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A comprehensive survey on radio frequency (RF) fingerprinting: Traditional approaches, deep learning, and open challenges
Fifth generation (5G) network and beyond envision massive Internet of Things (IoT) rollout to
support disruptive applications such as extended reality (XR), augmented/virtual reality …
support disruptive applications such as extended reality (XR), augmented/virtual reality …
Overcoming data limitations: A few-shot specific emitter identification method using self-supervised learning and adversarial augmentation
Specific emitter identification (SEI) based on radio frequency fingerprinting (RFF) is a
physical layer authentication method in the field of wireless network security. RFFs are …
physical layer authentication method in the field of wireless network security. RFFs are …
An efficient specific emitter identification method based on complex-valued neural networks and network compression
Specific emitter identification (SEI) is a promising technology to discriminate the individual
emitter and enhance the security of various wireless communication systems. SEI is …
emitter and enhance the security of various wireless communication systems. SEI is …
Few-shot specific emitter identification via deep metric ensemble learning
Specific emitter identification (SEI) is a highly potential technology for physical-layer
authentication that is one of the most critical supplements for the upper-layer authentication …
authentication that is one of the most critical supplements for the upper-layer authentication …
Few-shot specific emitter identification using asymmetric masked auto-encoder
Specific emitter identification (SEI) based on radio frequency fingerprint (RFF) characteristics
can be used to identify different transmitters, and the deep learning (DL)-based SEI methods …
can be used to identify different transmitters, and the deep learning (DL)-based SEI methods …
Deep learning based RF fingerprint identification using differential constellation trace figure
This paper proposes a novel deep learning-based radio frequency fingerprint (RFF)
identification method for internet of things (IoT) terminal authentications. Differential …
identification method for internet of things (IoT) terminal authentications. Differential …
Radio frequency fingerprint identification for LoRa using deep learning
Radio frequency fingerprint identification (RFFI) is an emerging device authentication
technique that relies on the intrinsic hardware characteristics of wireless devices. This paper …
technique that relies on the intrinsic hardware characteristics of wireless devices. This paper …
Semi-supervised specific emitter identification method using metric-adversarial training
Specific emitter identification (SEI) plays an increasingly crucial and potential role in both
military and civilian scenarios. It refers to a process to discriminate individual emitters from …
military and civilian scenarios. It refers to a process to discriminate individual emitters from …
Carrier frequency offset in internet of things radio frequency fingerprint identification: An experimental review
X Huan, Y Hao, K Miao, H He… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Radio frequency fingerprint (RFF) identification has become a promising security solution for
resource-constrained Internet of Things (IoT) devices, which relies on hardware impairments …
resource-constrained Internet of Things (IoT) devices, which relies on hardware impairments …
Radio frequency fingerprint identification for LoRa using spectrogram and CNN
Radio frequency fingerprint identification (RFFI) is an emerging device authentication
technique that relies on intrin-sic hardware characteristics of wireless devices. We designed …
technique that relies on intrin-sic hardware characteristics of wireless devices. We designed …