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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Wafa Hasanain

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Open access 2026

Decentralized MARL for SDN Ground Station Cluster Selection in LEO Constellations Under Stochastic Weather

A hybrid LEO-terrestrial architecture that integrates Software-Defined Networking ground station clusters with repeater-assisted reception and a structured fallback mechanism is proposed and results highlight the effectiveness of the proposed framework in enabling adaptive and delay-efficient control in next-generation LEO satellite systems.

Wafa Hasanain, Pablo G. Madoery, H. Yanikomeroglu et al. · 0 citations
Open access 2026

Dynamic Controller Activation With Setup Penalty and Capacity Awareness in SDN-Enabled LEO Satellite Networks

Simulation results reveal that both setup penalties and controller activation thresholds are critical determinants of system behavior across both optimization-based and heuristic schemes, highlighting the necessity of jointly optimizing reassignment policies and controller activation strategies to support robust, low-latency, and resource-aware SDN architectures for large-scale LEO satellite constellations.

Wafa Hasanain, Pablo G. Madoery, Halim Yanikomeroglu et al. · 0 citations

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