The Mystery of Gabor Frames
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Abstract
This is a survey about the theory of Gabor frames. We review the structural results about Gabor frames over a lattice and then discuss the few known results about the fine structure of Gabor frames. We add a new result about the relation between properties of the window and properties of the frame set and conclude with a vision of how a more complete theory of the fine structure might look like.
Keywords
Gabor frame Time–frequency shift LatticeNotes
Acknowledgments
This survey owes a lot to inspiring and fruitful collaborations with Yura Lyubarski and Joachim Stöckler and to many exciting discussions with them. I would like to thank Christopher Heil for his invaluable advice on mathematical writing and Hans Feichtinger for his comments on the manuscript.
References
- 1.Aldroubi, A., Gröchenig, K.: Beurling–Landau-type theorems for non-uniform sampling in shift invariant spline spaces. J. Fourier Anal. Appl. 6(1), 93–103 (2000)CrossRefMATHMathSciNetGoogle Scholar
- 2.Ascensi, G., Bruna, J.: Model space results for the Gabor and wavelet transforms. IEEE Trans. Inform. Theory 55(5), 2250–2259 (2009)CrossRefMathSciNetGoogle Scholar
- 3.Ascensi, G., Feichtinger, H.G., Kaiblinger, N.: Dilation of the Weyl symbol and Balian-Low theorem. Trans. Amer. Math. Soc. 366, 3865–3880 (2014)Google Scholar
- 4.Balian, R.: Un principe d’incertitude fort en théorie du signal ou en mécanique quantique. C. R. Acad. Sci. Paris Sér. II 292(20), 1357–1362 (1981)MathSciNetGoogle Scholar
- 5.Bannert, S., Gröchenig, K., Stöckler, J.: Discretized Gabor frames of totally positive functions. IEEE Trans. Inform. Theory 60(1), 159–169 (2014)CrossRefMathSciNetGoogle Scholar
- 6.Bekka, B.: Square integrable representations, von Neumann algebras and an application to Gabor analysis. J. Fourier Anal. Appl. 10(4), 325–349 (2004)CrossRefMATHMathSciNetGoogle Scholar
- 7.Benedetto, J.J., Heil, C., Walnut, D.F.: Differentiation and the Balian-Low theorem. J. Fourier Anal. Appl. 1(4), 355–402 (1995)CrossRefMATHMathSciNetGoogle Scholar
- 8.Bittner, K., Chui, C.C.: Gabor frames with arbitrary windows. In: Chui, J.S.C.K., Schumaker, L.L. (eds.) Approximation Theorie X. Vanderbilt University Press, Nashville (2002)Google Scholar
- 9.Bölcskei, H.: Orthogonal frequency division multiplexing based on offset QAM. In: Advances in Gabor Analysis, Appl. Numer. Harmon. Anal., pp. 321–352. Birkhäuser Boston, Boston (2003)Google Scholar
- 10.Christensen, O.: An introduction to frames and Riesz bases. Applied and Numerical Harmonic Analysis. Birkhäuser Boston Inc., Boston (2003)Google Scholar
- 11.Conway, J.B.: A course in functional analysis, 2nd edn. Springer, New York (1990)MATHGoogle Scholar
- 12.Cordero, E., Gröchenig, K.: Time-frequency analysis of localization operators. J. Funct. Anal. 205(1), 107–131 (2003)CrossRefMATHMathSciNetGoogle Scholar
- 13.Czaja, W., Powell, A.M.: Recent developments in the Balian-Low theorem. Harmonic analysis and applications, Appl. Numer. Harmon. Anal., pp. 79–100. Birkhäuser Boston, Boston (2006)CrossRefGoogle Scholar
- 14.Dai, X.-R., Sun, Q.: The \(abc\)-problem for Gabor systems. Preprint, http://arxiv.org/pdf/1304.7750
- 15.Daubechies, I.: The wavelet transform, time–frequency localization and signal analysis. IEEE Trans. Inform. Theory 36(5), 961–1005 (1990)CrossRefMATHMathSciNetGoogle Scholar
- 16.Daubechies, I., Landau, H.J., Landau, Z.: Gabor time–frequency lattices and the Wexler–Raz identity. J. Fourier Anal. Appl. 1(4), 437–478 (1995)CrossRefMATHMathSciNetGoogle Scholar
- 17.Daubechies, I., Grossmann, A., Meyer, Y.: Painless nonorthogonal expansions. J. Math. Phys. 27(5), 1271–1283 (1986)CrossRefMATHMathSciNetGoogle Scholar
