Time Dependent Diffusion Model for Security Driven Software Defined Networks

TitleTime Dependent Diffusion Model for Security Driven Software Defined Networks
Publication TypeConference Proceedings
Year of Publication2020
AuthorsCzachórski T, Gelenbe E, Kuaban G, Marek D
Conference NameSecond International Workshop on Stochastic Modeling and Applied Research of Technology (SMARTY 2020)
Volume2792
EditionCEUR Workshop Proceedings
Pagination38-56
Date Published12/2020
PublisherCEUR-WS.org
Conference LocationPetrozavodsk, Karelia, Russia
KeywordsDiffusion Approximation, IoT Networks, QoS, Routing, SDN, Security, Transients
Abstract

We present a model of a Software Defined Network (SDN) where frequent changes in routing and traffic rates at routers are needed to respond to the security, quality of service (QoS), and energy savings requirements of applications such as the Internet of Things.
Such frequent path and traffic changes introduce time-dependent network behaviours, and standard queueing models are not well adapted to analyse the transient regime, we propose a tractable diffusion approximation for both the transient and steady-state behaviour.
Our model can represent any network topology transmitting time-dependent flows with routing changes, and computes queue length and delay distributions at each network node and along complete paths between senders and receivers. 
Using realistic router parameters, we show that transients occupy a significant fraction of system time, so that the optimisation conducted with SDN controllers needs to include the effect of time-dependent behaviours.

URLurn:nbn:de:0074-2792-8