Title :
Adaptive channel estimation in decode and forward relay networks
Author :
Qingxiong Deng ; Machado, Raquel G. ; Klein, Andrew G.
Author_Institution :
Dept. of Electr. & Comput. Eng., Worcester Polytech. Inst., Worcester, MA, USA
Abstract :
Channel state information is vital for exploiting diversity in cooperative networks. The existing literature on cooperative channel estimation assumes block lengths are long and that channel estimation takes place within a fading block. To reduce the forwarding delay, short block lengths are preferred and adaptive estimation through multiple blocks is required. In this paper, we consider estimating the relay-to-destination channel in decode-and-forward relay systems for which the presence of training data is probabilistic since it is unknown whether the relay participates in the forwarding round. A detector is used before the update of the least mean square channel estimate so that an update is made only when the detector decides the presence of training data. We use the generalized likelihood ratio test and focus on the detector threshold for deciding whether the training sequence is present. To improve the convergence speed and reduce the estimation error, a heuristic objective function is proposed which leads to an proper threshold. Extensive numerical results show the superior performance of using this threshold as opposed to fixed thresholds.
Keywords :
adaptive estimation; channel estimation; cooperative communication; decode and forward communication; delays; least mean squares methods; telecommunication channels; adaptive channel estimation; channel state information; cooperative channel estimation; cooperative networks; decode and forward relay networks; decode-and-forward relay systems; estimation error; forwarding delay; heuristic objective function; least mean square channel; relay-to-destination channel; short block lengths; Adaptive estimation; Channel estimation; Detectors; Least squares approximation; Probabilistic logic; Relays; Training; LMS algorithm; channel estimation; decode-and-forward relay;
Conference_Titel :
Information Sciences and Systems (CISS), 2012 46th Annual Conference on
Conference_Location :
Princeton, NJ
Print_ISBN :
978-1-4673-3139-5
Electronic_ISBN :
978-1-4673-3138-8
DOI :
10.1109/CISS.2012.6310714