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Self-Aware Networks That Optimize Security, QoS, and Energy

Erol Gelenbe, Joanna Domańska, Piotr Fröhlich, Mateusz Nowak, Sławomir Nowak

2020Proceedings of the IEEE52 citationsDOIOpen Access PDF

Abstract

The need to adaptively manage computer systems and networks so as to offer good Quality of Service (QoS) and Quality of Experience (QoE) with secure operation at relatively low levels of energy consumption is challenged by their sheer complexity and the wide variability of the workloads. A possible way forward is through self-awareness, whereby self-measurement and self-observation, together with on-line control mechanisms, operate adaptively to attain the required performance and QoE. We survey the premises for these ideas arising from cognitive science and active networks and review recent work on self-aware computer systems and networks, including those that propose the use of software-defined networks as a means to implement these concepts. Then we provide some examples from the literature on self-aware systems to illustrate the performance gains that they can provide. Finally, we detail an example system and its working algorithms to allow the reader to understand how such a system may be implemented. Measurements showing how it can react rapidly to changing network conditions regarding QoS and security are presented. Some conclusions and suggestions for further work are listed.

Topics & Concepts

Computer scienceQuality of serviceEnergy consumptionQuality of experienceQuality (philosophy)Efficient energy useEnergy (signal processing)Software-defined networkingSoftwareControl (management)Work (physics)Distributed computingComputer securityComputer networkArtificial intelligenceMathematicsEngineeringBiologyProgramming languageElectrical engineeringStatisticsEcologyPhilosophyEpistemologyMechanical engineeringSoftware-Defined Networks and 5GOpportunistic and Delay-Tolerant NetworksDistributed systems and fault tolerance
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