axis for a better visual understanding).

It is now possible to apply the formula:

:<math>\iint_D (x+y) \, dx \, dy = \int_0^1 dx \int_{x^2}^1 (x+y) \, dy = \int_0^1 dx \ \left[xy + \frac{y^2}{2} \right]^1_{x^2}</math>

(at first the second integral is calculated considering ''x'' as a constant). The remaining operations consist of applying the basic techniques of integration:

:<math>\int_0^1 \left[xy + \frac{y^2}{2}\right]^1_{x^2} \, dx = \int_0^1 \left(x + \frac{1}{2} - x^3 - \frac{x^4}{2} \right) dx = \cdots = \frac{13}{20}</math>.

If we choose normality with respect to the ''y''-axis we could calculate

:<math>\int_0^1 dy \int_0^{\sqrt{y}} (x+y) \, dx</math>.

and obtain the same value.
[[File:Dominio-normalità r3 esempio.svg|thumb|160px|right|Example of domain in '''R'''<sup>3</sup> that is normal with respect to the ''xy''-plane.]]

=== Calculating volume ===
Using the methods previously described, it is possible to calculate the volumes of some common solids.
* '''[[Cylinder (geometry)|Cylinder]]''': The volume of a cylinder with height {{mvar|h}} and circular base of radius {{mvar|R}} can be calculated by integrating the constant function {{mvar|h}} over the circular base, using polar coordinates.
::<math>\mathrm{Volume} = \int_0^{2\pi} d \varphi\, \int_0^R h \rho \, d \rho = 2 \pi h \left[\frac{\rho^2}{2}\right]_0^R = \pi R^2 h</math>

This is in agreement with the formula for the volume of a [[prism (geometry)|prism]]

::<math>\mathrm{Volume} = \text{base area} \times \text{height} </math>.

* '''[[Sphere]]''': The volume of a sphere with radius {{mvar|R}} can be calculated by integrating the constant function 1 over the sphere, using spherical coordinates.

::<math>\begin{align} \text{Volume} &= \iiint_D f(x,y,z) \, dx\, dy\, dz \\
&= \iiint_D 1 \, dV \\
&= \iiint_S \rho^2 \sin \varphi \, d\rho\, d\theta\, d\varphi \\
&= \int_0^{2\pi} \, d \theta \int_0^{ \pi } \sin \varphi\, d \varphi \int_0^R \rho^2\, d \rho \\
&= 2 \pi \int_0^\pi \sin \varphi\, d \varphi \int_0^R \rho^2\, d \rho \\
&= 2 \pi \int_0^\pi \sin \varphi \frac{R^3}{3 }\, d \varphi \\
&= \frac23 \pi R^3 \Big[-\cos \varphi\Big]_0^\pi = \frac43 \pi R^3
\end{align}</math>

* '''[[Tetrahedron]]''' (triangular [[pyramid]] or 3-[[simplex]]): The volume of a tetrahedron with its apex at the origin and edges of length {{mvar|''ℓ''}} along the {{mvar|x}}-, {{mvar|y}}- and {{mvar|z}}-axes can be calculated by integrating the constant function 1 over the tetrahedron.

::<math>\begin{align} \text{Volume} &= \int_0^\ell dx \int_0^{\ell-x}\, dy \int_0^{\ell-x-y }\, dz \\
&= \int_0^\ell dx \int_0^{\ell-x } (\ell - x - y)\, dy \\
&= \int_0^\ell \left( l^2 - 2 \ell x + x^2 - \frac{(\ell-x)^2 }{2}\right)\, dx \\
&= \ell^3 - \ell \ell^2 + \frac{\ell^3}{3 } - \left[\frac{\ell^2 x}{2} - \frac{ \ell x^2}{2} + \frac{x^3}{6 }\right]_0^ \ell \\
&= \frac{\ell^3}{3} - \frac{\ell^3}{6} = \frac{ \ell^3}{6}\end{align}</math>

:This is in agreement with the formula for the volume of a [[pyramid]].
::<math>\mathrm{Volume} = \frac13 \times \text{base area} \times \text{height} = \frac13 \times \frac{\ell^2}{2} \times \ell = \frac{ \ell^3}{6}</math>.

[[File:Dominio improprio.svg|thumb|right|140px|Example of an improper domain.]]

==Multiple improper integral==
In case of unbounded domains or functions not bounded near the boundary of the domain, we have to introduce the '''double [[improper integral]]''' or the '''triple improper integral'''.

