5 papers
PropLLM: Propagation-Aware Scene Reconstruction for Network Fault Diagnosis
Zongzong Wu, Ming Zhao, Fengxiao Tang +1
Network faults propagate layer by layer along topology and protocol dependencies, yet operations systems typically observe only symptomatic alerts at the tail end of propagation ch…
Toward Realistic Wi-Fi Fault Diagnosis: A Multi-Modal Benchmark
Junjian Zhang, Haobo Deng, Xinxin Li +3
Intelligent network operation and maintenance systems in modern networks continuously generate large volumes of multi-modal operational data. However, Wi-Fi fault diagnosis under h…
MSADM: Large Language Model (LLM) Assisted End-to-End Network Health Management Based on Multi-Scale Semanticization
Fengxiao Tang, Xiaonan Wang, Xun Yuan +4
Network device and system health management is the foundation of modern network operations and maintenance. Traditional health management methods, relying on expert identification…
Sharing Intelligent Reflecting Surfaces in Multi-Operator Communication Systems for Sustainable 6G Networks
Hiroaki Hashida, Yuichi Kawamoto, Nei Kato
In this study, we investigate the use of intelligent reflecting surfaces (IRSs) in multi-operator communication systems for 6G networks, focusing on sustainable and efficient resou…
6G comprehensive intelligence: network operations and optimization based on Large Language Models
Sifan Long, Fengxiao Tang, Yangfan Li +4
The sixth generation mobile communication standard (6G) can promote the development of Industrial Internet and Internet of Things (IoT). To achieve comprehensive intelligent develo…