Abstract
One of the major differences between Paley-Wiener spaces of bandlimited signals and the principal shift-invariant (PSI) spaces of wavelet theory is that the latter, although shift-invariant, are in general not translation-invariant. In this paper we study the extra difficulties non-translation-invariance creates for the sampling theory of PSI and multiresolution spaces. In particular it is shown that sampling in PSI spaces requires an extra initialization step to determine the times at which sampled data is acquired. An algorithm is developed to provide this initialization and its effectiveness shown theoretically and demonstrated on a synthetic data set.
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Aldroubi, A., Gröchenig, K.: Nonuniform sampling and reconstruction in shift-invariant spaces. SIAM Rev. 43, 585–620 (2001)
Aldroubi, A., Cabrelli, C., Heil, C., Kornelson, K., Molter, U.: Invariance of a shift-invariant space (preprint)
Bastys, A.J.: Orthogonal and biorthogonal scaling functions with good translation invariance characteristic. In: Proc. SampTA, Aveiro, pp. 239–244 (1997)
Bastys, A.J.: Translation invariance of orthogonal multiresolution analyses of L 2(ℝ). Appl. Comput. Harmon. Anal. 9, 128–145 (2000)
Berenstein, C.A., Struppa, D.C.: Small degree solutions for the polynomial Bezout equation. Linear Algebra Appl. 98, 41–55 (1988)
Daubechies, I.: Ten Lectures on Wavelets. CBMS-NSF Reg. Conf. Ser. Applied Math., vol. 61, SIAM, Philadelphia (1992)
Djokovic, I., Vaidyanathan, P.P.: Generalized sampling theorems in multiresolution subspaces. IEEE Trans. Signal Process. 45, 583–599 (1997)
Dym, H., McKean, H.P.: Fourier Series and Integrals. Academic Press, San Diego (1972)
Heil, C., Walnut, D.: Continuous and discrete wavelet transforms. SIAM Rev. 31, 628–666 (1998)
Hogan, J.A., Lakey, J.D.: Sampling and oversampling in shift invariant and multiresolution spaces I: validation of sampling schemes. Int. J. Wavelets Multiresolut. Inf. Process. 3, 257–281 (2005)
Hogan, J.A., Lakey, J.D.: Non-translation invariance in principal shift-invariant spaces. In: Begehr, H.G.W., Gilbert, R.P., Muldoon, M.E., Wong, M.W. (eds.) Advances in Analysis: Proceedings of the 4th International ISAAC Congress, pp. 471–485. World Scientific, Singapore (2005)
Hogan, J.A., Lakey, J.D.: Time-Frequency and Time-Scale Analysis: Adaptive Decompositions, Uncertainty Principles, and Sampling. Birkhäuser, Boston (2005)
Hogan, J.A., Lakey, J.D.: Sampling and oversampling in shift invariant and multiresolution spaces II: algorithms and applications (preprint)
Janssen, A.J.E.M.: The Zak transform: a signal transform for sampled time-continuous signals. Philips J. Res. 39, 23–69 (1988)
Janssen, A.J.E.M.: The Zak transform and sampling theorems for wavelet subspaces. IEEE Trans. Sig. Process. 41, 3360–3364 (1993)
Madych, W.R.: Some elementary properties of multiresolution. In: Chui, C.K. (ed.) Wavelets: A Tutorial in Theory and Applications. Academic Press, San Diego (1992)
Xia, X.-G., Zhang, Z.: On sampling theorem, wavelets and wavelet transforms. IEEE Trans. Signal Process. 41, 3524–3535 (1993)
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This paper was partly written while Jeff Hogan was on sabbatical at the University of Vienna, where he was supported by the European Union EUCETIFA grant MEXT-CT-2004-517154 and a University of Arkansas Fulbright College of Arts and Sciences Research Incentive Grant.
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Hogan, J., Lakey, J. Non-Translation-Invariance and the Synchronization Problem in Wavelet Sampling. Acta Appl Math 107, 373–398 (2009). https://doi.org/10.1007/s10440-009-9480-y
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DOI: https://doi.org/10.1007/s10440-009-9480-y
Keywords
- Sampling
- Principal shift-invariant spaces
- Multiresolution analysis
- Zak transform
- Scaling functions
- Quadrature mirror filter