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A Differential Evolutionary Based Algorithm for Multiuser OFDMA System Adaptive Resource Allocation

机译:基于差分进化的多用户OFDMA系统自适应资源分配算法

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摘要

In this paper, the problems of radio resource allocation for Orthogonal Frequency Division Multiple Access (OFDMA) systems are addressed. The main goal of this paper is to present and analyze base station allocation of subcarriers and adaptive modulation. We impose a set of proportional fairness constraints to assure that each user can achieve a required data rate. Since the optimal solution to the fairness problem is extremely computationally complex to obtain, we propose an adaptive radio resource allocation method based on differential evolutionary algorithm for multiuser OFDMA system. The performance of the described schemes is further evaluated in numerical experiments. We improve the convergence of the differential evolutionary algorithm through the method of elitist selection and adding some individuals with ‘good' genes to the initial population. Simulation results show that out proposed algorithm better than static subcarrier allocation schemes TDMA in multiuser OFDMA system.
机译:在本文中,解决了正交频分多址(OFDMA)系统的无线电资源分配问题。本文的主要目的是介绍和分析子载波的基站分配和自适应调制。我们施加了一组比例公平约束,以确保每个用户都能达到所需的数据速率。由于要获得公平性问题的最佳解决方案在计算上极其复杂,因此我们针对多用户OFDMA系统提出了一种基于差分进化算法的自适应无线资源分配方法。所述方案的性能在数值实验中进一步评估。我们通过选择精英人士的方法并向初始种群中添加一些具有“好”基因的个体,来提高差分进化算法的收敛性。仿真结果表明,在多用户OFDMA系统中,提出的算法优于静态子载波分配方案TDMA。

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