3 papers
cs.NI2026
From Network Automation to Trustworthy Autonomous Networking in the LLM Era: A Network Control Intelligence Perspective
Tianzhu Zhang, Changgang Zheng, Shanshan Wang +5
Since the inception of modern communication networks, the quest for operations automation has never ceased. Yet the evolution of network automation is difficult to characterize wit…
eess.SP2026
Phy2-ExposNet: A Physics-Informed Neural Network for EMF Exposure Mapping in Complex Urban Environments
Shuangning Li, Yarui Zhang, Shanshan Wang +1
Accurate electromagnetic field (EMF) exposure mapping is critical for wireless network planning, environmental monitoring, and the deployment of next generation communication syste…
eess.SP2025
ExposNet: A Deep Learning Framework for EMF Exposure Prediction in Complex Urban Environments
Yarui Zhang, Shanshan Wang, Joe Wiart
The prediction of the electric field (E-field) plays a crucial role in monitoring radiofrequency electromagnetic field (RF-EMF) exposure induced by cellular networks. In this paper…