Performance Comparison of Optimization Methods for Flat-Top Sector Beamforming in a Cellular Network

P. Nandi, J. S. Roy
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Abstract

The flat-top radiation pattern is necessary to form an appropriate beam in a sectored cellular network and to pro vide users with best quality services. The flat-top pattern offers sufficient power and allows to minimize spillover of signal to adjacent sectors. The flat-top sector beam pattern is relied upon In sectored cellular networks, in multiple-input multiple-output (MIMO) systems and ensures a nearly constant gain in the desired cellular sector. This paper presents a comparison of such optimization techniques as real-coded genetic algorithm (RGA) and particle swarm optimization (PSO), used in cellular networks in order to achieve optimum flat-top sector patterns. The individual parameters of flat-top sector beams, such as cellular coverage, ripples in the flat-top beam, spillover of radiation to the adjacent sectors and side lobe level (SLL) are investigated through optimization performed for 40◦ and 60◦ sectors. These parameters are used to compare the performance of the optimized RGA and PSO algorithms. Overall, PSO outperforms the RGA algorithm.
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蜂窝网络平顶扇形波束形成优化方法的性能比较
平顶辐射模式对于在扇区蜂窝网络中形成适当的波束并为用户提供最佳质量的服务是必要的。平顶图案提供了足够的功率,并允许最大限度地减少信号对相邻扇区的溢出。平顶扇区波束图在扇区蜂窝网络中、在多输入多输出(MIMO)系统中是依赖的,并且确保在期望的蜂窝扇区中几乎恒定的增益。本文比较了实数编码遗传算法(RGA)和粒子群优化(PSO)等优化技术在蜂窝网络中的应用,以实现最佳平顶扇区模式。通过对40◦ 和60◦ 行业。这些参数用于比较优化的RGA和PSO算法的性能。总体而言,粒子群算法优于RGA算法。
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来源期刊
Journal of Telecommunications and Information Technology
Journal of Telecommunications and Information Technology Engineering-Electrical and Electronic Engineering
CiteScore
1.20
自引率
0.00%
发文量
34
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