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Author

Marwa K. Farhan

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Open access Sep 2026

Energy-Aware Virtual Machine Placement in Cloud Data Centers Using an Enhanced Multi-Objective Grey Wolf Optimizer

Server consolidation and power consumption in data centers become more complex as server loads increase and virtual machine placement (VMP) becomes a key issue. This paper proposes a static VMP method for heterogeneous cloud data centers using the Enhanced Energy-Aware Multi-Objective Grey Wolf Optimizer (EA-MOGWO). It...

Marwa K. Farhan, Haider A. Abdulkarim · 0 citations
#federated learning Open access Sep 2026

Integrating Particle Swarm Dynamics into Federated Learning: A Promising Hybrid to Counter Client Drift under Non-IID Conditions

Federated learning (FL) enables distributed model training without centralizing raw data, making it attractive for privacy-sensitive Internet of Things (IoT) environments.However, conventional FL algorithms suffer from slow convergence and degraded performance under statistically heterogeneous (non-IID) data distributi...

Marwa K. Farhan, Ruslan Saad Abdulrahman, Aseel B. Alnajjar et al. · 0 citations

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