TY - JOUR
T1 - On multicast beamforming for minimum outage
AU - Ntranos, Vassilis
AU - Sidiropoulos, Nicholas D.
AU - Tassiulas, Leandros
PY - 2009/6/1
Y1 - 2009/6/1
N2 - The multicast beamforming problem is considered from the viewpoint of minimizing outage probability subject to a transmit power constraint. The main difference with the point-to-point transmit beamforming problem is that in multicast beamforming the channel is naturally modeled as a Gaussian mixture, as opposed to a single Gaussian distribution. The Gaussian components in the mixture model user clusters of different means (locations) and variances (spreads). It is shown that minimizing outage probability subject to a transmit power constraint is an NP-hard problem when the number of Gaussian kernels, J, is greater than or equal to the number of transmit antennas, N. Through dimensionality reduction, it is also shown that the problem is practically tractable for 2 3 Gaussian kernels. An approximate solution based on the Markov inequality is also proposed. This is simple to compute for any J and N, and often works well in practice.
AB - The multicast beamforming problem is considered from the viewpoint of minimizing outage probability subject to a transmit power constraint. The main difference with the point-to-point transmit beamforming problem is that in multicast beamforming the channel is naturally modeled as a Gaussian mixture, as opposed to a single Gaussian distribution. The Gaussian components in the mixture model user clusters of different means (locations) and variances (spreads). It is shown that minimizing outage probability subject to a transmit power constraint is an NP-hard problem when the number of Gaussian kernels, J, is greater than or equal to the number of transmit antennas, N. Through dimensionality reduction, it is also shown that the problem is practically tractable for 2 3 Gaussian kernels. An approximate solution based on the Markov inequality is also proposed. This is simple to compute for any J and N, and often works well in practice.
KW - Multicast beamforming
KW - Outage probability
KW - Transmit power constraint
UR - http://www.scopus.com/inward/record.url?scp=67651146668&partnerID=8YFLogxK
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U2 - 10.1109/TWC.2009.080850
DO - 10.1109/TWC.2009.080850
M3 - Article
AN - SCOPUS:67651146668
VL - 8
SP - 3172
EP - 3181
JO - IEEE Transactions on Wireless Communications
JF - IEEE Transactions on Wireless Communications
SN - 1536-1276
IS - 6
M1 - 5089998
ER -