- 18.Del Prete, V.: Estimates, decay properties, and computation of the dual function for Gabor frames. J. Fourier Anal. Appl. 5(6), 545–562 (1999)Google Scholar
- 19.Dolson, M.: The phase vocoder: a tutorial. Comput. Music. J. 10(4), 11–27 (1986)CrossRefGoogle Scholar
- 20.Dörfler, M., Gröchenig, K.: Time–frequency partitions and characterizations of modulation spaces with localization operators. J. Funct. Anal. 260(7), 1903–1924 (2011)CrossRefMATHMathSciNetGoogle Scholar
- 21.Feichtinger, H.G.: On a new Segal algebra. Monatsh. Math. 92(4), 269–289 (1981)CrossRefMATHMathSciNetGoogle Scholar
- 22.Feichtinger, H.G.: Modulation spaces on locally compact abelian groups. In Proceedings of “International Conference on Wavelets and Applications” 2002, pp. 99–140, Chennai, India, 2003. Updated version of a technical report, University of Vienna, 1983Google Scholar
- 23.Feichtinger, H.G.: Modulation spaces: looking back and ahead. Sampl. Theory Signal Image Process. 5(2), 109–140 (2006)MATHMathSciNetGoogle Scholar
- 24.Feichtinger, H.G., Gröchenig, K.: Banach spaces related to integrable group representations and their atomic decompositions. I. J. Funct. Anal. 86(2), 307–340 (1989)CrossRefMATHGoogle Scholar
- 25.Feichtinger, H.G., Gröchenig, K.: Gabor frames and time–frequency analysis of distributions. J. Funct. Anal. 146(2), 464–495 (1997)CrossRefMATHMathSciNetGoogle Scholar
- 26.Feichtinger, H.G., Janssen, A.J.E.M.: Validity of WH-frame bound conditions depends on the lattice parameters. Appl. Comp. Harmon. Anal. 8, 104–112 (2000)CrossRefMATHMathSciNetGoogle Scholar
- 27.Feichtinger, H.G., Kaiblinger, N.: Varying the time–frequency lattice of Gabor frames. Trans. Amer. Math. Soc. 356(5), 2001–2023 (2004)CrossRefMATHMathSciNetGoogle Scholar
- 28.Feichtinger, H.G., Kozek, W.: Quantization of TF lattice-invariant operators on elementary LCA groups. Gabor analysis and algorithms, pp. 233–266. Birkhäuser Boston, Boston (1998)CrossRefGoogle Scholar
- 29.Feichtinger, H.G., Luef, F.: Wiener amalgam spaces for the fundamental identity of Gabor analysis. Collect. Math. 57, 233–253 (2006)MathSciNetGoogle Scholar
- 30.Feichtinger, H.G., Strohmer, T. (eds.): Gabor Analysis and Algorithms: Theory and Applications. Birkhäuser Boston, Boston (1998)MATHGoogle Scholar
- 31.Feichtinger, H.G., Strohmer, T. (eds.): Advances in Gabor analysis. Applied and Numerical Harmonic Analysis. Birkhäuser Boston Inc., Boston (2003)Google Scholar
- 32.Feichtinger, H.G., Sun, W.: Sufficient conditions for irregular Gabor frames. Adv. Comput. Math. 26(4), 403–430 (2007)CrossRefMATHMathSciNetGoogle Scholar
- 33.Feichtinger, H.G., Zimmermann, G.: A Banach space of test functions for Gabor analysis. Gabor Analysis and Algorithms, pp. 123–170. Birkhäuser Boston, Boston (1998)CrossRefGoogle Scholar
- 34.Folland, G.B.: Harmonic Analysis in Phase Space. Princeton University Press, Princeton (1989)MATHGoogle Scholar
- 35.Gröchenig, K.: An uncertainty principle related to the Poisson summation formula. Studia Math. 121(1), 87–104 (1996)MATHMathSciNetGoogle Scholar
- 36.Gröchenig, K.: Foundations of Time–Frequency Analysis. Birkhäuser Boston Inc., Boston (2001)CrossRefMATHGoogle Scholar
- 37.Gröchenig, K.: Time–frequency analysis of Sjöstrand’s class. Rev. Mat. Iberoam. 22(2), 703–724 (2006)CrossRefMATHMathSciNetGoogle Scholar
- 38.Gröchenig, K.: Gabor frames without inequalities. Int. Math. Res. Not. (2007). doi: 10.1093/imrn/rnm111
- 39.Gröchenig, K.: Wiener’s lemma: theme and variations. An introduction to spectral invariance. In: Forster, B., Massopust, P. (eds.) Four Short Courses on Harmonic Analysis, Appl. Num. Harm. Anal. Birkhäuser, Boston (2010)Google Scholar
