Volume Of An N-ball
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geometry Geometry (; ) is, with arithmetic, one of the oldest branches of mathematics. It is concerned with properties of space such as the distance, shape, size, and relative position of figures. A mathematician who works in the field of geometry is c ...
, a
ball A ball is a round object (usually spherical, but can sometimes be ovoid) with several uses. It is used in ball games, where the play of the game follows the state of the ball as it is hit, kicked or thrown by players. Balls can also be used f ...
is a region in a space comprising all points within a fixed distance, called the
radius In classical geometry, a radius ( : radii) of a circle or sphere is any of the line segments from its center to its perimeter, and in more modern usage, it is also their length. The name comes from the latin ''radius'', meaning ray but also the ...
, from a given point; that is, it is the region enclosed by a
sphere A sphere () is a Geometry, geometrical object that is a solid geometry, three-dimensional analogue to a two-dimensional circle. A sphere is the Locus (mathematics), set of points that are all at the same distance from a given point in three ...
or
hypersphere In mathematics, an -sphere or a hypersphere is a topological space that is homeomorphic to a ''standard'' -''sphere'', which is the set of points in -dimensional Euclidean space that are situated at a constant distance from a fixed point, cal ...
. An -ball is a ball in an -dimensional
Euclidean space Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, that is, in Euclid's Elements, Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics ther ...
. The volume of a -ball is the
Lebesgue measure In measure theory, a branch of mathematics, the Lebesgue measure, named after French mathematician Henri Lebesgue, is the standard way of assigning a measure to subsets of ''n''-dimensional Euclidean space. For ''n'' = 1, 2, or 3, it coincides wit ...
of this ball, which generalizes to any dimension the usual volume of a ball in
3-dimensional space Three-dimensional space (also: 3D space, 3-space or, rarely, tri-dimensional space) is a geometric setting in which three values (called ''parameters'') are required to determine the position of an element (i.e., point). This is the informal ...
. The volume of a -ball of radius is R^nV_n, where V_n is the volume of the unit -ball, the -ball of radius . The
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every real ...
V_n can be expressed via a two-dimension
recurrence relation In mathematics, a recurrence relation is an equation according to which the nth term of a sequence of numbers is equal to some combination of the previous terms. Often, only k previous terms of the sequence appear in the equation, for a parameter ...
. Closed-form expressions involve the
gamma Gamma (uppercase , lowercase ; ''gámma'') is the third letter of the Greek alphabet. In the system of Greek numerals it has a value of 3. In Ancient Greek, the letter gamma represented a voiced velar stop . In Modern Greek, this letter re ...
,
factorial In mathematics, the factorial of a non-negative denoted is the product of all positive integers less than or equal The factorial also equals the product of n with the next smaller factorial: \begin n! &= n \times (n-1) \times (n-2) \t ...
, or
double factorial In mathematics, the double factorial or semifactorial of a number , denoted by , is the product of all the integers from 1 up to that have the same parity (odd or even) as . That is, :n!! = \prod_^ (n-2k) = n (n-2) (n-4) \cdots. For even , the ...
function. The volume can also be expressed in terms of A_n, the
area Area is the quantity that expresses the extent of a region on the plane or on a curved surface. The area of a plane region or ''plane area'' refers to the area of a shape A shape or figure is a graphics, graphical representation of an obje ...
of the unit -sphere.


Formulas

The first volumes are as follows:


Two-dimension recurrence relation

As is proved
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using a vector-calculus
double integral In mathematics (specifically multivariable calculus), a multiple integral is a definite integral of a function of several real variables, for instance, or . Integrals of a function of two variables over a region in \mathbb^2 (the real-number ...
in
polar coordinates In mathematics, the polar coordinate system is a two-dimensional coordinate system in which each point on a plane is determined by a distance from a reference point and an angle from a reference direction. The reference point (analogous to the or ...
, the volume of an -ball of radius can be expressed recursively in terms of the volume of an -ball, via the interleaved
recurrence relation In mathematics, a recurrence relation is an equation according to which the nth term of a sequence of numbers is equal to some combination of the previous terms. Often, only k previous terms of the sequence appear in the equation, for a parameter ...
: : V_n(R) = \begin 1 &\text n=0,\\ .5ex2R &\text n=1,\\ .5ex\dfracR^2 \times V_(R) &\text. \end This allows computation of in approximately steps.


