DocumentCode :
647516
Title :
Distributed parallelization of greedy Mobile Network Optimization algorithms
Author :
Ye, Yunming ; Cadenas, Oswaldo ; Megson, G.
Author_Institution :
Sch. of Syst. Eng., Univ. of Reading, Reading, UK
fYear :
2013
fDate :
18-20 Sept. 2013
Firstpage :
1
Lastpage :
5
Abstract :
The Mobile Network Optimization (MNO) technologies have advanced at a tremendous pace in recent years. And the Dynamic Network Optimization (DNO) concept emerged years ago, aimed to continuously optimize the network in response to variations in network traffic and conditions. Yet, DNO development is still at its infancy, mainly hindered by a significant bottleneck of the lengthy optimization runtime. This paper identifies parallelism in greedy MNO algorithms and presents an advanced distributed parallel solution. The solution is designed, implemented and applied to real-life projects whose results yield a significant, highly scalable and nearly linear speedup up to 6.9 and 14.5 on distributed 8-core and 16-core systems respectively. Meanwhile, optimization outputs exhibit self-consistency and high precision compared to their sequential counterpart. This is a milestone in realizing the DNO. Further, the techniques may be applied to similar greedy optimization algorithm based applications.
Keywords :
greedy algorithms; mobile communication; optimisation; parallel algorithms; quality of service; telecommunication traffic; advanced distributed parallel solution; distributed 16 core systems; distributed 8 core systems; distributed parallelization; greedy mobile network optimization algorithms; Distributed and Parallel Computing; Dynamic Network Optimization; Inter Process Communications; Mobile Network Optimization; Quality of Service;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Software, Telecommunications and Computer Networks (SoftCOM), 2013 21st International Conference on
Conference_Location :
Primosten
Type :
conf
DOI :
10.1109/SoftCOM.2013.6671867
Filename :
6671867
Link To Document :
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