==Multiple integrals and iterated integrals==
{{See also|Order of integration (calculus)}}
[[Fubini's theorem]] states that if<ref name ="a" />
:<math>\iint_{A\times B} \left|f(x,y)\right|\,d(x,y)<\infty</math>,
that is, if the integral is absolutely convergent, then the multiple integral will give the same result as either of the two iterated integrals:
:<math>\iint_{A\times B} f(x,y)\,d(x,y)=\int_A\left(\int_B f(x,y)\,dy\right)\,dx=\int_B\left(\int_A f(x,y)\,dx\right)\,dy</math>.
In particular this will occur if {{math|{{abs|''f''(''x'', ''y'')}}}} is a [[bounded function]] and {{mvar|A}} and {{mvar|B}} are [[bounded set]]s.

If the integral is not absolutely convergent, care is needed not to confuse the concepts of ''multiple integral'' and ''iterated integral'', especially since the same notation is often used for either concept. The notation

:<math>\int_0^1\int_0^1 f(x,y)\,dy\,dx</math>

means, in some cases, an iterated integral rather than a true double integral. In an iterated integral, the outer integral

:<math>\int_0^1 \cdots \, dx</math>

is the integral with respect to {{mvar|x}} of the following function of {{mvar|x}}:

:<math>g(x)=\int_0^1 f(x,y)\,dy</math>.

A double integral, on the other hand, is defined with respect to area in the {{mvar|xy}}-plane. If the double integral exists, then it is equal to each of the two iterated integrals (either "{{mvar|dy dx}}" or "{{mvar|dx dy}}") and one often computes it by computing either of the iterated integrals. But sometimes the two iterated integrals exist when the double integral does not, and in some such cases the two iterated integrals are different numbers, i.e., one has

:<math>\int_0^1\int_0^1 f(x,y)\,dy\,dx \neq \int_0^1\int_0^1 f(x,y)\,dx\,dy</math>.

This is an instance of rearrangement of a [[conditional convergence|conditionally convergent]] integral.

On the other hand, some conditions ensure that the two iterated integrals are equal even though the double integral need not exist. By the [[Grigorii Fichtenholz|Fichtenholz]]–[[Leon Lichtenstein|Lichtenstein]] theorem, if {{mvar|f}} is bounded on {{math|[0, 1] × [0, 1]}} and both iterated integrals exist, then they are equal. Moreover, existence of the inner integrals ensures existence of the outer integrals.<ref>{{cite book |last=Lewin |first=Jonathan |title=An Interactive Introduction to Mathematical Analysis |publisher=Cambridge |year=2003 |at=Sect. 16.6|isbn=978-1107694040}}</ref><ref>{{cite journal |last=Lewin |first=Jonathan |title=Some applications of the bounded convergence theorem for an introductory course in analysis |date=1987 |journal=The American Mathematical Monthly |publisher=AMS |volume=94 |issue=10 |pages=988–993 |doi=10.2307/2322609|jstor=2322609 |url=https://digitalcommons.kennesaw.edu/cgi/viewcontent.cgi?article=2159&context=facpubs }}</ref><ref>{{cite journal |last=Sinclair |first=George Edward |title=A finitely additive generalization of the Fichtenholz–Lichtenstein theorem|date=1974 |journal=Transactions of the American Mathematical Society |publisher=AMS |volume=193 |pages=359–374 |doi=10.2307/1996919|jstor=1996919 |doi-access=free }}</ref> The double integral need not exist in this case even as [[Lebesgue integration|Lebesgue integral]], according to [[Wacław Sierpiński|Sierpiński]].<ref>{{cite book |last=Bogachev |first=Vladimir I. |title=Measure Theory |volume=1 |publisher=Springer |year=2006 |at=Item 3.10.49}}{{ISBN missing}}</ref>

The notation
:<math>\int_{[0,1]\times[0,1]} f(x,y)\,dx\,dy</math>

may be used if one wishes to be emphatic about intending a double integral rather than an iterated integral. 

== Triple integral ==
{{main|Volume integral}}

Triple integral was demonstrated by Fubini's theorem.<ref>{{Cite web |title=5.4 Triple Integrals - Calculus Volume 3 {{!}} OpenStax |url=https://openstax.org/books/calculus-volume-3/pages/5-4-triple-integrals |access-date=2022-08-25 |website=openstax.org |date=30 March 2016 |language=en}}</ref> Drichlet theorem and Liouville 's extension theorem on Triple integral.

==Some practical applications==
Quite generally, just as in one variable, one can use the multiple integral to find the average of a function over a given set. Given a set {{math|''D'' ⊆ '''R'''<sup>''n''</sup>}} and an integrable function {{mvar|f}} over {{mvar|D}}, the average value of {{mvar|f}} over its domain is given by

:<math>\bar{f} = \frac{1}{m(D)} \int_D f(x)\, dx</math>,

where {{math|''m''(''D'')}} is the [[Measure (mathematics)|measure]] of {{mvar|D}}.

