Title :
Block-Skew-Circulant Matrices in Complex-Valued Signal Processing
Author :
Hellings, Christoph ; Utschick, Wolfgang
Author_Institution :
Fachgebiet Methoden der Signalverarbeitung, Tech. Univ. Munchen, München, Germany
Abstract :
Two main lines of approach can be identified in the recent literature on improper signals and widely linear operations. The augmented complex formulation based on the signal and its complex conjugate is considered as more insightful since it leads to convenient mathematical formulations for many considered problems. Moreover, it allows an easy distinction between proper and improper signals as well as between linear and widely linear operations. On the other hand, the composite real representation using the real and imaginary parts of the signal is closer to the actual implementation, and it allows to readily reuse results that have originally been derived for real-valued signals or proper complex signals. In this work, we aim at getting the best of both worlds by introducing mathematical tools that make the composite real representation more powerful and elegant. The proposed approach relies on a decomposition of real matrices into a block-skew-circulant and a block-Hankel-skew-circulant component. By means of various application examples from the field of signal processing for communications, we demonstrate the usefulness of the proposed framework.
Keywords :
matrix algebra; signal representation; block-Hankel-skew-circulant component; block-skew-circulant matrices; complex conjugate; complex-valued signal processing; composite real representation; mathematical formulation; signal imaginary part; signal real part; widely-linear operations; Communication systems; Interference cancellation; Materials; Performance gain; Random variables; Signal processing; Vectors; Asymmetric complex; composite real representation; improper signals; linear algebra; noncircular; proper signals; statistical signal processing; widely linear processing;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2015.2395992