Abstract
This paper discusses some extensions and generalizations of Shannon’s sampling theorem and points out possible applications in geodesy. More specifically, it shows that, for band-limited signals, missing data can be recovered from the remaining data on incomplete, filtered, rotated, scaled and/or transposed grids without the need of employing extra interpolation functions. In geodesy, such signals can be terrain-corrected gravity anomalies, geoid undulations from satellite altimetry, airborne gravity measurements, etc. These techniques are also applicable when irregularly distributed data are used directly to produce results on regular grids. Besides the recovery of the missing values, general schemes can be developed for interpolating at arbitrary locations employing only the remaining values, i.e., without the need to recover the missing data first. The sensitivity of these procedures to errors due to truncation, data noise, and jitter is also discussed briefly.
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References
Clark, J.J., Palmer, M.R. and Lawrence, P.D., 1985, A transformation method for the reconstruction of functions from nonuniformly spaced samples, IEEE Trans. on Acoustics, Speech, and Signal Processing Vol. 33, No. 4, pp. 1151–1165.
Dudgeon, D.E. and Mersereau, R.M., 1984, Multidimensional Digital Signal Processing, Prentice-Hall, Inc., Englewood Cliffs, New Jersey.
Hanssen, R.H., 1993, The application of Radon transformation for the analysis of sparsely sampled data, TU Delft, Faculty of Geodetic Engineering Report No. 93.1, Delft.
Marks II, R.J., 1983, Restoring lost samples from an oversampled band-limited signal, IEEE Trans, on Acoustics, Speech, and Signal Processing Vol. 31, No. 3, pp. 752–755.
Marks II, R.J., 1986, Multidimensional-signal sample dependency at Nyquist densities, Journal of the Optical Society of America A Vol. 3, No. 2, pp. 268–273.
Marks II, R.J., 1991, Introduction to Shannon Sampling and Interpolation Theory, Springer- Verlag, New York.
Marks II, R.J. and Radbel, D., 1984, Error of linear estimation of lost samples in an oversampled band-limited signal, IEEE Trans, on Acoustics, Speech, and Signal Processing Vol. 32, No. 3, pp. 648–654.
Mersereau, R.M., 1979, The processing of hexagonally sampled two-dimensional signals, Proc. of the IEEE Vol. 67, No. 6, pp. 930–949.
Mersereau, R.M. and Oppenheim, A.V., 1974, Digital reconstruction of multidimensional signal from their projections, Proc. of the IEEE Vol. 62, No. 10, pp. 1319–1338.
MeskĂł, A., 1984, Digital Filtering: Applications in Geophysical Exploration for Oil, Akademiai KiadĂł, Budapest.
Papoulis, A., 1966, Error analysis in sampling theory, Proc. of the IEEE Vol. 54, No. 7, pp. 947–955.
Papoulis, A., 1977, Signal analysis, McGraw-Hill, New York.
Petersen D.P. and Middleton, D., 1962, Sampling and reconstruction of wave-number-limited functions in N-dimensional Euclidean spaces, Information and Control Vol. 6, pp. 279–323.
Sideris, M.G., 1994, Fourier geoid determination with irregular data, Accepted for publication in Manuscripta Geodaetica.
Soumekh, M., 1988, Band-limited interpolation from unevenly spaced sampled data, IEEE Trans, on Acoustics, Speech, and Signal Processing Vol. 36, No. 1, pp. 110–121.
Vermeer, M., 1992, A frequency domain approach to optimal geophysical data gridding, Manuscripta Geodaetica, Vol. 17, pp. 141–154.
Zhou, Y., 1992, Application of Radon transform to the processing of airborne geophysical data, Ph.D. dissertation, TU Delft, Delft.
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Sideris, M.G. (1995). On the Reconstruction of Regular Grids from Incomplete, Filtered or Unevenly Sampled Band-Limited Data. In: Sansò, F. (eds) Geodetic Theory Today. International Association of Geodesy Symposia, vol 114. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-79824-5_29
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DOI: https://doi.org/10.1007/978-3-642-79824-5_29
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