Math 2.0

Integral transforms, operational calculus Radon transform and tomography Theorem

Range conditions for the Radon transform

Builds on Radon transformSchwartz spaceSphere

Statement

Let n≥2n \ge 2, and let RR be the Radon transform on the Schwartz space 𝒮(ℝn)\mathcal{S}(\R^n). Let 𝒮(Sn−1×ℝ)\mathcal{S}(S^{n-1} \times \R) be the space of smooth functions g(θ,s)g(\theta, s) on Sn−1×ℝS^{n-1} \times \R that decay rapidly in ss with all derivatives. That is, each derivative of gg in θ\theta along the sphere and in ss, times any power of ∣s∣\abs{s}, is bounded. A function g∈𝒮(Sn−1×ℝ)g \in \mathcal{S}(S^{n-1} \times \R) is of the form g=Rfg = R f for some f∈𝒮(ℝn)f \in \mathcal{S}(\R^n) if and only if both conditions hold:

  1. g(−θ,−s)=g(θ,s)g(-\theta, -s) = g(\theta, s) for all (θ,s)(\theta, s).
  2. For every integer k≥0k \ge 0, the function θ↦∫ℝg(θ,s) sk ds\theta \mapsto \int_\R g(\theta, s)\, s^k\, ds is the restriction to Sn−1S^{n-1} of a homogeneous polynomial of degree kk in θ=(θ1,…,θn)\theta = (\theta_1, \dots, \theta_n).

Remarks

Necessity is a direct computation. Condition 1 holds because (θ,s)(\theta, s) and (−θ,−s)(-\theta, -s) give the same hyperplane. For condition 2, Fubini's theorem gives ∫ℝRf(θ,s) sk ds=∫ℝnf(x) (x⋅θ)k dx\int_\R R f(\theta, s)\, s^k\, ds = \int_{\R^n} f(x)\, (x \cdot \theta)^k\, dx, and expanding (x⋅θ)k(x \cdot \theta)^k shows a homogeneous polynomial of degree kk in θ\theta. Sufficiency is the deep part. Following the projection-slice theorem, one defines f^(σθ)\hat f(\sigma\theta) as the Fourier transform of g(θ,⋅)g(\theta, \cdot). The moment conditions are what make this function smooth at the origin ξ=0\xi = 0.

Example: for n=2n = 2, g(θ,s)=π e−s2g(\theta, s) = \sqrt{\pi}\, e^{-s^2} is the Radon transform of e−∣x∣2e^{-\abs{x}^2}. Its moments vanish for odd kk and are constants ckc_k for even kk. On the circle, ck=ck(θ12+θ22)k/2c_k = c_k (\theta_1^2 + \theta_2^2)^{k/2}, a homogeneous polynomial of degree kk.

Non-example: for n=2n = 2, g(θ,s)=θ12e−s2g(\theta, s) = \theta_1^2 e^{-s^2} satisfies condition 1. But for k=0k = 0 its integral in ss is π θ12\sqrt{\pi}\, \theta_1^2, which is not constant on the circle. So condition 2 fails, and gg is not a Radon transform.

These are often called the Helgason–Ludwig consistency conditions.

Going deeper

For a student

In tomography, measured data are noisy and usually violate these conditions. Projecting the data onto the range, or checking the conditions, helps to detect errors, to estimate unknown calibration parameters and to fill in missing data. The case k=0k = 0 says that the mass is the same in every direction, and k=1k = 1 says that the center of mass is a single point of ℝn\R^n. The theorem describes the range of RR on 𝒮(ℝn)\mathcal{S}(\R^n); for other function spaces the range is described by similar conditions.

Reading path

To understand this page from the ground up, read these 13 pages in order. The foundations come first.

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Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
  • no evidence level
  1. Euclidean space object
  2. Fréchet space concept
  3. Function concept
  4. Radon transform concept
  5. Smooth function concept
  6. Sphere concept
  7. Function of several variables concept
  8. Limit of a function of several variables concept
  9. Partial derivative definition
  10. Higher partial derivatives definition
  11. Multi-index notation concept
  12. Schwartz space definition
  13. Range conditions for the Radon transform statement

Further reading

  1. Web https://en.wikipedia.org/wiki/Radon_transform
About this page
TagWASXFTTKK6
URIm2://WASXFTTKK6
Kindstatement, theorem
WritingW0 stub
MSC44A12, 53C65
StatusThis copy of the site has no build data. Run m2 status WASXFTTKK6.
AboutRadon transform
UsesRadon transform, Schwartz space, Sphere

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