- 40.Gröchenig, K.: Multivariate Gabor frames and sampling of entire functions of several variables. Appl. Comput. Harmon. Anal. 31(2), 218–227 (2011)CrossRefMATHMathSciNetGoogle Scholar
- 41.Gröchenig, K., Han, D., Heil, C., Kutyniok, G.: The Balian–Low theorem for symplectic lattices in higher dimensions. Appl. Comput. Harmon. Anal. 13(2), 169–176 (2002)CrossRefMATHMathSciNetGoogle Scholar
- 42.Gröchenig, K., Janssen, A.J.E.M., Kaiblinger, N., Pfander, G.E.: Note on \(B\)-splines, wavelet scaling functions, and Gabor frames. IEEE Trans. Inform. Theory 49(12), 3318–3320 (2003)CrossRefMATHMathSciNetGoogle Scholar
- 43.Gröchenig, K., Leinert, M.: Wiener’s lemma for twisted convolution and Gabor frames. J. Amer. Math. Soc. 17, 1–18 (2004)CrossRefMATHMathSciNetGoogle Scholar
- 44.Gröchenig, K., Lyubarskii, Y.: Gabor frames with Hermite functions. C. R. Math. Acad. Sci. Paris 344(3), 157–162 (2007)CrossRefMATHMathSciNetGoogle Scholar
- 45.Gröchenig, K., Lyubarskii, Y.: Gabor (super)frames with Hermite functions. Math. Ann. 345(2), 267–286 (2009)CrossRefMATHMathSciNetGoogle Scholar
- 46.Gröchenig, K., Y. Lyubarskii, Y.: Sampling of entire functions of several variables on a lattice and multivariate Gabor frames. Technical report (2013)Google Scholar
- 47.Gröchenig, K., Ortega-Cerda, J., Romero, J.-L: Deformations of Gabor frames. Preprint, 2013, http://arxiv.org/abs/1311.3861
- 48.Gröchenig, K., Stöckler, J.: Gabor frames and totally positive functions. Duke Math. J. 162(6), 1003–1031 (2013)CrossRefMATHMathSciNetGoogle Scholar
- 49.He, X.-G., Lau, K.-S.: On the Weyl–Heisenberg frames generated by simple functions. J. Funct. Anal. 261(4), 1010–1027 (2011)CrossRefMATHMathSciNetGoogle Scholar
- 50.Gu, Q., Han, D.: When a characteristic function generates a Gabor frame. Appl. Comput. Harmon. Anal. 24(3), 290–309 (2008)CrossRefMATHMathSciNetGoogle Scholar
- 51.Heil, C.: History and evolution of the density theorem for Gabor frames. J. Fourier Anal. Appl. 13(2), 113–166 (2007)CrossRefMATHMathSciNetGoogle Scholar
- 52.Heil, C.: A basis theory primer. Applied and Numerical Harmonic Analysis. Birkhäuser/Springer, New York (2011)Google Scholar
- 53.Hlawatsch, F., Matz, G.: Wireless Communications over Rapidly Time-Varying Channels. Academic Press, Amsterdam (2011)Google Scholar
- 54.Janssen, A.J.E.M.: Duality and biorthogonality for Weyl–Heisenberg frames. J. Fourier Anal. Appl. 1(4), 403–436 (1995)CrossRefMATHMathSciNetGoogle Scholar
- 55.Janssen, A.J.E.M.: Some counterexamples in the theory of Weyl–Heisenberg frames. IEEE Trans. Inform. Theory 42(2), 621–623 (1996)CrossRefMATHMathSciNetGoogle Scholar
- 56.Janssen, A.J.E.M.: Some Weyl–Heisenberg frame bound calculations. Indag. Math. 7, 165–182 (1996)CrossRefMATHMathSciNetGoogle Scholar
- 57.Janssen, A.J.E.M.: Zak transforms with few zeros and the tie. Advances in Gabor Analysis. Birkhäuser Boston, Boston (2002)Google Scholar
- 58.Janssen, A.J.E.M.: On generating tight Gabor frames at critical density. J. Fourier Anal. Appl. 9(2), 175–214 (2003)CrossRefMATHMathSciNetGoogle Scholar
- 59.Janssen, A.J.E.M.L.: Classroom proof of the density theorem for Gabor systems. ESI preprints, 2005Google Scholar
- 60.Janssen, A.J.E.M., Strohmer, T.: Hyperbolic secants yield Gabor frames. Appl. Comput. Harmon. Anal. 12(2), 259–267 (2002)CrossRefMATHMathSciNetGoogle Scholar
- 61.Karlin, S.: Total Positivity, vol. I. Stanford University Press, Stanford (1968)MATHGoogle Scholar
- 62.Katznelson, Y.: An Introduction to Harmonic Analysis. Wiley, New York (1968)MATHGoogle Scholar
- 63.Kloos, T., Stöckler, J.: Zak transforms and Gabor frames of totally positive functions and exponential B-splines. Preprint, 2013. http://arxiv.org/abs/1311.7359
- 64.Levin, B.Y.: Lectures on Entire Functions. American Mathematical Society, Providence, RI (1996). In collaboration with and with a preface by Yu. Lyubarskii, M. Sodin and V. Tkachenko, Translated from the Russian manuscript by TkachenkoMATHGoogle Scholar
