Math 2.0

Harmonic analysis on Euclidean spaces Fourier transform Theorem

Plancherel theorem

Builds on Fourier transformLp spaceUnitary operatorHilbert space

Statement

Let n≥1n \ge 1, and let Lp(ℝn)L^p(\R^n) denote the Lebesgue spaces with respect to Lebesgue measure. For f∈L1(ℝn)f \in L^1(\R^n) let f^(ξ)=∫ℝnf(x)e−2πix⋅ξ dx\hat f(\xi) = \int_{\R^n} f(x) e^{-2\pi i x \cdot \xi} \, dx be its Fourier transform.

  1. If f∈L1(ℝn)∩L2(ℝn)f \in L^1(\R^n) \cap L^2(\R^n), then f^∈L2(ℝn)\hat f \in L^2(\R^n) and ∫ℝn∣f^(ξ)∣2 dξ=∫ℝn∣f(x)∣2 dx.\int_{\R^n} \abs{\hat f(\xi)}^2 \, d\xi = \int_{\R^n} \abs{f(x)}^2 \, dx.
  2. The map f↦f^f \mapsto \hat f on L1(ℝn)∩L2(ℝn)L^1(\R^n) \cap L^2(\R^n) extends uniquely to a unitary operator ℱ\mathcal F of the Hilbert space L2(ℝn)L^2(\R^n) onto itself.

Remarks

Proof idea: for Schwartz functions the identity follows from the multiplication formula ∫f^ g^‾=∫f g‾\int \hat f \, \overline{\hat g} = \int f \, \overline{g} and Fourier inversion. Schwartz functions are dense in L1∩L2L^1 \cap L^2 for the norm ∥f∥1+∥f∥2\norm{f}_1 + \norm{f}_2, which gives part 1. Since L1∩L2L^1 \cap L^2 is dense in L2L^2, the isometry extends uniquely to L2L^2. The extension is onto because its range is closed and contains the Schwartz space.

For f∈L2f \in L^2 the transform is computed as the L2L^2 limit ℱf=lim⁡R→∞∫∣x∣≤Rf(x)e−2πix⋅ξ dx\mathcal F f = \lim_{R \to \infty} \int_{\abs{x} \le R} f(x) e^{-2\pi i x \cdot \xi} \, dx, because the integral itself may diverge. The inner product is also preserved: ∫ℱf ℱg‾=∫f g‾\int \mathcal F f \, \overline{\mathcal F g} = \int f \, \overline{g} for f,g∈L2(ℝn)f, g \in L^2(\R^n).

Example: for f=𝟏[−1/2,1/2]f = \mathbf{1}_{[-1/2, 1/2]} on ℝ\R, f^(ξ)=sin⁡πξπξ\hat f(\xi) = \frac{\sin \pi \xi}{\pi \xi} and ∫∣f∣2=1\int \abs{f}^2 = 1. So the theorem gives ∫ℝ(sin⁡πξπξ)2dξ=1\int_\R \left( \frac{\sin \pi \xi}{\pi \xi} \right)^2 d\xi = 1.

The analogue for Fourier series is Parseval's identity. The theorem generalizes to locally compact abelian groups and, with representations in place of characters, to more general groups.

Going deeper

For a student

Plancherel's theorem makes L2L^2 the natural home of the Fourier transform. It is the starting point of the LpL^p theory, through interpolation with the trivial bound from L1L^1 to L∞L^\infty. In quantum mechanics it says that the position and momentum representations of a wave function carry the same total probability. It also underlies the definition of Sobolev spaces HsH^s by weights on the Fourier side.

Reading path

To understand this page from the ground up, read these 5 pages in order. The foundations come first.

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  1. Fourier transform concept
  2. Hilbert space concept
  3. Lp space concept
  4. Unitary operator concept
  5. Plancherel theorem statement

Where this leads

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Further reading

  1. Web https://en.wikipedia.org/wiki/Plancherel_theorem
About this page
TagHPZHRZ0502
URIm2://HPZHRZ0502
Kindstatement, theorem
WritingW0 stub
MSC42B10, 42A38
StatusThis copy of the site has no build data. Run m2 status HPZHRZ0502.
AboutFourier transform
UsesFourier transform, Lp space, Unitary operator, Hilbert space
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