RCP: A Temporal Clustering Algorithm for Real-time Controller Placement in Mobile SDN Systems

Reza Soleymanifar, Carolyn Beck

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Software Defined Networking (SDN) is a recent paradigm in telecommunication networks that disentangles data and control planes and brings more flexibility to the network. The Controller Placement (CP) problem in SDN, which typically has a specific optimality criteria, is one of the primary problems in the SDN systems. Dynamic Controller Placement (DCP) enables a placement that is adaptable to inherent variability in network components. DCP has gained much attention in recent years, yet most solutions proposed in the literature cannot be implemented in real-time, which is a critical concern especially in UAV/drone based SDN networks where mobility is high and real-time updates are necessary. As conventional methods fail to be relevant to such scenarios, we propose a real-time control placement (RCP) algorithm. Namely, we propose a temporal clustering algorithm that provides real-time solutions for DCP, based on a control theoretic framework that is exponentially stable and converges to optimal placement of controllers. RCP has linear {mathcal{O}(N) iteration complexity with respect to the underlying network size (N), and also leverages the maximum entropy principle from information theory. This approach results in high quality solutions that are practically immune from getting stuck in poor local optima, which is a serious drawback conventional methods. We compare our work with a frame-by-frame approach and show its superiority, both in terms of speed and incurred cost, via simulations. According to our simulations RCP can be up to 25 times faster than the conventional frame-by-frame methods.

Original languageEnglish (US)
Title of host publication2022 American Control Conference, ACC 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages2767-2772
Number of pages6
ISBN (Electronic)9781665451963
DOIs
StatePublished - 2022
Event2022 American Control Conference, ACC 2022 - Atlanta, United States
Duration: Jun 8 2022Jun 10 2022

Publication series

NameProceedings of the American Control Conference
Volume2022-June
ISSN (Print)0743-1619

Conference

Conference2022 American Control Conference, ACC 2022
Country/TerritoryUnited States
CityAtlanta
Period6/8/226/10/22

ASJC Scopus subject areas

  • Electrical and Electronic Engineering

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