Understanding Radio Frequency Fingerprint Identification With RiFyFi Virtual Databases
IEEE Open Journal of the Communications SocietyThis paper proposes to explore the Radio Frequency Fingerprint (RFF) identification with a virtual database generator. RFF is a unique signature created in the emitter transmission chain by the hardware impairments.
Alice Chillet +2 more
exaly +8 more sources
Radio frequency fingerprint identification for Internet of Things: A survey [PDF]
Security and Safety, 2023 Radio frequency fingerprint (RFF) identification is a promising technique for identifying Internet of Things (IoT) devices. This paper presents a comprehensive survey on RFF identification, which covers various aspects ranging from related definitions to
Xie Lingnan +3 more
doaj +4 more sources
Radio Frequency Fingerprint Identification for LoRa Using Deep Learning [PDF]
IEEE Journal on Selected Areas in Communications, 2021 Radio frequency fingerprint identification (RFFI) is an emerging device authentication technique that relies on the intrinsic hardware characteristics of wireless devices. This paper designs a deep learning-based RFFI scheme for Long Range (LoRa) systems. Firstly, the instantaneous carrier frequency offset (CFO) is found to drift, which could result in
Guanxiong Shen +2 more
exaly +3 more sources
Radio Frequency Fingerprint Identification for 5G Mobile Devices Using DCTF and Deep Learning. [PDF]
Entropy (Basel), 2023 The fifth-generation (5G) mobile cellular network is vulnerable to various security threats. Radio frequency fingerprint (RFF) identification is an emerging physical layer authentication technique which can be used to detect spoofing and distributed ...
Fu H, Dong H, Yin J, Peng L.
europepmc +3 more sources
Radio Frequency Fingerprint Identification for Narrowband Systems, Modelling and Classification [PDF]
IEEE Transactions on Information Forensics and Security, 2021 Device authentication is essential for securing Internet of things. Radio frequency fingerprint identification (RFFI) is an emerging technique that exploits intrinsic and unique hardware impairments as the device identifier. The existing RFFI literature focuses on experimental exploration but comprehensive modelling is missing.
Junqing Zhang +2 more
exaly +6 more sources
Cross-Receiver Radio Frequency Fingerprint Identification: A Source-Free Adaptation Approach. [PDF]
Sensors (Basel)Radio frequency fingerprint identification (RFFI) leverages the unique characteristics of radio signals resulting from inherent hardware imperfections for identification, making it essential for applications in telecommunications, cybersecurity, and ...
Yang J, Zhu S, Wen Z, Li Q.
europepmc +3 more sources
KAN-ResNet-Enhanced Radio Frequency Fingerprint Identification with Zero-Forcing Equalization. [PDF]
Sensors (Basel)Radio Frequency Fingerprint Identification (RFFI) is a promising device authentication technique that utilizes inherent hardware flaws in transmitters to achieve device identification, thus effectively maintaining the security of the Internet of Things ...
Chen H, Zhou R, Yuan Q, Guo Z, Fu W.
europepmc +2 more sources
Radio Frequency Fingerprint Identification Based on Deep Complex Residual Network
IEEE Access, 2020 Radio frequency fingerprint identification is a non-password authentication method based on the physical layer hardware of the communication device. Deep learning methods provide new ideas and techniques for radio frequency fingerprint identification. As
Yulong Ying, Jingchao Li, Bin Zhang
exaly +3 more sources
Open-Set Radio Frequency Fingerprint Identification Method Based on Multi-Task Prototype Learning. [PDF]
Sensors (Basel)Radio frequency (RF) fingerprinting, as an emerging physical layer security technology, demonstrates significant potential in the field of Internet of Things (IoT) security.
Ma Z, Fang S, Fan Y.
europepmc +2 more sources
Polarization-Regularized Adversarial Pruning for Efficient Radio Frequency Fingerprint Identification on IoT Devices. [PDF]
Sensors (Basel)Radio frequency fingerprint identification (RFFI) based on physical-layer characteristics provides a reliable solution for secure authentication of Internet of Things (IoT) devices.
Zhao C, Jiang H, Yu J, Meng Z, He X.
europepmc +2 more sources