- 65.Low, F.: Complete sets of wave packets. In: DeTar, C. (ed.) A Passion for Physics-Essay in Honor of Geoffrey Chew, pp. 17–22. World Scientific, Singapore (1985)Google Scholar
- 66.Luef, F.: Projective modules over noncommutative tori are multi-window Gabor frames for modulation spaces. J. Funct. Anal. 257(6), 1921–1946 (2009)CrossRefMATHMathSciNetGoogle Scholar
- 67.Lyubarskii, Y., Nes, P.G.: Gabor frames with rational density. Appl. Comput. Harmon. Anal. 34(3), 488–494 (2013)CrossRefMATHMathSciNetGoogle Scholar
- 68.Lyubarskiĭ, Y.I.: Frames in the Bargmann space of entire functions. Entire and Subharmonic Functions, p. 167. American Mathematical Society, Providence, RI (1992)Google Scholar
- 69.Pfander, G.E., Rashkov, P.: Remarks on multivariate Gaussian Gabor frames. Monatsh. Math. 172(2), 179–187 (2013)CrossRefMATHMathSciNetGoogle Scholar
- 70.Ramanathan, J., Steger, T.: Incompleteness of sparse coherent states. Appl. Comput. Harmon. Anal. 2(2), 148–153 (1995)CrossRefMATHMathSciNetGoogle Scholar
- 71.Reiter, H.: Classical Harmonic Analysis and Locally Compact Groups. Clarendon Press, Oxford (1968)MATHGoogle Scholar
- 72.Rieffel, M.A.: Projective modules over higher-dimensional noncommutative tori. Can. J. Math. 40(2), 257–338 (1988)CrossRefMATHMathSciNetGoogle Scholar
- 73.Ron, A., Shen, Z.: Weyl–Heisenberg frames and Riesz bases in \(L_2({\mathbb{R}}^d)\). Duke Math. J. 89(2), 237–282 (1997)CrossRefMATHMathSciNetGoogle Scholar
- 74.Schoenberg, I.J.: On totally positive functions, Laplace integrals and entire functions of the Laguerre–Polya–Schur type. Proc. Nat. Acad. Sci. USA 33, 11–17 (1947)CrossRefMATHMathSciNetGoogle Scholar
- 75.Schoenberg, I.J.: On Pólya frequency functions. I. The totally positive functions and their Laplace transforms. J. Anal. Math. 1, 331–374 (1951)CrossRefMATHMathSciNetGoogle Scholar
- 76.Schoenberg, I.J., Whitney, A.: On Pólya frequence functions. III. The positivity of translation determinants with an application to the interpolation problem by spline curves. Trans. Amer. Math. Soc. 74, 246–259 (1953)MATHMathSciNetGoogle Scholar
- 77.Seip, K.: Density theorems for sampling and interpolation in the Bargmann–Fock space. I. J. Reine Angew. Math. 429, 91–106 (1992)MATHMathSciNetGoogle Scholar
- 78.Seip, K.: Interpolation and sampling in spaces of analytic functions, volume 33 of University Lecture Series. American Mathematical Society, Providence, RI (2004)Google Scholar
- 79.Strohmer, T.: Approximation of dual Gabor frames, window decay, and wireless communications. Appl. Comput. Harmon. Anal. 11(2), 243–262 (2001)CrossRefMATHMathSciNetGoogle Scholar
- 80.Strohmer, T.: Pseudodifferential operators and Banach algebras in mobile communications. Appl. Comput. Harmon. Anal. 20(2), 237–249 (2006)CrossRefMATHMathSciNetGoogle Scholar
- 81.Walnut, D.F.: Continuity properties of the Gabor frame operator. J. Math. Anal. Appl. 165(2), 479–504 (1992)CrossRefMATHMathSciNetGoogle Scholar
- 82.Walnut, D.F.: Lattice size estimates for Gabor decompositions. Monatsh. Math. 115(3), 245–256 (1993)CrossRefMATHMathSciNetGoogle Scholar
- 83.Wexler, J., Raz, S.: Discrete Gabor expansions. Signal Process. 21(3), 207–221 (1990)CrossRefGoogle Scholar
- 84.Zeevi, Y.Y., Zibulski, M., Porat, M.: Multi-window Gabor schemes in signal and image representations. Gabor analysis and algorithms, pp. 381–407. Birkhäuser Boston, Boston (1998)CrossRefGoogle Scholar
- 85.Zibulski, M., Zeevi, Y.Y.: Analysis of multiwindow Gabor-type schemes by frame methods. Appl. Comput. Harmon. Anal. 4(2), 188–221 (1997)CrossRefMATHMathSciNetGoogle Scholar
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