Algoritmos bioinspirados para optimizar el contenido de armónicos de un inversor de potencia PWM

TecnoLogicas Pub Date : 2015-01-01 DOI:10.22430/22565337.210
J. Díaz-Rodríguez, Oscar Eduardo Gualdrón-Guerrero, Aldo Pardo-García
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Abstract

This paper deals with the evaluation of different bio-inspired algorithms techniques for reduction of harmonic distortion (THD) in pulse width modulation (PWM) of power inverters. A comprehensive study is performed, that identifies and develops biologically inspired optimization algorithms based mainly on tabu search, genetic algorithms (GA), particle swarm optimization (PSO), and ant colony optimization (ACO). These bio-inspired optimization methods were used to find the best operational parameters of a PWM applied to a power inverter. The best results were achieved when the pulse position is near to the middle position (Pp=0.5) or symmetry of the pulse. For the four methods analyzed he best result was obtained using ACO method based on the lowest THD content and less 5th and 7th harmonics magnitude with fewer pulses (Np=38), almost 5 times lower than the result of PSO (Np=179). It was achieved to reduce losses considerably with a reduction in the switching frequency of the power devices (4560 Hz). The algorithms developed can be easily adapted to any minimization problem, only making changes in the number of variables and selection (or elimination) criteria to obtain better results in complex problems.
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优化PWM逆变器谐波含量的仿生算法
本文对功率逆变器脉宽调制(PWM)中降低谐波失真(THD)的不同仿生算法技术进行了评价。本文对基于禁忌搜索、遗传算法(GA)、粒子群优化(PSO)和蚁群优化(ACO)的生物优化算法进行了全面的研究。这些仿生优化方法用于寻找应用于功率逆变器的PWM的最佳工作参数。当脉冲位置接近中间位置(Pp=0.5)或脉冲对称时,效果最好。在四种方法中,基于THD含量最低、5次和7次谐波量级较小、脉冲数较少(Np=38)的蚁群法获得的结果最好,比PSO法(Np=179)的结果低近5倍。通过降低功率器件的开关频率(4560 Hz),可以大大减少损耗。所开发的算法可以很容易地适应任何最小化问题,只需改变变量的数量和选择(或消除)标准,就可以在复杂问题中获得更好的结果。
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审稿时长
28 weeks
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