Physical-layer authentication can address physical layer vulnerabilities and security threats in wireless sensor networks. and has been considered as an effective complementary enhancement to existing upper-layer authentication mechanisms. In this paper. to advance the existing research and improve the authentication performance. https://www.remtavares.com/