Title :
Multistage blind equalization in time-varying MIMO systems
Author :
Moazzami, Farzad ; Cole-Rhodes, Arlene
Author_Institution :
Dept. of Electr. & Comput. Eng., Morgan State Univ., Baltimore, MD, USA
Abstract :
In this work we evaluate the performance of multistage blind equalization scheme for time-varying MIMO systems. Equalization of the signals is achieved by minimizing a cost function, which is of a linear combination of the constant modulus algorithm (CMA) and the alphabet-matched algorithm (AMA). This has been previously shown to outperform the conventional CMA equalizer in recovery of non-constant modulus signals, such as 16-QAM. The transmitted sources in a MIMO system can be recovered in a multistage fashion using a cascade of CMA-based MISO equalizers. After equalization each captured source is cancelled by estimating its corresponding channel vector and subtracting the contribution of that captured source from the received signal. The modified received signal vector is then used as input to the equalizer at the next stage. A time-varying Gaussian channel model is used to evaluate the effect of time variation on multistage equalization and cancellation.
Keywords :
Gaussian channels; MIMO communication; blind equalisers; blind source separation; signal reconstruction; time-varying channels; time-varying systems; CMA-based MISO equalizer; alphabet matched algorithm; channel vector; constant modulus algorithm; cost function minimization; multistage blind equalization; multistage cancellation; nonconstant modulus signal recovery; time varying Gaussian channel; time varying MIMO system; Robustness; Signal to noise ratio; Blind MIMO equalization; Time-varying channel; blind source separation;
Conference_Titel :
Information Sciences and Systems (CISS), 2011 45th Annual Conference on
Conference_Location :
Baltimore, MD
Print_ISBN :
978-1-4244-9846-8
Electronic_ISBN :
978-1-4244-9847-5
DOI :
10.1109/CISS.2011.5766205