- Source: Radial function
In mathematics, a radial function is a real-valued function defined on a Euclidean space
R
n
{\displaystyle \mathbb {R} ^{n}}
whose value at each point depends only on the distance between that point and the origin. The distance is usually the Euclidean distance. For example, a radial function Φ in two dimensions has the form
Φ
(
x
,
y
)
=
φ
(
r
)
,
r
=
x
2
+
y
2
{\displaystyle \Phi (x,y)=\varphi (r),\quad r={\sqrt {x^{2}+y^{2}}}}
where φ is a function of a single non-negative real variable. Radial functions are contrasted with spherical functions, and any descent function (e.g., continuous and rapidly decreasing) on Euclidean space can be decomposed into a series consisting of radial and spherical parts: the solid spherical harmonic expansion.
A function is radial if and only if it is invariant under all rotations leaving the origin fixed. That is, f is radial if and only if
f
∘
ρ
=
f
{\displaystyle f\circ \rho =f\,}
for all ρ ∈ SO(n), the special orthogonal group in n dimensions. This characterization of radial functions makes it possible also to define radial distributions. These are distributions S on
R
n
{\displaystyle \mathbb {R} ^{n}}
such that
S
[
φ
]
=
S
[
φ
∘
ρ
]
{\displaystyle S[\varphi ]=S[\varphi \circ \rho ]}
for every test function φ and rotation ρ.
Given any (locally integrable) function f, its radial part is given by averaging over spheres centered at the origin. To wit,
ϕ
(
x
)
=
1
ω
n
−
1
∫
S
n
−
1
f
(
r
x
′
)
d
x
′
{\displaystyle \phi (x)={\frac {1}{\omega _{n-1}}}\int _{S^{n-1}}f(rx')\,dx'}
where ωn−1 is the surface area of the (n−1)-sphere Sn−1, and r = |x|, x′ = x/r. It follows essentially by Fubini's theorem that a locally integrable function has a well-defined radial part at almost every r.
The Fourier transform of a radial function is also radial, and so radial functions play a vital role in Fourier analysis. Furthermore, the Fourier transform of a radial function typically has stronger decay behavior at infinity than non-radial functions: for radial functions bounded in a neighborhood of the origin, the Fourier transform decays faster than R−(n−1)/2. The Bessel functions are a special class of radial function that arise naturally in Fourier analysis as the radial eigenfunctions of the Laplacian; as such they appear naturally as the radial portion of the Fourier transform.
See also
Radial basis function
References
Stein, Elias; Weiss, Guido (1971), Introduction to Fourier Analysis on Euclidean Spaces, Princeton, N.J.: Princeton University Press, ISBN 978-0-691-08078-9.
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