TY - GEN
T1 - A cellular sector-to-users path loss distribution model
AU - Broyde, Yehonatan
AU - Messer, Hagit
N1 - Copyright:
Copyright 2010 Elsevier B.V., All rights reserved.
PY - 2009
Y1 - 2009
N2 - The paper presents a model for sector-to-user path loss distribution in cellular networks. Starting from a theoretical computation of the distribution, we derive an expression which yields the exact distribution with and without shadowing. We show that with shadowing of practical values it is close to a Gaussian, and therefore suggest to model the distribution of the path-loss as Gaussian. We compare the theoretical and the approximated models and show that with real-life parameter values, the simple Gaussian model is similar to the theoretical computation. Moreover, analysis of empirical data from a real cellular network shows that the Gaussian model fits well the actual measurements. Further research and application is discussed, including a Gaussian mixture model and sector feature extraction, such as indoor/outdoor ratio estimation.
AB - The paper presents a model for sector-to-user path loss distribution in cellular networks. Starting from a theoretical computation of the distribution, we derive an expression which yields the exact distribution with and without shadowing. We show that with shadowing of practical values it is close to a Gaussian, and therefore suggest to model the distribution of the path-loss as Gaussian. We compare the theoretical and the approximated models and show that with real-life parameter values, the simple Gaussian model is similar to the theoretical computation. Moreover, analysis of empirical data from a real cellular network shows that the Gaussian model fits well the actual measurements. Further research and application is discussed, including a Gaussian mixture model and sector feature extraction, such as indoor/outdoor ratio estimation.
KW - Cellular networks
KW - Path loss models
UR - http://www.scopus.com/inward/record.url?scp=72349094308&partnerID=8YFLogxK
U2 - 10.1109/SSP.2009.5278573
DO - 10.1109/SSP.2009.5278573
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AN - SCOPUS:72349094308
SN - 9781424427109
T3 - IEEE Workshop on Statistical Signal Processing Proceedings
SP - 321
EP - 324
BT - 2009 IEEE/SP 15th Workshop on Statistical Signal Processing, SSP '09
T2 - 2009 IEEE/SP 15th Workshop on Statistical Signal Processing, SSP '09
Y2 - 31 August 2009 through 3 September 2009
ER -