Math 2.0

Harmonic analysis on Euclidean spaces Definition

Gabor frame

Builds on Short-time Fourier transformLp space

Definition

For x,ω∈ℝx, \omega \in \R and g∈L2(ℝ)g \in L^2(\R), let Txg(t)=g(t−x)T_x g(t) = g(t - x) and Mωg(t)=e2πiωtg(t)M_\omega g(t) = e^{2\pi i \omega t} g(t). Let g∈L2(ℝ)g \in L^2(\R) be nonzero and let a,b>0a, b > 0. The Gabor system 𝒢(g,a,b)\mathcal{G}(g, a, b) is the family (MbnTakg)k,n∈ℤ(M_{bn} T_{ak} g)_{k, n \in \Z}. It is a Gabor frame if it is a frame of L2(ℝ)L^2(\R): there are constants 0<A≤B<∞0 < A \le B < \infty with A∥f∥2≤∑k,n∈ℤ∣⟨f,MbnTakg⟩∣2≤B∥f∥2for all f∈L2(ℝ).A \norm{f}^2 \le \sum_{k, n \in \Z} \abs{\ip{f}{M_{bn} T_{ak} g}}^2 \le B \norm{f}^2 \quad \text{for all } f \in L^2(\R).

Remarks

The coefficients ⟨f,MbnTakg⟩\ip{f}{M_{bn} T_{ak} g} are the values Vgf(ak,bn)V_g f(ak, bn) of the short-time Fourier transform on the lattice aℤ×bℤa\Z \times b\Z. If 𝒢(g,a,b)\mathcal{G}(g, a, b) is a frame, then ab≤1ab \le 1; for ab=1ab = 1 it is a frame only if it is a Riesz basis. For the Gaussian g(t)=e−πt2g(t) = e^{-\pi t^2}, the system 𝒢(g,a,b)\mathcal{G}(g, a, b) is a frame exactly when ab<1ab < 1, a result of Lyubarskii and of Seip.

Example: let g=1[0,1)g = 1_{[0, 1)} and a=b=1a = b = 1. The translates TkgT_k g are the indicators of the intervals [k,k+1)[k, k+1), which tile ℝ\R. On each such interval the functions e2πinte^{2\pi i n t}, n∈ℤn \in \Z, form an orthonormal basis of L2([k,k+1))L^2([k, k+1)). So 𝒢(g,1,1)\mathcal{G}(g, 1, 1) is an orthonormal basis of L2(ℝ)L^2(\R), hence a Gabor frame with A=B=1A = B = 1.

Non-example: with g=1[0,1)g = 1_{[0, 1)}, a=2a = 2 and b=1b = 1, every function in the system vanishes on [1,2)[1, 2). So a nonzero ff supported in [1,2)[1, 2) has all coefficients 00, and the lower frame bound fails.

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  1. Lp space concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Gabor_transform
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MSC42C15, 94A12
DefinesGabor frame
UsesShort-time Fourier transform, Lp space

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