Ei. Plotkin et al., A NOVEL ITERATIVE METHOD FOR THE RECONSTRUCTION OF SIGNALS FROM NONUNIFORMLY SPACED SAMPLES, Signal processing, 37(2), 1994, pp. 203-213
In this paper we address the problem of reconstruction of signals from
their nonequally spaced samples. Exploiting the close-to-band structu
re of the composing matrix, a two-stage procedure for the recovery of
uniform samples from nonuniform samples has been suggested by Plotkin
and Swamy (1987). In order to reduce the computational complexity, a s
pecial procedure of partitioning the composing matrix into a set of ov
erlapping submatrices was used. Then the error in the estimate was red
uced by applying an iterative procedure. The present paper is an exten
sion of results presented by Plotkin and Swamy (1987). In this we prop
ose a modification to their procedure, so as to recover an equal numbe
r of uniformly spaced samples as are those in the nonuniform set. We s
how that the iterative algorithm converges conditionally and the condi
tions are weak and may be implemented easily. Computer simulation resu
lts have been presented which show that the proposed technique perform
s well even for deviations of nonuniform sample positions well beyond
the corresponding uniform positions. The proposed method is attractive
from computational point of view also.