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Novel load balancing mechanism for cloud networks using dilated and attention-based federated learning with Coati Optimization

Abstract Load balancing (LB) is a critical aspect of Cloud Computing (CC), enabling efficient access to virtualized resources over the internet. It ensures optimal resource utilization and smooth system operation by distributing workloads across multiple servers, preventing any server from being ove...

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Автори: Atul B. Kathole, Viomesh Kumar Singh, Ankur Goyal, Shiv Kant, Amit Sadanand Savyanavar, Swapnaja Amol Ubale, Prince Jain, Mohammad Tariqul Islam
Формат: Artigo
Мова:Inglês
Опубліковано: Nature Portfolio 2025-05-01
Серія:Scientific Reports
Предмети:
Federated learning
Resource prediction
Load balancing
Random opposition of Coati Optimization algorithm
Dilated
Cloud
Онлайн доступ:https://doi.org/10.1038/s41598-025-99559-8
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