Learning budget assignment policies for autoscaling scientific workflows in the cloud
Sign Up to like & getrecommendations! Published in 2019 at "Cluster Computing"
DOI: 10.1007/s10586-018-02902-0
Abstract: Autoscalers exploit cloud-computing elasticity to cope with the dynamic computational demands of scientific workflows. Autoscalers constantly acquire or terminate virtual machines (VMs) on-the-fly to execute workflows minimizing makespan and economic cost. One key problem of… read more here.
Keywords: workflows cloud; budget assignment; learning budget; budget ... See more keywords
Uncertainty-Aware Online Scheduling for Real-Time Workflows in Cloud Service Environment
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Services Computing"
DOI: 10.1109/tsc.2018.2866421
Abstract: Scheduling workflows in cloud service environment has attracted great enthusiasm, and various approaches have been reported up to now. However, these approaches often ignored the uncertainties in the scheduling environment, such as the uncertain task… read more here.
Keywords: workflows cloud; time; uncertainty; cloud service ... See more keywords