Closed form

The -dimensional volume of a Euclidean ball of
radius In classical geometry, a radius ( : radii) of a circle or sphere is any of the line segments from its center to its perimeter, and in more modern usage, it is also their length. The name comes from the latin ''radius'', meaning ray but also the ...
in -dimensional Euclidean space is: :V_n(R) = \fracR^n, where is
Euler Leonhard Euler ( , ; 15 April 170718 September 1783) was a Swiss mathematician, physicist, astronomer, geographer, logician and engineer who founded the studies of graph theory and topology and made pioneering and influential discoveries in ma ...
's
gamma function In mathematics, the gamma function (represented by , the capital letter gamma from the Greek alphabet) is one commonly used extension of the factorial function to complex numbers. The gamma function is defined for all complex numbers except ...
. The gamma function is offset from but otherwise extends the
factorial In mathematics, the factorial of a non-negative denoted is the product of all positive integers less than or equal The factorial also equals the product of n with the next smaller factorial: \begin n! &= n \times (n-1) \times (n-2) \t ...
function to non-
integer An integer is the number zero (), a positive natural number (, , , etc.) or a negative integer with a minus sign (−1, −2, −3, etc.). The negative numbers are the additive inverses of the corresponding positive numbers. In the language ...
arguments An argument is a statement or group of statements called premises intended to determine the degree of truth or acceptability of another statement called conclusion. Arguments can be studied from three main perspectives: the logical, the dialectic ...
. It satisfies if is a positive integer and if is a non-negative integer.


Alternative forms

The volume can also be expressed in terms of an -ball using the one-dimension recurrence relation: :\begin V_0(R) &= 1, \\ V_n(R) &= \fracR\, V_(R). \end Inverting the above, the radius of an -ball of volume can be expressed recursively in terms of the radius of an - or -ball: :\begin R_n(V) &= \bigl(\tfrac12n\bigr)^\left(\Gamma\bigl(\tfrac n2\bigr) V\right)^R_(V), \\ R_n(V) &= \fracV^R_(V). \end Using explicit formulas for
particular values of the gamma function The gamma function is an important special function in mathematics. Its particular values can be expressed in closed form for integer and half-integer arguments, but no simple expressions are known for the values at rational points in general. Othe ...
at the integers and
half-integer In mathematics, a half-integer is a number of the form :n + \tfrac, where n is an whole number. For example, :, , , 8.5 are all ''half-integers''. The name "half-integer" is perhaps misleading, as the set may be misunderstood to include numbers ...
s gives formulas for the volume of a Euclidean ball in terms of
factorial In mathematics, the factorial of a non-negative denoted is the product of all positive integers less than or equal The factorial also equals the product of n with the next smaller factorial: \begin n! &= n \times (n-1) \times (n-2) \t ...
s. These are: :\begin V_(R) &= \fracR^, \\ V_(R) &= \fracR^. \end The volume can also be expressed in terms of
double factorial In mathematics, the double factorial or semifactorial of a number , denoted by , is the product of all the integers from 1 up to that have the same parity (odd or even) as . That is, :n!! = \prod_^ (n-2k) = n (n-2) (n-4) \cdots. For even , the ...
s. For an odd integer , the double factorial is defined by :(2k + 1)!! = (2k + 1) \cdot (2k - 1) \dotsm 5 \cdot 3 \cdot 1. The volume of an odd-dimensional ball is :V_(R) = \fracR^. There are multiple conventions for double factorials of even integers. Under the convention in which the double factorial satisfies :(2k)!! = (2k) \cdot (2k - 2) \dotsm 4 \cdot 2 \cdot \sqrt = 2^k \cdot k! \cdot \sqrt, the volume of an -dimensional ball is, regardless of whether is even or odd, :V_n(R) = \fracR^n. Instead of expressing the volume of the ball in terms of its radius , the formulas can be inverted to express the radius as a function of the volume: :\begin R_n(V) &= \fracV^ \\ &= \left(\frac\right)^ \\ R_(V) &= \frac, \\ R_(V) &= \left(\frac\right)^.\end


Approximation for high dimensions

Stirling's formula In mathematics, Stirling's approximation (or Stirling's formula) is an approximation for factorials. It is a good approximation, leading to accurate results even for small values of n. It is named after James Stirling, though a related but less ...
for the gamma function can be used to approximate the volume when the number of dimensions is high. :V_n(R) \sim \frac\left(\frac\right)^R^n. :R_n(V) \sim (\pi n)^\sqrt V^. In particular, for any fixed value of the volume tends to a limiting value of 0 as goes to infinity. For example, the volume is increasing for , achieves its maximum when , and is decreasing for .


