SOCP approaches to joint subcarrier allocation and precoder design for downlink OFDMA systems

D. Nguyen, Le-Nam Tran, P. Pirinen, M. Latva-aho
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Abstract

We study the joint subcarrier allocation and pre-coder design (JSAPD) problem to maximize the sum rate of downlink orthogonal frequency division multiple access (OFDMA) systems under a sum power constraint. Naturally, this problem belongs to a class of combinatorial optimization problems which are difficult to solve in general. Based on the concept of big-M formulation, and by exploiting its specific structure, we can transform the JSAPD problem into a mixed integer second order cone program (MI-SOCP), which then offers two advantages. Firstly, when the number of subcarriers/users is small, the design problem can be solved to global optimum in reasonable time by dedicated solvers. Secondly, when the number of subcarriers/users is large, near-optimal solutions of the JSAPD problem can be found by considering the continuous convex relaxation of the MI-SOCP. Numerical experiments are carried out to demonstrate the improved performance of the proposed designs compared to known solutions.
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下行OFDMA系统中联合子载波分配和预编码器设计的SOCP方法
研究了在和功率约束下下行正交频分多址(OFDMA)系统和速率最大化的联合子载波分配和预编码器设计问题。自然地,该问题属于一类一般难以求解的组合优化问题。基于大m公式的概念,利用其特殊的结构,我们可以将JSAPD问题转化为一个混合整数二阶锥规划(MI-SOCP),从而提供了两个优点。首先,当子载波/用户数量较少时,设计问题可以通过专用求解器在合理的时间内求解到全局最优;其次,当子载波/用户数量较大时,通过考虑MI-SOCP的连续凸松弛,可以找到JSAPD问题的近最优解。数值实验表明,与已知的解决方案相比,所提出的设计改进了性能。
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