Author

M. Lavanya

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Open access Jul 2026

Safe causal-graph primal-dual multi-agent scheduling for energy- and latency-constrained edge-assisted cognitive radio networks

Simulation results under dynamic user mobility, stochastic task arrivals, and varying primary-user activity show that SCOPE improves latency, energy efficiency, service-level constraint satisfaction, and throughput compared with existing scheduling methods.

T. Kannan, M. Lavanya, A. Ponraj et al. · Scientific Reports · 0 citations