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A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation

Abstract: 

We propose a novel probabilistic model for the interference power distributions in a cellular network employing MIMO beamforming in mmWave spectrum. Considering both line-of-sight (LOS) and non-line-of-sight (NLOS) propagations, we use the Gamma distribution for LOS interference power, and propose a mixture of the Inverse Gaussian and Inverse Weibull distributions for the NLOS interference power. For the NLOS mixture model, an expectation maximization algorithm is developed using both analytical moment matching and maximum likelihood estimation. The composite probabilistic model is tested against simulation data obtained from a stochastic geometry based cellular network and demonstrates low relative entropy (Kullback-Leibler distances) for a wide range of practical mmWave path loss and shadowing values.

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Paper Details

Authors:
Hussain Elkotby; Mai Vu
Submitted On:
8 December 2016 - 3:01pm
Short Link:
Type:
Poster
Event:
Presenter's Name:
Hussain Elkotby
Paper Code:
1055
Document Year:
2016
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Document Files

GlobalSIP_2016_Poster_v5.pdf

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[1] Hussain Elkotby; Mai Vu, "A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/1425. Accessed: Aug. 22, 2017.
@article{1425-16,
url = {http://sigport.org/1425},
author = {Hussain Elkotby; Mai Vu },
publisher = {IEEE SigPort},
title = {A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation},
year = {2016} }
TY - EJOUR
T1 - A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation
AU - Hussain Elkotby; Mai Vu
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/1425
ER -
Hussain Elkotby; Mai Vu. (2016). A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation. IEEE SigPort. http://sigport.org/1425
Hussain Elkotby; Mai Vu, 2016. A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation. Available at: http://sigport.org/1425.
Hussain Elkotby; Mai Vu. (2016). "A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation." Web.
1. Hussain Elkotby; Mai Vu. A probabilistic interference distribution model encompassing cellular LOS and NLOS mmWave propagation [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/1425