计算机科学
资源(消歧)
计算机体系结构
分布式计算
计算机网络
作者
Chamara Madarasingha,Thilini Dahanayaka,Kanchana Thilakarathna,Suranga Seneviratne,Young Choon Lee,Salil S. Kanhere,Aruna Seneviratne,Phil Ridley
标识
DOI:10.1145/3672202.3673731
摘要
We present P4Xtnd, which implements P4 programmability on resource-constrained devices with extended network functionalities for malicious device identification in IoT networks. Compared to existing methods, P4Xtnd operates in realtime and distributed manner for traffic collection, running ML at P4 Data plane with Federated Learning. Moreover, algorithms are proposed for trust assessment of sensor devices and dynamic network slicing for effective network management. With three LAN networks P4Xtnd shows its ability to detect malicious activities at higher accuracy.
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