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QoS and network performance estimation in heterogeneous cellular networks validated by real-field measurements

Miodrag Jovanovic 1 Mohamed Kadhem Karray 1 Bartlomiej Blaszczyszyn 2 
2 DYOGENE - Dynamics of Geometric Networks
DI-ENS - Département d'informatique - ENS Paris, Inria Paris-Rocquencourt, CNRS - Centre National de la Recherche Scientifique : UMR8548
Abstract : Mobile network operators observe a significant disparity of quality of service (QoS) and network performance metrics, such as the mean user throughput, the mean number of users and the cell load, over different network base stations. The principal reason being the fact that real networks are never perfectly hexagonal, base stations are subject to different radio conditions, and may have different engineering parameters. We propose a model that takes into account these network irregularities in a probabilistic manner, in particular assuming Poisson spatial location of base stations, lognormal shadowing and random transmission powers. Performance of base stations is modeled by spatial processor sharing queues, which are made dependent of each other via a system of load equations. In order to validate our approach, we estimate all the model parameters from the data collected in a commercial network, solve it and compare the spatial variability of the QoS and performance metrics in the model to the real network performance metrics. Considering two scenarios: downtown of a big city and a mid-size city, we show that our model predicts well the network performance.
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Contributor : Bartlomiej Blaszczyszyn Connect in order to contact the contributor
Submitted on : Tuesday, September 16, 2014 - 2:03:11 PM
Last modification on : Thursday, March 17, 2022 - 10:08:44 AM


  • HAL Id : hal-01064472, version 1



Miodrag Jovanovic, Mohamed Kadhem Karray, Bartlomiej Blaszczyszyn. QoS and network performance estimation in heterogeneous cellular networks validated by real-field measurements. PM2HW2N'14 - 9th ACM International Workshop on Performance Monitoring, Measurement and Evaluation of Heterogeneous Wireless and Wired Networks, Sep 2014, Montreal, Canada. ⟨hal-01064472⟩



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