Relation with surface area

Let denote the hypervolume of the -sphere of radius . The -sphere is the -dimensional boundary (surface) of the -dimensional ball of radius , and the sphere's hypervolume and the ball's hypervolume are related by: :A_(R) = \frac V_(R) = \fracV_(R). Thus, inherits formulas and recursion relationships from , such as :A_(R) = \fracR^. There are also formulas in terms of factorials and double factorials.


Proofs

There are many proofs of the above formulas.


The volume is proportional to the th power of the radius

An important step in several proofs about volumes of -balls, and a generally useful fact besides, is that the volume of the -ball of radius is proportional to : :V_n(R) \propto R^n. The proportionality constant is the volume of the unit ball. This is a special case of a general fact about volumes in -dimensional space: If is a body (
measurable set In mathematics, the concept of a measure is a generalization and formalization of geometrical measures (length, area, volume) and other common notions, such as mass and probability of events. These seemingly distinct concepts have many simila ...
) in that space and is the body obtained by stretching in all directions by the factor then the volume of equals times the volume of . This is a direct consequence of the change of variables formula: : V(RK) = \int_ dx = \int_K R^n\, dy = R^n V(K) where and the substitution was made. Another proof of the above relation, which avoids multi-dimensional
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, uses
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: The base case is , where the proportionality is obvious. For the inductive step, assume that proportionality is true in dimension . Note that the intersection of an ''n''-ball with a hyperplane is an -ball. When the volume of the -ball is written as an integral of volumes of -balls: :V_n(R) = \int_^R V_\!\left(\sqrt\right) dx, it is possible by the inductive hypothesis to remove a factor of from the radius of the -ball to get: :V_n(R) = R^\! \int_^R V_\!\left(\sqrt\right) dx. Making the change of variables leads to: :V_n(R) = R^n\! \int_^1 V_\!\left(\sqrt\right) dt = R^n V_n(1), which demonstrates the proportionality relation in dimension . By induction, the proportionality relation is true in all dimensions.


The two-dimension recursion formula

A proof of the recursion formula relating the volume of the -ball and an -ball can be given using the proportionality formula above and integration in
cylindrical coordinates A cylindrical coordinate system is a three-dimensional coordinate system that specifies point positions by the distance from a chosen reference axis ''(axis L in the image opposite)'', the direction from the axis relative to a chosen reference di ...
. Fix a plane through the center of the ball. Let denote the distance between a point in the plane and the center of the sphere, and let denote the azimuth. Intersecting the -ball with the -dimensional plane defined by fixing a radius and an azimuth gives an -ball of radius . The volume of the ball can therefore be written as an iterated integral of the volumes of the -balls over the possible radii and azimuths: :V_n(R) = \int_0^ \int_0^R V_\!\left(\sqrt\right) r\,dr\,d\theta, The azimuthal coordinate can be immediately integrated out. Applying the proportionality relation shows that the volume equals :V_n(R) = 2\pi V_(R) \int_0^R \left(1 - \left(\frac\right)^2\right)^\,r\,dr. The integral can be evaluated by making the substitution to get :\begin V_n(R) &= 2\pi V_(R) \cdot \left \frac\left(1 - \left(\frac\right)^2\right)^\right^ \\ &= \frac V_(R), \end which is the two-dimension recursion formula. The same technique can be used to give an inductive proof of the volume formula. The base cases of the induction are the 0-ball and the 1-ball, which can be checked directly using the facts and . The inductive step is similar to the above, but instead of applying proportionality to the volumes of the -balls, the inductive hypothesis is applied instead.


