Math 2.0

Harmonic analysis on Euclidean spaces Frames and time-frequency analysis Theorem

Balian–Low theorem

Builds on Gabor frameRiesz basisFourier transformLp space

Statement

Let g∈L2(ℝ)g \in L^2(\R), and let g^(ξ)=∫ℝg(t)e−2πitξ dt\hat g(\xi) = \int_\R g(t) e^{-2\pi i t \xi} \, dt be its Fourier transform. Suppose that the Gabor system (e2πintg(t−k))k,n∈ℤ\left(e^{2\pi i n t} g(t - k)\right)_{k, n \in \Z} is a Riesz basis of L2(ℝ)L^2(\R). Then (∫ℝ∣t g(t)∣2 dt)(∫ℝ∣ξ g^(ξ)∣2 dξ)=∞.\left( \int_\R \abs{t \, g(t)}^2 \, dt \right) \left( \int_\R \abs{\xi \, \hat g(\xi)}^2 \, d\xi \right) = \infty.

Remarks

So a window of a Gabor Riesz basis at the critical density ab=1ab = 1 cannot be well localized both in time and in frequency. Roger Balian and, independently, Francis Low stated the result for orthonormal bases; later work completed their proofs and extended it to Riesz bases. A standard route uses the Zak transform: the system is a Riesz basis exactly when ZgZg is bounded above and below by positive constants almost everywhere. On the other hand ZgZg is quasi-periodic, and a continuous quasi-periodic function must vanish somewhere; when gg is well localized this contradicts the lower bound. The hypothesis ab=1ab = 1 matters: for ab<1ab < 1 the Gaussian e−πt2e^{-\pi t^2}, which is as well localized as possible, generates a Gabor frame.

Example: g=1[0,1)g = 1_{[0, 1)} generates an orthonormal basis. Here ∫∣tg(t)∣2 dt=13\int \abs{t g(t)}^2 \, dt = \tfrac13 is finite, but ∣g^(ξ)∣=∣sin⁡(πξ)∣/(π∣ξ∣)\abs{\hat g(\xi)} = \abs{\sin(\pi \xi)}/(\pi \abs{\xi}), so ∣ξg^(ξ)∣2=sin⁡2(πξ)/π2\abs{\xi \hat g(\xi)}^2 = \sin^2(\pi \xi)/\pi^2 is not integrable.

Going deeper

For a student

The theorem explains why practical Gabor expansions are redundant frames with ab<1ab < 1 rather than bases. It is proved with the Zak transform, which turns the Gabor system at a=b=1a = b = 1 into multiplication by a quasi-periodic function, and the question becomes one about zeros of that function. It contrasts with wavelets: there exist orthonormal wavelet bases, such as the Meyer wavelets, whose generator is smooth and decays fast together with its Fourier transform. Compare with the uncertainty principle in Fourier analysis, which bounds the product of the two integrals from below for one function.

Reading path

To understand this page from the ground up, read these 5 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.
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  1. Fourier transform concept
  2. Gabor frame concept
  3. Lp space concept
  4. Riesz basis concept
  5. Balian–Low theorem statement

Further reading

  1. Web https://en.wikipedia.org/wiki/Balian%E2%80%93Low_theorem
About this page
TagXVVHKCYF2Z
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Kindstatement, theorem
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MSC42C15, 42A38
StatusThis copy of the site has no build data. Run m2 status XVVHKCYF2Z.
AboutGabor frame
UsesGabor frame, Riesz basis, Fourier transform, Lp space
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