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Job Scheduling in Datacenters using Constraint Controlled RL. (arXiv:2211.05338v1 [cs.DC])
Nov. 11, 2022, 2:11 a.m. | Vanamala Venkataswamy
cs.LG updates on arXiv.org arxiv.org
This paper studies a model for online job scheduling in green datacenters. In
green datacenters, resource availability depends on the power supply from the
renewables. Intermittent power supply from renewables leads to intermittent
resource availability, inducing job delays (and associated costs). Green
datacenter operators must intelligently manage their workloads and available
power supply to extract maximum benefits. The scheduler's objective is to
schedule jobs on a set of resources to maximize the total value (revenue) while
minimizing the overall job …
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