Additionally, multiple integrals are used in many applications in [[physics]]. The examples below also show some variations in the notation.

In [[mechanics]], the [[moment of inertia]] is calculated as the volume integral (triple integral) of the [[density]] weighed with the square of the distance from the axis:

:<math>I_z = \iiint_V \rho r^2\, dV</math>.

The [[gravitational potential]] associated with a [[mass distribution]] given by a mass [[Borel measure|measure]] {{mvar|dm}} on three-dimensional [[Euclidean space]] {{math|'''R'''<sup>3</sup>}} is<ref>{{Cite book |title=Classical Mechanics |title-link=Classical Mechanics (Kibble and Berkshire) |edition=5th |publisher=[[Imperial College Press]] |year=2004 |isbn=978-1-86094-424-6 |last1 = Kibble |first1 = Tom W. B. |last2 = Berkshire |first2=Frank H.|author2-link=Frank H. Berkshire}}</ref>
:<math>V(\mathbf{x}) = -\iiint_{\mathbf{R}^3} \frac{G}{|\mathbf{x} - \mathbf{y}|}\,dm(\mathbf{y})</math>.

If there is a continuous function {{math|''ρ''('''x''')}} representing the density of the distribution at {{math|'''x'''}}, so that {{math|''dm''('''x''') {{=}} ''ρ''('''x''')''d''{{isup|3}}'''x'''}}, where {{math|''d''{{isup|3}}'''x'''}} is the Euclidean [[volume element]], then the gravitational potential is
:<math>V(\mathbf{x}) = -\iiint_{\mathbf{R}^3} \frac{G}{|\mathbf{x}-\mathbf{y}|}\,\rho(\mathbf{y})\,d^3\mathbf{y}</math>.

In [[electromagnetism]], [[Maxwell's equations]] can be written using multiple integrals to calculate the total magnetic and electric fields.<ref>{{cite book | last = Jackson | first = John D. | title = Classical Electrodynamics | url = https://archive.org/details/classicalelectro0000jack_e8g9 | url-access = registration |author-link=John David Jackson (physicist) |edition = 3rd | publisher = Wiley | year = 1998 | isbn = 0-471-30932-X}}</ref> In the following example, the [[electric field]] produced by a distribution of [[Electric charge|charges]] given by the volume [[charge density]] {{math|''ρ''( {{vec|''r''}} )}} is obtained by a ''triple integral'' of a vector function:

:<math>\vec E = \frac {1}{4 \pi \varepsilon_0} \iiint \frac {\vec r - \vec r'}{\left \| \vec r - \vec r' \right \|^3} \rho (\vec r')\, d^3 r'</math>.

This can also be written as an integral with respect to a [[signed measure]] representing the charge distribution.

==See also==
* Main [[real analysis|analysis]] theorems that relate multiple integrals:
** [[Divergence theorem]]
** [[Stokes' theorem]]
** [[Green's theorem]]

==References==
{{Reflist}}

==Further reading==
* {{cite book|first=Robert A. |last=Adams |title=Calculus: A Complete Course |url=https://archive.org/details/calculuscomplete0000adam |url-access=registration |edition=5th |isbn=0-201-79131-5|year=2003 |publisher=Addison-Wesley }}
* {{cite book|first1=R. K. |last1=Jain |first2=S. R. K. |last2=Iyengar |title=Advanced Engineering Mathematics |edition=3rd |date=2009 |publisher=Narosa Publishing House |isbn=978-81-7319-730-7}}
*Herman, Edwin “Jed” & Strang, Gilbert (2016): ''Calculus : Volume 3'' : OpenStax, Rice University, Houston, Texas, USA. {{ISBN|978-1-50669-805-2}}. ([https://d3bxy9euw4e147.cloudfront.net/oscms-prodcms/media/documents/CalculusVolume3-OP_n7Nj74c.pdf PDF])

==External links==
* {{MathWorld | urlname=MultipleIntegral | title=Multiple Integral}}
* {{SpringerEOM | title=Multiple integral | author=L.D. Kudryavtsev}}
* [http://user.mendelu.cz/marik/maw/index.php?lang=en&form=integral2 Mathematical Assistant on Web] online evaluation of double integrals in [[Cartesian coordinate system|Cartesian coordinates]] and [[polar coordinate system|polar coordinates]] (includes intermediate steps in the solution, powered by [[Maxima (software)]])
* [https://www.wolframalpha.com/widgets/view.jsp?id=f5f3cbf14f4f5d6d2085bf2d0fb76e8a Online Double Integral Calculator] by WolframAlpha
* [https://www.wolframalpha.com/widgets/view.jsp?id=a83fc1af67a3fdc3cf56863e7f1b5dda Online Triple Integral Calculator] by WolframAlpha

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[[Category:Multivariable calculus]]

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