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Irregular sampling, Toeplitz matrices, and the approximation of entire functions of exponential type
Author(s):
Karlheinz
Gröchenig.
Journal:
Math. Comp.
68
(1999),
749-765.
MSC (1991):
Primary 30E05, 30E10, 42A10, 94A12
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Abstract:
In many applications one seeks to recover an entire function of exponential type from its non-uniformly spaced samples. Whereas the mathematical theory usually addresses the question of when such a function in can be recovered, numerical methods operate with a finite-dimensional model. The numerical reconstruction or approximation of the original function amounts to the solution of a large linear system. We show that the solutions of a particularly efficient discrete model in which the data are fit by trigonometric polynomials converge to the solution of the original infinite-dimensional reconstruction problem. This legitimatizes the numerical computations and explains why the algorithms employed produce reasonable results. The main mathematical result is a new type of approximation theorem for entire functions of exponential type from a finite number of values. From another point of view our approach provides a new method for proving sampling theorems.
References:
- 1.
- J. J. Benedetto. Frame decompositions, sampling, and uncertainty principle inequalities. In ``Wavelets: Mathematics and Applications'', J. Benedetto, M. Frazier, eds., pp. 247-304, CRC Press, 1993. MR 94i:94005
- 2.
- A. Beurling. Collected Works. Vol. 2, Harmonic Analysis, L. Carleson, ed., Birkhäuser, Boston, 1989, pp. 341-365. MR 92k:01046b
- 3.
- A. Beurling, P. Malliavin. On the closure of characters and the zeros of entire functions. Acta Math. 118 (1967), 79-95. MR 35:654
- 4.
- P. L. Butzer, W. Splettstößer, R. Stens. The sampling theorem and linear prediction in signal analysis. Jber.d. Dt. Math.-Verein. 90 (1987), 1-70. MR 89b:94006
- 5.
- R. Duffin, A. Schaeffer. A class of nonharmonic Fourier series. Trans. Amer. Math. Soc. 72(1952), 341-366. MR 13:839a
- 6.
- H. G. Feichtinger, K. Gröchenig. Theory and practice of irregular sampling. In ``Wavelets: Mathematics and Applications'', J. Benedetto, M. Frazier, eds., pp. 305-363, CRC Press, 1993. MR 94i:94008
- 7.
- H. G. Feichtinger, K. Gröchenig, T. Strohmer. Efficient numerical methods in non-uniform sampling theory. Num. Math. 69(4) (1995), 423-440. MR 95j:65011
- 8.
- K. Gröchenig, Reconstruction algorithms in irregular sampling. Math. Comp. 59 (1992), 181-194. MR 93a:41025
- 9.
- K. Gröchenig, A discrete theory of irregular sampling. Lin. Alg. Appl. 193 (1993), 129-150. MR 94m:94005
- 10.
- K. Gröchenig. Finite and Infinite-Dimensional Models of Non-Uniform Sampling. Proc. SampTA 97, Aveiro, Portugal, June 1997, pp. 285-290.
- 11.
- G. Hardy, J. E. Littlewood, G. Pólya. Inequalities. 2nd Ed., Cambridge Univ. Press. 1952. MR 13:727e
- 12.
- S. Jaffard. A density criterion for frames of complex exponentials. Michigan Math. J. 38 (1991), 339-348. MR 92i:42001
- 13.
- H. Landau. Necessary density conditions for sampling and interpolation of certain entire functions. Acta Math. 117 (1967), 37-52. MR 36:5604
- 14.
- H. Landau. Extrapolating a band-limited function from its samples taken in a finite interval. IEEE Trans. Information Theory 32(4) (1986), 464-470.
- 15.
- B. S. Pavlov. Basicity of an exponential system and Muckenhaupt's condition. Sov. Math. Dokl. 20 (1979), 655-659. MR 84j:42042
- 16.
- L. Reichel, G. S. Ammar, W. B. Gragg. Discrete least squares approximation by trigonometric polynomials. Math. Comp. 57 (1991), 273-289. MR 91j:65027
- 17.
- K. Seip. On the connection between exponential bases and certain related sequences in
. J. Functional Anal. 130 (1995), 131-160. MR 96d:46030 - 18.
- T. Strohmer. Efficient methods for digital signal and image reconstruction from non-uniform samples. Ph. D. Thesis, University of Vienna, 1993.
- 19.
- R. Young. An Introduction to Nonharmonic Fourier Series. Academic Press, New York. 1980. MR 81m:42027
- 20.
- A. I. Zayed. Advances in Shannon's sampling theory. CRC Press, 1993. MR 95f:94008
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Additional Information:
Karlheinz
Gröchenig
Affiliation:
Department of Mathematics, The University of Connecticut, Storrs, CT. 06269-3009
Email:
groch@math.uconn.edu
DOI:
10.1090/S0025-5718-99-01029-7
PII:
S 0025-5718(99)01029-7
Keywords:
Entire functions of exponential type,
irregular sampling,
Toeplitz matrices,
approximation by trigonometric polynomials
Received by editor(s):
October 25, 1996
Additional Notes:
This work was partially supported by NSF grant DMS-9306430.
Copyright of article:
Copyright
1999,
American Mathematical Society
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