SQLR: Short-Term Memory Q-Learning for Elastic Provisioning

Constantine Ayimba, Paolo Casari,Vincenzo Mancuso

IEEE Transactions on Network and Service Management（2021）

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摘要

As a growing number of service and application providers choose cloud networks to deliver their services on a software-as-a-service (SaaS) basis, cloud providers need to make their provisioning systems agile enough to meet service level agreements (SLAs). At the same time, they should guard against over-provisioning, which limits their capacity to accommodate more tenants. To this end, we propose ...

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关键词

Cloud computing,Time factors,Resource management,Reinforcement learning,Service level agreements,Memory management,Computational modeling

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