COMPARING EFFICIENCY OF DIFFERENT SELF-ORGANIZING KOHONEN MAP TOPOLOGIES IN VIRTUAL CONTAINERS ORCHESTRATION SYSTEMS
Journal Title: Вчені записки Таврійського національного університету імені В. І. Вернадського. Серія: Технічні науки - Year 2018, Vol 29, Issue 1
Abstract
The article describes a method for distributing a dynamic sequence of virtual containers using self-organizing Kohonen maps. The described method makes it possible to construct a model based on implicit connections between virtual containers and nodes in a cluster, thus allowing more efficient balancing. The paper also covers one-dimensional self-organizing map topology and topology in the form of a square matrix. The effectiveness of a method based on different topologies is checked within experiments, which are packing until first rejection and packing until cluster is completely full. The analysis of the results shows the positive and negative aspects of using different topologies, and finds that the distribution efficiency depends on the structure of the map. The described methodology for conducting experiments can be used to find an effective configuration of the Kohonen map and its topology in case of resources distribution. The findings can be used to develop a new, more efficient heuristic distribution methods.
Authors and Affiliations
Є. В. Воєводін, В. С. Авраменко
Keywords
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