Title :
Hierarchical Optimal Control Method for Controlling Self-Organized Networks with Light-Weight Cost
Author :
Naomi Kuze;Daichi Kominami;Kenji Kashima;Tomoaki Hashimoto;Masayuki Murata
Author_Institution :
Grad. Sch. of Inf. Sci. &
Abstract :
Self-organization has potential for high scalability, adaptability, flexibility, and robustness, which are vital features for realizing future networks. Convergence of self-organizing control, however, is comparatively slow in some practical applications. It is therefore important to enhance convergence of self-organizing controls without sacrificing the above advantages. Controlled self-organization is one key idea for that, which introduces an external controller into self-organizing systems to guide them to a desired state. We previously designed an external controller that provided the optimal input for fast convergence, however, it suffered from scalability issues. In this paper, we propose a hierarchical control system where a network is partitioned into some sub-networks, sub-controllers manage respective sub-networks, and the top-level deals with the global network stability. The proposed system achieves fast convergence speed with low computational and communication cost.
Keywords :
"Convergence","Routing","Monitoring","Scalability","Optimal control","Network topology"
Conference_Titel :
Global Communications Conference (GLOBECOM), 2015 IEEE
DOI :
10.1109/GLOCOM.2015.7417665