Collaborative Physical Layer Authentication in Internet of Things Based on Federated Learning
2021 IEEE 32nd Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)(2021)
Abstract
With the booming growth of Internet of Things (IoT), ensuring the secure access of the IoT terminals is paramount importance. Machine learning (ML) based physical layer authentication (PLA) has been proposed as a promising solution for preventing unauthorized access of terminals due to its robust security. However, suffered from limited battery resources, IoT terminals are difficult to bear the ML...
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Key words
Training,Neural networks,Authentication,Collaboration,Programmable logic arrays,Physical layer,Collaborative work
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