Abstract:
In this demonstration, we show the applicability of a new management paradigm based on Reinforcement Learning approach for the control of systems' behavior in complex dyn...Show MoreMetadata
Abstract:
In this demonstration, we show the applicability of a new management paradigm based on Reinforcement Learning approach for the control of systems' behavior in complex dynamically evolving environments, without requiring preliminary specifications of the system models. The learning agent identifies the most adequate control policies in live interaction with a partially observed system and provides it with autonomous management capabilities. We present an experimentation with a simulated and a real Cloud-based application, and compare the results with other approaches.
Published in: 2018 21st Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN)
Date of Conference: 19-22 February 2018
Date Added to IEEE Xplore: 02 July 2018
ISBN Information:
Electronic ISSN: 2472-8144