Convergence analysis of the least squares constant modulus algorithm in interference cancellation applications

Citation
Te. Biedka et al., Convergence analysis of the least squares constant modulus algorithm in interference cancellation applications, IEEE COMMUN, 48(3), 2000, pp. 491-501
Citations number
39
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE TRANSACTIONS ON COMMUNICATIONS
ISSN journal
00906778 → ACNP
Volume
48
Issue
3
Year of publication
2000
Pages
491 - 501
Database
ISI
SICI code
0090-6778(200003)48:3<491:CAOTLS>2.0.ZU;2-B
Abstract
The convergence behavior of the least squares constant modulus (CM) algorit hm in an adaptive beamforming application is examined. It is assumed that t he desired signal and the interference are uncorrelated, The improvement in output signal-to-interference ratio (SIR) with each iteration of the algor ithm is predicted for several different signal environments. Deterministic results are presented for an environment containing two complex sinusoids, Probabilistic results are presented for a CM desired signal with a CM inter ferer and with a Gaussian interferer. The asymptotic improvement in output SIR as the output SIR becomes high is also derived. The results of Monte Ca rlo simulations using sinusoidal, frequency modulation, and quadrature phas e-shift keying signals are included to support the derivations.