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Pipeline Implementation of Polyphase PSO for Adaptive Beamforming Algorithm

机译:自适应波束形成算法的多相PSO管道实现

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Adaptive beamforming is a powerful technique for anti-interference, where searching and tracking optimal solutions are a great challenge. In this paper, a partial Particle Swarm Optimization (PSO) algorithm is proposed to track the optimal solution of an adaptive beamformer due to its great global searching character. Also, due to its naturally parallel searching capabilities, a novel Field Programmable Gate Arrays (FPGA) pipeline architecture using polyphase filter bank structure is designed. In order to perform computations with large dynamic range and high precision, the proposed implementation algorithm uses an efficient user-defined floating-point arithmetic. In addition, a polyphase architecture is proposed to achieve full pipeline implementation. In the case of PSO with large population, the polyphase architecture can significantly save hardware resources while achieving high performance. Finally, the simulation results are presented by cosimulation with ModelSim and SIMULINK.
机译:自适应波束成形是一种强大的抗干扰技术,其中搜索和跟踪最佳解决方案是一个巨大的挑战。本文提出了一种局部粒子群优化(PSO)算法来跟踪自适应波束形成器的最优解,因为该算法具有很好的全局搜索特性。此外,由于其自​​然的并行搜索功能,还设计了一种使用多相滤波器组结构的新型现场可编程门阵列(FPGA)管线体系结构。为了执行大动态范围和高精度的计算,所提出的实现算法使用了高效的用户定义浮点算法。另外,提出了一种多相架构来实现完整的流水线实施。在PSO数量众多的情况下,多相体系结构可以显着节省硬件资源,同时实现高性能。最后,通过与ModelSim和SIMULINK协同仿真,给出了仿真结果。

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