The one-dimension recursion formula

The proportionality relation can also be used to prove the recursion formula relating the volumes of an -ball and an -ball. As in the proof of the proportionality formula, the volume of an -ball can be written as an integral over the volumes of -balls. Instead of making a substitution, however, the proportionality relation can be applied to the volumes of the -balls in the
integrand In mathematics, an integral assigns numbers to functions in a way that describes displacement, area, volume, and other concepts that arise by combining infinitesimal data. The process of finding integrals is called integration. Along with d ...
: :V_n(R) = V_(R) \int_^R \left(1 - \left(\frac\right)^2\right)^ \,dx. The integrand is an
even function In mathematics, even functions and odd functions are functions which satisfy particular symmetry relations, with respect to taking additive inverses. They are important in many areas of mathematical analysis, especially the theory of power seri ...
, so by symmetry the interval of integration can be restricted to . On the interval , it is possible to apply the substitution . This transforms the expression into :V_(R) \cdot R \cdot \int_0^1 (1-u)^u^\,du The integral is a value of a well-known
special function Special functions are particular mathematical functions that have more or less established names and notations due to their importance in mathematical analysis, functional analysis, geometry, physics, or other applications. The term is defined by ...
called the
beta function In mathematics, the beta function, also called the Euler integral of the first kind, is a special function that is closely related to the gamma function and to binomial coefficients. It is defined by the integral : \Beta(z_1,z_2) = \int_0^1 t^(1 ...
, and the volume in terms of the beta function is :V_n(R) = V_(R) \cdot R \cdot \Beta\left(\tfrac2, \tfrac12\right). The beta function can be expressed in terms of the gamma function in much the same way that factorials are related to
binomial coefficient In mathematics, the binomial coefficients are the positive integers that occur as coefficients in the binomial theorem. Commonly, a binomial coefficient is indexed by a pair of integers and is written \tbinom. It is the coefficient of the t ...
s. Applying this relationship gives :V_n(R) = V_(R) \cdot R \cdot \frac. Using the value gives the one-dimension recursion formula: :V_n(R) = R\sqrt\frac V_(R). As with the two-dimension recursive formula, the same technique can be used to give an inductive proof of the volume formula.


Direct integration in spherical coordinates

The volume of the ''n''-ball V_n(R) can be computed by integrating the volume element in
spherical coordinates In mathematics, a spherical coordinate system is a coordinate system for three-dimensional space where the position of a point is specified by three numbers: the ''radial distance'' of that point from a fixed origin, its ''polar angle'' measu ...
. The spherical coordinate system has a radial coordinate and angular coordinates , where the domain of each except is , and the domain of is . The spherical volume element is: :dV = r^\sin^(\varphi_1)\sin^(\varphi_2) \cdots \sin(\varphi_)\,dr\,d\varphi_1\,d\varphi_2 \cdots d\varphi_, and the volume is the integral of this quantity over between 0 and and all possible angles: :V_n(R) = \int_0^R \int_0^\pi \cdots \int_0^ r^\sin^(\varphi_1) \cdots \sin(\varphi_)\,d\varphi_ \cdots d\varphi_1\,dr. Each of the factors in the integrand depends on only a single variable, and therefore the iterated integral can be written as a product of integrals: :V_n(R) = \left(\int_0^R r^\,dr\right)\!\left(\int_0^\pi \sin^(\varphi_1)\,d\varphi_1\right)\cdots\left(\int_0^ d\varphi_\right). The integral over the radius is . The intervals of integration on the angular coordinates can, by the symmetry of the sine about , be changed to : :V_n(R) = \frac \left(2\int_0^ \sin^(\varphi_1)\,d\varphi_1\right) \cdots \left(4\int_0^ d\varphi_\right). Each of the remaining integrals is now a particular value of the beta function: :V_n(R) = \frac \Beta\bigl(\tfrac2, \tfrac12\bigr) \Beta\bigl(\tfrac2, \tfrac12\bigr) \cdots \Beta\bigl(1, \tfrac12\bigr) \cdot 2\,\Beta\bigl(\tfrac12, \tfrac12\bigr). The beta functions can be rewritten in terms of gamma functions: :V_n(R) = \frac \cdot \frac \cdot \frac \cdots \frac \cdot 2 \frac. This product telescopes. Combining this with the values and and the functional equation leads to :V_n(R) = \frac = \frac.


