Tzu-Chia Chen

Opt DR-GNN: optimization enabled reliability prediction and hybrid deep reinforcement -graph neural network for dynamic restoration of WDM networks

The ability of an optical network to resist and recover from failures and disruptions reflects its overall effectiveness. Many practitioners and researchers are striving to realize maximum survivability of optical network systems. This paper developed a hybrid Deep Learning (DL)...