Title :
Optimization and Estimation of Complex-Valued Signals: Theory and applications in filtering and blind source separation
Author :
Adali, Tulay ; Schreier, Peter J.
Author_Institution :
Dept. of CS & Electr. Eng., Univ. of Maryland Baltimore County, Baltimore, MD, USA
Abstract :
Complex-valued signals occur in many areas of science and engineering and are thus of fundamental interest. When developing signal processing methods in the complex domain, there are two key issues: making use of the full statistical information and optimization. In this article, we review the necessary tools to address these two key issues and provide examples in filtering and blind source separation (BSS) that utilize these tools.
Keywords :
blind source separation; optimisation; statistical analysis; BSS; blind source separation; complex-valued signal estimation; complex-valued signal optimisation; signal filtering; signal processing methods; statistical information; Blind source separation; Complex networks; Cost function; Filtering theory; Optimization; Signal processing algorithms;
Journal_Title :
Signal Processing Magazine, IEEE
DOI :
10.1109/MSP.2013.2287951