Over-The-Air Double-Threshold Deep Learner for Jamming Detection in 5G RF domain

arXiv:2403.02645v1 Announce Type: cross
Abstract: With the evolution of 5G wireless communications, the Synchronization Signal Block (SSB) plays a critical role in the synchronization of devices and accessibility of services. However, due to the predictable nature of SSB transmission, including the Primary and Secondary Synchronization Signals (PSS and SSS), jamming attacks are critical threats. By leveraging RF domain knowledge, this work presents a novel deep learning-based technique for detecting jammers in 5G networks. Unlike the existing jamming detection algorithms that …

accessibility air arxiv block communications critical cs.cr cs.lg cs.ni detection devices domain eess.sp jamming nature role services signal signals ssb synchronization threshold transmission wireless