GAIKube: Generative AI-Based Proactive Kubernetes Container Orchestration Framework for Heterogeneous Edge Computing
Published in IEEE Transactions on Cognitive Communications and Networking, 2024
GAIKube is a threefold framework offering Generative AI-enabled proactive container orchestration for heterogeneous edge computing. The orchestrator produces container scheduling, migration, dynamic vertical scaling, and hosted application model-switching to balance SLA violations, cost, and accuracy objectives. GKE-based experiments show 3.43% SLA violations and 3.80% accuracy loss with zero server faults.
Recommended citation: B Ali, M Golec, SS Murugesan, H Wu, SS Gill, F Cuadrado, S Uhlig. "GAIKube: Generative AI-Based Proactive Kubernetes Container Orchestration Framework for Heterogeneous Edge Computing," IEEE Transactions on Cognitive Communications and Networking (2024). DOI: 10.1109/TCCN.2024.3508771
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