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

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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Bibliographic Details
Main Authors: Atul B. Kathole, Viomesh Kumar Singh, Ankur Goyal, Shiv Kant, Amit Sadanand Savyanavar, Swapnaja Amol Ubale, Prince Jain, Mohammad Tariqul Islam
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Subjects:
Federated learning
Resource prediction
Load balancing
Random opposition of Coati Optimization algorithm
Dilated
Cloud
Online Access:https://doi.org/10.1038/s41598-025-99559-8
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https://doi.org/10.1038/s41598-025-99559-8

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