K.Tara Phani

Scalable and resilient optical network infrastructure with MAB-driven bandwidth management and DQAE-based anomaly detection

A novel Multi-Armed Bandit (MAB) approach is applied to optimize dynamic bandwidth allocation at the ONU layer, enabling increased user density without inducing latency burdens at the OLT and establishes a fault-resilient infrastructure suitable for next-generation converged optical networks.