Gaussian integrals

The volume formula can be proven directly using
Gaussian integral The Gaussian integral, also known as the Euler–Poisson integral, is the integral of the Gaussian function f(x) = e^ over the entire real line. Named after the German mathematician Carl Friedrich Gauss, the integral is \int_^\infty e^\,dx = \s ...
s. Consider the function: :f(x_1, \ldots, x_n) = \exp\biggl(\biggr). This function is both rotationally invariant and a product of functions of one variable each. Using the fact that it is a product and the formula for the Gaussian integral gives: :\int_ f \,dV = \prod_^n \left(\int_^\infty \exp\left(-\tfrac12 x_i^2\right)\,dx_i\right) = (2\pi)^, where is the -dimensional volume element. Using rotational invariance, the same integral can be computed in spherical coordinates: :\int_ f \,dV = \int_0^\infty \int_ \exp\left(-\tfrac12 r^2\right) \,dA\,dr, where is an -sphere of radius (being the surface of an -ball of radius ) and is the area element (equivalently, the -dimensional volume element). The surface area of the sphere satisfies a proportionality equation similar to the one for the volume of a ball: If is the surface area of an -sphere of radius , then: :A_(r) = r^ A_(1). Applying this to the above integral gives the expression :(2\pi)^ = \int_0^\infty \int_ \exp\left(-\tfrac12 r^2\right) \,dA\,dr = A_(1) \int_0^\infty \exp\left(-\tfrac12 r^2\right)\,r^\,dr. Substituting : :\int_0^\infty \exp\left(-\tfrac12 r^2\right)\,r^\,dr = 2^ \int_0^\infty e^ t^\,dt. The integral on the right is the gamma function evaluated at . Combining the two results shows that :A_(1) = \frac. To derive the volume of an -ball of radius from this formula, integrate the surface area of a sphere of radius for and apply the functional equation : :V_n(R) = \int_0^R \frac \,r^\,dr = \fracR^n = \fracR^n.


Geometric proof

The relations V_(R) = \fracA_n(R) and A_(R) = (2\pi R)V_n(R) and thus the volumes of ''n''-balls and areas of ''n''-spheres can also be derived geometrically. As noted above, because a ball of radius R is obtained from a unit ball B_n by rescaling all directions in R times, V_n(R) is proportional to R^n, which implies \frac = \frac V_n(R). Also, A_(R) = \frac because a ball is a union of concentric spheres and increasing radius by ''ε'' corresponds to a shell of thickness ''ε''. Thus, V_(R) = \fracA_(R); equivalently, V_(R) = \fracA_n(R). A_(R) = (2\pi R)V_n(R) follows from existence of a volume-preserving
bijection In mathematics, a bijection, also known as a bijective function, one-to-one correspondence, or invertible function, is a function between the elements of two sets, where each element of one set is paired with exactly one element of the other s ...
between the unit sphere S_ and S_1 \times B_n: : (x,y,\vec) \mapsto \left(\frac,\frac,\vec\right) (\vec is an ''n''-tuple; , (x,y,\vec), =1; we are ignoring sets of measure 0). Volume is preserved because at each point, the difference from
isometry In mathematics, an isometry (or congruence, or congruent transformation) is a distance-preserving transformation between metric spaces, usually assumed to be bijective. The word isometry is derived from the Ancient Greek: ἴσος ''isos'' mea ...
is a stretching in the ''xy'' plane (in 1/\!\sqrt times in the direction of constant x^2+y^2) that exactly matches the compression in the direction of the
gradient In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gradi ...
of , \vec, on S_n (the relevant angles being equal). For S_2, a similar argument was originally made by
Archimedes Archimedes of Syracuse (;; ) was a Greek mathematician, physicist, engineer, astronomer, and inventor from the ancient city of Syracuse in Sicily. Although few details of his life are known, he is regarded as one of the leading scientists ...
in ''
On the Sphere and Cylinder ''On the Sphere and Cylinder'' ( el, Περὶ σφαίρας καὶ κυλίνδρου) is a work that was published by Archimedes in two volumes c. 225 BCE. It most notably details how to find the surface area of a sphere and the volume of t ...
''.


