Massive Access in Secure NOMA Under Imperfect CSI: Security Guaranteed Sum-Rate Maximization With First-Order Algorithm

• Published in: IEEE journal on selected areas in communications Vol. 39; no. 4; pp. 998 - 1014
• Main Authors: Li, Zongze, Xia, Minghua, Wen, Miaowen, Wu, Yik-Chung
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.04.2021; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Algorithms; Branch and bound methods; Computational geometry; Convexity; Decoupling; Eavesdropping; First order algorithms; First-order algorithm; Interference; limited feedback; massive access; Mathematical programming; Maximization; NOMA; non-orthogonal multiple access; Nonorthogonal multiple access; Optimization; outage probability; physical layer security; Power system reliability; Probabilistic logic; Security; Simulation; Uncertainty
• ISSN: 0733-8716; 1558-0008
• DOI: 10.1109/JSAC.2020.3018805

Non-orthogonal multiple access (NOMA) is a promising solution for secure transmission under massive access. However, in addition to the uncertain channel state information (CSI) of the eavesdroppers due to their passive nature, the CSI of the legitimate users may also be imperfect at the base station due to the limited feedback. Under both channel uncertainties, the optimal power allocation and transmission rate design for a secure NOMA scheme is currently not known due to the difficulty of handling the probabilistic constraints. This article fills this gap by proposing novel transformation of the probabilistic constraints and variable decoupling so that the security guaranteed sum-rate maximization problem can be solved by alternatively executing branch-and-bound method and difference of convex programming. To scale the solution to a truly massive access scenario, a first-order algorithm with very low complexity is further proposed. Simulation results show that the proposed first-order algorithm achieves identical performance to the conventional method but saves at least two orders of magnitude in computation time. Moreover, the resultant transmission scheme significantly improves the security guaranteed sum-rate compared to the orthogonal multiple access transmission and NOMA ignoring CSI uncertainty.