Radio-Frequency Fingerprint Extraction Based on Feature Inhomogeneity
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3154595
Abstract: With the popularization of the Internet of Things (IoT), its security has become increasingly prominent. Radio-frequency fingerprinting (RFF) is a promising approach to identify a specific emitter by extracting the intrinsic physical layer characteristics from… read more here.
Keywords: radio frequency; feature; inhomogeneity; frequency fingerprint ... See more keywords
Design of a Channel Robust Radio Frequency Fingerprint Identification Scheme
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2022.3228280
Abstract: Radio frequency fingerprint (RFF) identification is an emerging device authentication technique that exploits the hardware imperfections resulting from the manufacturing process. Due to the varying impact of the wireless channel during RFF training and test… read more here.
Keywords: frequency fingerprint; identification; radio frequency; channel ... See more keywords
Unsupervised Radio Frequency Fingerprint Identification Based on Curriculum Learning
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DOI: 10.1109/lcomm.2023.3248127
Abstract: Radio frequency fingerprint (RFF) identification aims to identify emitters by extracting the inherent physical-layer features. Despite the significant accuracy achieved in a supervised learning manner, few works have focused on unsupervised RFF identification. To this… read more here.
Keywords: curriculum learning; identification; frequency fingerprint; based curriculum ... See more keywords
Cross-Receiver Radio Frequency Fingerprint Identification Based on Contrastive Learning and Subdomain Adaptation
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Signal Processing Letters"
DOI: 10.1109/lsp.2023.3241592
Abstract: Radio frequency fingerprint (RFF) identification is emerging as an attractive paradigm for physical layer security. Despite the exceptional accuracy achieved by deep learning (DL) based schemes, few works consider the cross-receiver scenario. The performance deteriorates… read more here.
Keywords: identification; frequency fingerprint; cross receiver; receiver ... See more keywords
Radio Frequency Fingerprint Identification Based on Slice Integration Cooperation and Heat Constellation Trace Figure
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DOI: 10.1109/lwc.2021.3135932
Abstract: Radio frequency fingerprint (RFF) identification is a popular topic in the field of physical layer security. However, machine learning based RFF identification methods require complicated feature extraction manually while deep learning based methods are hard… read more here.
Keywords: trace figure; heat constellation; constellation trace; frequency fingerprint ... See more keywords
Radio Frequency Fingerprint Collaborative Intelligent Blind Identification for Green Radios
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Transactions on Green Communications and Networking"
DOI: 10.1109/tgcn.2022.3185045
Abstract: Radio frequency fingerprint identification (RFFI) technology identifies the emitter by extracting one or more unintentional features of the signal from the emitter. To solve the problem that the traditional deep learning network is not highly… read more here.
Keywords: identification; frequency fingerprint; radio frequency; green radios ... See more keywords