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Conference Name
Global IoT Summit (GIOTS) 2020
Year of Publication
2020
Status
Published
Date Published
June 2020
DOI
10.1109/GIOTS49054.2020.9119542
ISBN Number
978-1-7281-6728-2
Conference Location
Dublin, Ireland
Publisher
IEEE
URL
https://ieeexplore.ieee.org/document/9119542
PDF File
Abstract
A Smart Service Manager is proposed to direct user requests (such as those coming from IoT devices) at the edge towards appropriate servers where the requested services can be satisfied. Services are housed at different Fog locations, and the system is subject to variations in workload. The approach is based on using a Software Defined Network (SDN) controller as the means to take decisions with measurement data based machine learning that uses Reinforcement Learning to make the best choices. The system we have developed is illustrated with experimental results on a test-bed with time-varying loads that confirm its ability to adapt to significant changes in system load and preserve the users’ Quality of Service.

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