Title :
A Quaternion Widely Linear Series Expansion and Its Applications
Author :
Navarro-Moreno, Jesús ; Fernández-Alcalá, Rosa M. ; Ruiz-Molina, Juan Carlos
Author_Institution :
Dept. of Stat. & Oper. Res., Univ. of Jaen, Jaen, Spain
Abstract :
A series representation for continuous-time quaternion random signals is given. The series expansion is based on augmented statistics and provides uncorrelated scalar real-valued random variables. The proposed technique implies a dimension reduction of the four-dimensional original problem to a one-dimensional problem. As a particular case, the quaternion Karhunen-Loève expansion is obtained. Finally, two illustrative applications to the quaternion widely linear detection and estimation problems are presented.
Keywords :
Karhunen-Loeve transforms; series (mathematics); signal detection; signal representation; statistical analysis; augmented statistics; continuous-time quaternion random signals; four-dimensional original problem; one-dimensional problem; quaternion Karhunen-Loève expansion; quaternion estimation problems; quaternion widely linear detection problem; quaternion widely linear series expansion; series expansion; signal series representation; uncorrelated scalar real-valued random variables; Estimation; Gaussian noise; Quaternions; Random variables; Terrorism; Vectors; Quaternion random signal; series expansion; widely linear detection and estimation;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2012.2221700