Balls in norms

There are also explicit expressions for the volumes of balls in norms. The norm of the vector in is :\, x\, _p = \biggl(\sum_^n , x_i , ^p \biggr)^, and an ball is the set of all vectors whose norm is less than or equal to a fixed number called the radius of the ball. The case is the standard Euclidean distance function, but other values of occur in diverse contexts such as
information theory Information theory is the scientific study of the quantification (science), quantification, computer data storage, storage, and telecommunication, communication of information. The field was originally established by the works of Harry Nyquist a ...
,
coding theory Coding theory is the study of the properties of codes and their respective fitness for specific applications. Codes are used for data compression, cryptography, error detection and correction, data transmission and data storage. Codes are stud ...
, and
dimensional regularization __NOTOC__ In theoretical physics, dimensional regularization is a method introduced by Giambiagi and Bollini as well as – independently and more comprehensively – by 't Hooft and Veltman for regularizing integrals in the evaluation of Fe ...
. The volume of an ball of radius is :V^p_n(R) = \fracR^n. These volumes satisfy recurrence relations similar to those for : :V^p_n(R) = \frac R^p \, V^p_(R) and :V^p_n(R) = 2 \frac R \, V^p_(R), which can be written more concisely using a generalized binomial coefficient, :V^p_n(R) = \frac R \, V^p_(R). For , one recovers the recurrence for the volume of a Euclidean ball because . For example, in the cases (
taxicab norm A taxicab geometry or a Manhattan geometry is a geometry whose usual distance function or metric of Euclidean geometry is replaced by a new metric in which the distance between two points is the sum of the absolute differences of their Cartesian co ...
) and ( max norm), the volumes are: :\begin V^1_n(R) &= \fracR^n, \\ V^\infty_n(R) &= 2^n R^n. \end These agree with elementary calculations of the volumes of
cross-polytope In geometry, a cross-polytope, hyperoctahedron, orthoplex, or cocube is a regular, convex polytope that exists in ''n''- dimensional Euclidean space. A 2-dimensional cross-polytope is a square, a 3-dimensional cross-polytope is a regular octahed ...
s and
hypercube In geometry, a hypercube is an ''n''-dimensional analogue of a square () and a cube (). It is a closed, compact, convex figure whose 1- skeleton consists of groups of opposite parallel line segments aligned in each of the space's dimensions, ...
s.


Relation with surface area

For most values of , the surface area A_^p(R) of an sphere of radius (the boundary of an -ball of radius ) cannot be calculated by differentiating the volume of an ball with respect to its radius. While the volume can be expressed as an integral over the surface areas using the coarea formula, the coarea formula contains a correction factor that accounts for how the -norm varies from point to point. For and , this factor is one. However, if then the correction factor is : the surface area of an sphere of radius in is times the derivative of the volume of an ball. This can be seen most simply by applying the
divergence theorem In vector calculus, the divergence theorem, also known as Gauss's theorem or Ostrogradsky's theorem, reprinted in is a theorem which relates the ''flux'' of a vector field through a closed surface to the ''divergence'' of the field in the vol ...
to the vector field to get :nV^1_n(R) = = = \frac = \frac A^1_(R). For other values of , the constant is a complicated integral.


Generalizations

The volume formula can be generalized even further. For positive real numbers , define the ball with limit to be :B_(L) = \left\. The volume of this ball has been known since the time of Dirichlet: :V\bigl(B_(L)\bigr) = \frac L^.


Comparison to norm

Using the
harmonic mean In mathematics, the harmonic mean is one of several kinds of average, and in particular, one of the Pythagorean means. It is sometimes appropriate for situations when the average rate is desired. The harmonic mean can be expressed as the recipro ...
p = \frac and defining R = \sqrt /math>, the similarity to the volume formula for the ball becomes clear. :V\left(\left\\right) = \frac R^n.


See also

* -sphere *
Sphere packing In geometry, a sphere packing is an arrangement of non-overlapping spheres within a containing space. The spheres considered are usually all of identical size, and the space is usually three-dimensional Euclidean space. However, sphere packing p ...
*
Hamming bound In mathematics and computer science, in the field of coding theory, the Hamming bound is a limit on the parameters of an arbitrary block code: it is also known as the sphere-packing bound or the volume bound from an interpretation in terms of pack ...


References


External links


Derivation in hyperspherical coordinates
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at Math Reference Multi-dimensional geometry