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A Minorization-Maximization Method for Optimizing Sum Rate in the Downlink of Non-Orthogonal Multiple Access Systems

机译:一种非正交多址系统下行链路总和速率优化的最小化最大化方法

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摘要

Non-orthogonal multiple access (NOMA) systems have the potential to deliver higher system throughput, compared with contemporary orthogonal multiple access techniques. For a linearly precoded multiple-input single-output (MISO) system, we study the downlink sum rate maximization problem, when the NOMA principle is applied. Being a non-convex and intractable optimization problem, we resort to approximate it with a minorization-maximization algorithm (MMA), which is a widely used tool in statistics. In each step of the MMA, we solve a second-order cone program, such that the feasibility set in each step contains that of the previous one, and is always guaranteed to be a subset of the feasibility set of the original problem. It should be noted that the algorithm takes a few iterations to converge. Furthermore, we study the conditions under which the achievable rates maximization can be further simplified to a low complexity design problem, and we compute the probability of occurrence of this event. Numerical examples are conducted to show a comparison of the proposed approach against conventional multiple access systems.
机译:与现代正交多路访问技术相比,非正交多路访问(NOMA)系统具有提供更高系统吞吐量的潜力。对于线性预编码多输入单输出(MISO)系统,当应用NOMA原理时,我们研究下行链路总速率最大化问题。作为非凸且棘手的优化问题,我们求助于使用最小化最大化算法(MMA)进行近似,该算法是统计中广泛使用的工具。在MMA的每个步骤中,我们求解一个二阶锥程序,这样,每个步骤中设置的可行性都包含前一个步骤的可行性,并且始终保证是原始问题的可行性集的子集。应当注意,该算法需要几次迭代才能收敛。此外,我们研究了可实现的速率最大化可进一步简化为低复杂度设计问题的条件,并计算了此事件的发生概率。进行了数值示例,以显示所提出的方法与常规多址系统的比较。

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