Reinforcement Learning initialization by evolutionary formulation: Application for workflow autoscaling in the Cloud

doi:10.1016/j.engappai.2025.112663

Reinforcement Learning initialization by evolutionary formulation: Application for workflow autoscaling in the Cloud

2025-10-10

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DOI：10.1016/j.engappai.2025.112663

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Abstract

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• ReLIEF, an evolutionary algorithm to build preoptimized RL policies for autoscaling. • RL-based autoscaler performance is improved during online learning process. • ReLIEF is tested on 4 workflows, comparing RL metrics and EA variants for insights.

Reinforcement Learning initialization by evolutionary formulation: Application for workflow autoscaling in the Cloud

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