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Performance Comparison of Adaptive Beam Forming by Embedded GA in PIC and ARM Microcontroller

机译:PIC和ARM单片机中嵌入式GA自适应波束形成的性能比较。

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Genetic Algorithm is one of the most famous optimization tools for solving complex stochastic problem. GA requires heavy recursive computation because of its nature of algorithm. A personal computer can run GA program with ease but an application such as adaptive beam forming and control system that requires small embedded system at the base station face great challenge to reach maximum performance in the limited resources environment. In this paper, the performance of Genetic Algorithm (GA) firmware embedded in two different microcontrollers, Microchip PIC18F4550 and NXP LPC2131 ARM core microcontroller for adaptive beam forming was investigated and compared. The results show that LPC2131 has better performance as compared to PIC18F4550 in the aspect of optimization speed and antenna beam forming. Besides, this paper also reviews the realization of embedded GA in microcontroller systems.
机译:遗传算法是解决复杂随机问题的最著名的优化工具之一。由于算法的性质,GA需要大量的递归计算。个人计算机可以轻松地运行GA程序,但是在基站有限的嵌入式环境中,诸如自适应波束形成和控制系统之类的应用需要在基站使用小型嵌入式系统面临着巨大的挑战。本文研究并比较了嵌入在两个不同的微控制器Microchip PIC18F4550和NXP LPC2131 ARM核心微控制器中用于自适应波束形成的遗传算法(GA)固件的性能,并进行了比较。结果表明,在优化速度和天线波束形成方面,LPC2131与PIC18F4550相比具有更好的性能。此外,本文还回顾了嵌入式GA在微控制器系统中的实现。

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