Sampling representations and the optimum reconstruction of signals

This paper treats the problem of the representation and reconstruction of signals from several sets of sampled values using a multiple-channel sampling and reconstruction scheme. Realizable and unrealizable solutions are presented for the optimum linear postfiltering and prefiltering operations. It is shown that the number of "independent" sets of samples which are necessary for the exact reconstruction of a signal is equal to the maximum number of overlappings of its sampled spectrum. This enables many different sampling expansions to be derived. The simultaneous optimization of the unrealizable linear prefilter and postfilter combination is carried out for the case where two sets of sampled values are taken. It is shown that with the optimum combination of filters, the angular frequency range of the input signal is limited by the prefilters to a total width of 4\pi \rho , which is a natural extension of the single-channel result.

[1]  R. M. Stewart Statistical Design and Evaluation of Filters for the Restoration of Sampled Data , 1956, Proceedings of the IRE.

[2]  H. Robbins An Extension of Wiener Filter Theory to Partly Sampled Systems , 1959 .

[3]  Lawrence J. Fogel,et al.  Some general aspects of the sampling theorem , 1956, IRE Trans. Inf. Theory.

[4]  E. Wong,et al.  On the multidimensional prediction and filtering problem and the factorization of spectral matrices , 1961 .

[5]  K. D. Tocher,et al.  Sampled‐Data Control Systems , 1959 .

[6]  D. Youla,et al.  On the factorization of rational matrices , 1961, IRE Trans. Inf. Theory.

[7]  Philip M. Woodward,et al.  Probability and Information Theory with Applications to Radar , 1954 .

[8]  W. M. Brown Optimum prefiltering of sampled data (Corresp.) , 1961, IRE Trans. Inf. Theory.

[9]  D. Middleton,et al.  A Note on Optimum Pre-Sampling Filters , 1963 .

[10]  Jr. J. Spilker Theoretical Bounds on the Performance of Sampled Data Communications Systems , 1960 .

[11]  David Middleton,et al.  Sampling and Reconstruction of Wave-Number-Limited Functions in N-Dimensional Euclidean Spaces , 1962, Inf. Control..

[12]  Lawrence J. Fogel,et al.  A note on the sampling theorem , 1955, IRE Trans. Inf. Theory.

[13]  J. B. Thomas,et al.  Truncation Error of Sampling-Theorem Expansions , 1962, Proceedings of the IRE.

[14]  A. V. Balakrishnan A note on the sampling principle for continuous signals , 1957, IRE Trans. Inf. Theory.

[15]  S. Chang Optimum transmission of continuous signal over a sampled data link , 1961, Transactions of the American Institute of Electrical Engineers, Part II: Applications and Industry.

[16]  Edmund Taylor Whittaker XVIII.—On the Functions which are represented by the Expansions of the Interpolation-Theory , 1915 .

[17]  N. Wiener,et al.  The prediction theory of multivariate stochastic processes, II , 1958 .

[18]  A. Kohlenberg Exact Interpolation of Band‐Limited Functions , 1953 .

[19]  D. Linden A Discussion of Sampling Theorems , 1959, Proceedings of the IRE.