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Peak to Average Power Ratio Reduction using a Hybrid of Bacterial Foraging and Modified Cuckoo Search Algorithm in MIMO-OFDM System

机译:混合觅食和改进的布谷鸟搜索算法在MIMO-OFDM系统中的峰均功率比降低

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The Partial Transmit Sequence which reduces the PAPR (Peak-to-Average Power Ratio) in Multiple Input Multiple Output Orthogonal Frequency Division Multiplexing (MIMO-OFDM) system using a novel optimization algorithm is proposed in this study. This novel optimization algorithm is based on a hybrid of Bacterial Foraging Optimization (BFO) and Modified Cuckoo Search algorithm (MCS) and is thus called HBFOMCS. In HBFOMCS, reproduction of individuals in a new generation is created, not only by swim and tumble operation as in BFO, but also by MCS. The natural reproduction step of BFO is swapped by the concept of searching best solutions as in MCS which then increases the possibility of generating the elite individuals for next generation. These enhanced reproduction step constitute the ready-to-perform population for the new generation once the initial population is performed by swim and tumble operation. Afterwards, discover probability is applied to abandon the worst solution due to the nature of MCS. HBFOMCS is applied to optimize the best combination from a set of allowed phase factors in Partial Transmit Sequence (PTS) technique. The performance of HBFOMCS is compared with BFO, Cuckoo Search (CS) and Modified cuckoo search MCS in the PAPR reduction in MIMO-OFDM system, accordingly proving its proficiency.
机译:提出了一种使用新型优化算法降低多输入多输出正交频分复用(MIMO-OFDM)系统中PAPR(峰均功率比)的部分发送序列。这种新颖的优化算法基于细菌觅食优化(BFO)和改良的布谷鸟搜索算法(MCS)的混合,因此被称为HBFOMCS。在HBFOMCS中,不仅可以像BFO中那样通过游泳和翻滚操作,而且还可以通过MCS创建新一代的个体繁殖。 BFO的自然繁殖步骤被MCS中寻找最佳解决方案的概念所取代,这便增加了为下一代培养精英个体的可能性。一旦通过游泳和翻滚操作完成了初始种群,这些增强的繁殖步骤便构成了新一代的种群。之后,由于MCS的性质,将发现概率应用于放弃最差的解决方案。 HBFOMCS用于优化部分传输序列(PTS)技术中一组允许的相位因子的最佳组合。在降低MIMO-OFDM系统的PAPR方面,将HBFOMCS的性能与BFO,布谷鸟搜索(CS)和改进的布谷鸟搜索MCS进行了比较,从而证明了其效率。

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