7 citations · 7 across the 2 of their papers we have counts for
2 papers
cs.NI2026
Network Digital Twin for Congestion-Aware Predictive Traffic Routing using Graph MPNNs
Umer Iqbal, Ashiq Anjum, Anthony S Conway +2
Telecom networks scale with growing users and data-intensive applications, generating heavy traffic that causes congestion, reducing throughput, increasing delay, and raising compu…
cs.LG2024★ 7 cited
Physics Encoded Blocks in Residual Neural Network Architectures for Digital Twin Models
Muhammad Saad Zia, Ashiq Anjum, Lu Liu +2
Physics Informed Machine Learning has emerged as a popular approach for modeling and simulation in digital twins, enabling the generation of accurate models of processes and behavi…