Title :
Online kernel receiver for multiaccess MIMO channels
Author :
Slavakis, Konstantinos ; Bouboulis, Pantelis ; Theodoridis, Sergios
Author_Institution :
Dept. of Telecommun. Sci. & Technol., Univ. of Peloponnese, Tripolis, Greece
Abstract :
This paper introduces an online receiver for multiaccess multiple-input multiple-output (MIMO) channels by using kernel functions. The receiver implicitly operates, with linear complexity, in a general infinite dimensional Reproducing Kernel Hilbert Space (RKHS).Given a training sequence of symbols, the problem is viewed as a sequential multiregression optimization problem, where any continuous convex cost function, even non-differentiable, can be used. Numerical examples show that the proposed receiver outperforms linear receivers, built upon the well-known orthogonal space-time block codes, in cases where severe multiaccess interference is present.
Keywords :
MIMO communication; block codes; multi-access systems; orthogonal codes; linear complexity; linear receivers; multiaccess MIMO channels; multiaccess interference; online kernel receiver; orthogonal space time block codes; reproducing Kernel Hilbert space; training sequence; Block codes; Computational complexity; Cost function; Hilbert space; Kernel; MIMO; Receiving antennas; Support vector machines; Transmitters; Transmitting antennas;
Conference_Titel :
Signal Processing Advances in Wireless Communications, 2009. SPAWC '09. IEEE 10th Workshop on
Conference_Location :
Perugia
Print_ISBN :
978-1-4244-3695-8
Electronic_ISBN :
978-1-4244-3696-5
DOI :
10.1109/SPAWC.2009.5161779