Signal Extrapolation in Wavelet Subspaces

The Papoulis–Gerchberg (PG) algorithm is well known for band-limited signal extrapolation. The authors consider the generalization of the PG algorithm to signals in the wavelet subspaces in this research. The uniqueness of the extrapolation for continuous-time signals is examined, and sufficient conditions on signals and wavelet bases for the generalized PG (GPG) algorithm to converge are given. A discrete GPG algorithm is proposed for discrete-time signal extrapolation, and its convergence is investigated. Numerical examples are given to illustrate the performance of the discrete GPG algorithm.

[1]  J. Sanz,et al.  On the Gerchberg - Papoulis algorithm , 1983 .

[2]  Xiang-Gen Xia,et al.  On sampling theorem, wavelets, and wavelet transforms , 1993, IEEE Trans. Signal Process..

[3]  I. Daubechies Orthonormal bases of compactly supported wavelets , 1988 .

[4]  C. Chui Wavelets: A Tutorial in Theory and Applications , 1992 .

[5]  Xiang-Gen Xia An extrapolation for general analytic signals , 1992, IEEE Trans. Signal Process..

[6]  A. J. Jerri Correction to "The Shannon sampling theorem—Its various extensions and applications: A tutorial review" , 1979 .

[7]  A. J. Jerri The Shannon sampling theorem—Its various extensions and applications: A tutorial review , 1977, Proceedings of the IEEE.

[8]  A. Aldroubi,et al.  Families of wavelet transforms in connection with Shannon's sampling theory and the Gabor transform , 1993 .

[9]  J. Cadzow,et al.  An extrapolation procedure for band-limited signals , 1979 .

[10]  Norman E. Hurt,et al.  Phase Retrieval and Zero Crossings , 1989 .

[11]  Gilbert G. Walter,et al.  A sampling theorem for wavelet subspaces , 1992, IEEE Trans. Inf. Theory.

[12]  Moshe Zakai,et al.  Band-Limited Functions and the Sampling Theorem , 1965, Inf. Control..

[13]  Stéphane Mallat,et al.  A Theory for Multiresolution Signal Decomposition: The Wavelet Representation , 1989, IEEE Trans. Pattern Anal. Mach. Intell..

[14]  X Ia ON A CONJECTURE OF BAND-LIMITED SIGNAL EXTRAPOLATION , 1986 .

[15]  Olivier Rioul,et al.  Fast algorithms for discrete and continuous wavelet transforms , 1992, IEEE Trans. Inf. Theory.

[16]  Xu Wenyuan,et al.  On the Extrapolation of Band-Limited Functions with Energy Constraints , 1982 .

[17]  A. Papoulis A new algorithm in spectral analysis and band-limited extrapolation. , 1975 .

[18]  M. D. Rawn,et al.  Generalized sampling theorems for Bessel-type transforms of bandlimited functions and distributions , 1989 .

[19]  R. Gerchberg Super-resolution through Error Energy Reduction , 1974 .

[20]  Ingrid Daubechies,et al.  Ten Lectures on Wavelets , 1992 .

[21]  Amara Lynn Graps,et al.  An introduction to wavelets , 1995 .

[22]  J. Sanz,et al.  Some aspects of band-limited signal extrapolation: Models, discrete approximations, and noise , 1983 .