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A Message-passing Approach to Precoder Selection in Wireless Communication Networks
distributed optimizationmessage-passing algorithmfac- tor graphsprecoder selection
Resumo
This paper addresses distributed techniques to the problem
of precoder selection in a multi-cell scenario. This proposes an iterative
method based on a message-passing procedure in factor graphs. A
particular example of discrete precoder codebook is considered for
transmission of a single data stream on two transmit antennas. For
more realistic results, the wireless channel is modeled based on mea-
sured data. Evaluations on the potential of such an approach in a
wireless communication network are provided and its performance and
convergence properties are compared with the greedy approach. Also, the
output of the first iteration of the graph-based method is compared with
greedy solution. Simulation results for the precoder selection example
are presented and discussed, which show that the graph-based technique
generally obtains gain in sum rate over the other approaches at the cost
of a larger message size. Besides, the proposed method usually reaches the
global optima in a efficient manner in terms of computational complexity
and signaling load.