Title :
Predictive modelling of cellular load
Author :
Carolan, Emmett ; McLoone, Seamus C. ; Farrell, Ronan
Author_Institution :
Nat. Univ. of Ireland Maynooth (NUIM), Kildare, Ireland
Abstract :
This work examines the temporal dynamics of cellular load in four Irish regions. Large scale underutilisation of network resources is identified both at the regional level and at the level of individual cells. Cellular load is modeled and prediction intervals are generated. These prediction intervals are used to put an upper bound on usage in a particular cell at a particular time. Opportunities for improvements in network utilization by incorporating these upper bounds on usage are identified and discussed in the areas of spectrum sharing and green networks.
Keywords :
cellular radio; environmental factors; radio spectrum management; Irish regions; cellular load predictive model; cellular load temporal dynamics; green network; network resource large scale underutilisation; spectrum sharing; Decision support systems; Land mobile radio cellular systems; Load modeling; Predictive models; Upper bound; cellular networks; cellular usage; green networks; spectrum sharing; temporal dynamics; traffic prediction;
Conference_Titel :
Signals and Systems Conference (ISSC), 2015 26th Irish
Conference_Location :
Carlow
DOI :
10.1109/ISSC.2015.7163784