This paper investigates the security-reliability of simultaneous wireless information and power transfer (SWIPT)-assisted amplify-and-forward (AF) full-duplex (FD) relay networks. In practice, an AF-FD relay harvests energy from the source (S) using the power-splitting (PS) protocol. We propose an analysis of the related reliability and security by deriving closed-form formulas for outage probability (OP) and intercept probability (IP). The next contribution of this research is an asymptotic analysis of OP and IP, which was generated to obtain more insight into important system parameters. We validate the analytical formulas and analyze the impact on the key system parameters using Monte Carlo simulations. Finally, we propose a deep learning network (DNN) with minimal computation complexity and great accuracy for OP and IP predictions. The effects of the system's primary parameters on OP and IP are examined and described, along with the numerical data.

Communication and Signal Processing Research Group Faculty of Electrical and Electronics Engineering Ton Duc Thang University Ho Chi Minh City 70000 Vietnam

Department of Intelligent Mechatronics Engineering and Convergence Engineering for Intelligent Drone Sejong University Seoul 05006 Republic of Korea

Department of Technology Dong Nai Technology University Bien Hoa 76000 Vietnam

Faculty of Electrical Engineering and Computer Science VSB Technical University of Ostrava 17 Listopadu 2172 15 70800 Ostrava Czech Republic

Faculty of Engineering and Technology Nguyen Tat Thanh University 300A Nguyen Tat Thanh Ward 13 District 4 Ho Chi Minh City 754000 Vietnam

Science and Technology Application for Sustainable Development Research Group Ho Chi Minh City University of Transport Ho Chi Minh City 70000 Vietnam

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