1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.LG2022★ 1 cited
Launchpad: Learning to Schedule Using Offline and Online RL Methods
Vanamala Venkataswamy, Jake Grigsby, Andrew Grimshaw +1
Deep reinforcement learning algorithms have succeeded in several challenging domains. Classic Online RL job schedulers can learn efficient scheduling strategies but often takes tho…
cs.DC2022
RARE: Renewable Energy Aware Resource Management in Datacenters
Vanamala Venkataswamy, Jake Grigsby, Andrew Grimshaw +1
The exponential growth in demand for digital services drives massive datacenter energy consumption and negative environmental impacts. Promoting sustainable solutions to pressing e…
cs.DC2022
Job Scheduling in Datacenters using Constraint Controlled RL
Vanamala Venkataswamy
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…