… Unlike most existing authentication techniques that rely on comparing … authentication scheme
uses a Gaussian Mixture Model (GMM) to detect spoofing attackers. Probabilistic models of …

… To solve the physical layer authentication problem in such a … based authentication scheme
using Gaussian mixture model. … for wireless security enhancement: current challenges and …

… Hayes, “Physical layer authentication enhancement using a gaussian mixture model,”
IEEE … Wang, “Physical layer authentication enhancement using two-dimensional channel …

… Recently, Physical-Layer Authentication (PLA) attracts many research interests because it
… Although many researchers focus on the PLA and exploit its potential in enhancing wireless …

… that in our case, we propose an intelligent process to utilize physical layer attribute fusion
model. … for wireless security enhancement: current challenges and future developments,” IEEE …

… authentication scheme based on a Gaussian mixture model … Mathematical models based
on known physical properties … What we observe is that there is an improvement of between 4% …

… enhanced PLA scheme which is more robust against terminal mobility is proposed based on
inter-burst authentication and intra-burst authentication[… as a Gaussian mixture model. There …

Security at the physical layer (PHY) is a salient research topic in wireless systems, and
machine learning (ML) is emerging as a powerful tool for providing new data-driven security …

… device authentication based on cryptography and physical layer features, respectively. We
also compare existing related physical layer authentication schemes with BCAuth in Table I. …

… authentication model based on physical layer characteristics. Then we use the Kalman filter
to refine the iterative model and threshold model. … the physical layer for enhanced security […