Asynchronous distributed parallelization of mobile network optimization algorithms
Data(s) |
2013
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Resumo |
It has been years since the introduction of the Dynamic Network Optimization (DNO) concept, yet the DNO development is still at its infant stage, largely due to a lack of breakthrough in minimizing the lengthy optimization runtime. Our previous work, a distributed parallel solution, has achieved a significant speed gain. To cater for the increased optimization complexity pressed by the uptake of smartphones and tablets, however, this paper examines the potential areas for further improvement and presents a novel asynchronous distributed parallel design that minimizes the inter-process communications. The new approach is implemented and applied to real-life projects whose results demonstrate an augmented acceleration of 7.5 times on a 16-core distributed system compared to 6.1 of our previous solution. Moreover, there is no degradation in the optimization outcome. This is a solid sprint towards the realization of DNO. |
Formato |
text |
Identificador |
Ye, Y., Megson, G. and Cadenas Medina, J. <http://centaur.reading.ac.uk/view/creators/90000433.html> (2013) Asynchronous distributed parallelization of mobile network optimization algorithms. In: 3rd International Conference on Wireless Communications, Vehicular Technology, Information Theory and Aerospace & Electronic Systems (VITAE), 2013 , 24-27 June 2013, Atlantic City, NJ, pp. 1-6. doi: 10.1109/VITAE.2013.6617081 <http://dx.doi.org/10.1109/VITAE.2013.6617081> |
Idioma(s) |
en |
Relação |
http://centaur.reading.ac.uk/39938/ creatorInternal Cadenas Medina, Jose http://dx.doi.org/10.1109/VITAE.2013.6617081 doi:10.1109/VITAE.2013.6617081 |
Tipo |
Conference or Workshop Item PeerReviewed |