Title :
Nonuniform array processing via the polynomial approach
Author :
Weiss, Anthony J. ; Willsky, Alan S. ; Levy, Bernard C.
Author_Institution :
Saxpy Comput. Corp., Sunnyvale, CA, USA
Abstract :
A polynomial approach for maximum-likelihood (ML) estimation of superimposed signals in time-series problems and array processing was recently proposed. This technique was applied successfully to linear uniform arrays and to uniformly sampled complex exponential signals. However, uniformly spaced arrays are not optimal for minimum variance estimation of bearing, range or position, and uniform sampling of signals is not always possible in practice. The authors make use of the expectation-maximization algorithm to apply the polynomial approach to sublattice arrays and to missing samples in time-series problems.<>
Keywords :
antenna arrays; antenna theory; computerised signal processing; noise; polynomials; signal detection; telecommunications computing; array processing; expectation maximisation algorithm; minimum variance estimation; nonuniform array processing; polynomial; sublattice arrays; superimposed signals; time-series problems; uniformly sampled complex exponential signals; Array signal processing; Computer science; Information analysis; Maximum likelihood estimation; Military computing; Polynomials; Sensor arrays; Signal analysis; Signal processing; Signal sampling;
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on