Title :
Message passing methods for factor graph based MIMO detection
Author :
Etzlinger, Bernhard ; Haselmayr, Werner ; Springer, Andreas
Author_Institution :
Inst. for Commun. Eng. & RF-Syst., Johannes Kepler Univ., Linz, Austria
Abstract :
Factor graphs (FG) are a tool to derive efficient algorithms for complex systems by graphically displaying the structure of the mathematical model. The construction of the graph and the choice of the messages which are passed over its edges significantly determine the performance and the complexity of the derived algorithm. In our work we show the application of a FG to a MIMO detector and the derivation of three different algorithms by applying different message passing methods, such as an exact, an exact relaxed and a particle algorithm. Further on, we discuss the bit error performance and the computational complexity depending on message passing methods.
Keywords :
MIMO communication; computational complexity; error statistics; graph theory; MIMO detection; bit error performance; computational complexity; factor graph; mathematical model; message passing methods; particle algorithm; Approximation algorithms; Approximation methods; Complexity theory; Detectors; MIMO; Message passing; Signal to noise ratio; Factor graph; LMMSE; MAP; MIMO; Markov chain Monte Carlo (MCMC); frequency-selective channel;
Conference_Titel :
Wireless Advanced (WiAd), 2011
Conference_Location :
London
Print_ISBN :
978-1-4577-0110-8
DOI :
10.1109/WiAd.2011.5983300