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使用通过灰狼算法和粒子群优化调整的控制器对现代工业变速驱动系统进行稳态分析。

Steady state analysis of modern industrial variable speed drive systems using controllers adjusted via grey wolf algorithm & particle swarm optimization.

作者信息

Nadweh Safwan, Khaddam Ola, Hayeh Ghassan, Atieh Bassan, Haes Alhelou Hassan

机构信息

Electrical Power Engineering Department, Tishreen University, 2230 Lattakia, Syria.

Mechatronics Engineering, Manara University, Lattakia, Syria.

出版信息

Heliyon. 2020 Nov 8;6(11):e05438. doi: 10.1016/j.heliyon.2020.e05438. eCollection 2020 Nov.

DOI:10.1016/j.heliyon.2020.e05438
PMID:33204887
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7653072/
Abstract

This paper presents the reconfiguration of control circuit designed to control four-quadrant chopper placed in the variable speed drive system (VSDS)'s DC-link. The purpose of this design is to reduce the overall total harmonic distortion THD% of input current, and the ripple factor (RF) of the DC-link current in this system. Both of Grey Wolf Algorithm (GWO) & Particle Swarm Optimization (PSO) have been used to get the optimal parameters of proportional integral PI and proportional integral differential with filter PIDN controllers. The variable speed drive system and the proposed filter have been modeled in integration with the suggested algorithms to determine the optimal values of the controllers' parameters. The grey wolf algorithm GWO outperformed the PSO algorithm in term of reaching the optimum parameters in less number of iterations in both dynamic and static work conditions. Also, the time response of the system with GWO is better than with PSO.

摘要

本文介绍了一种控制电路的重新配置,该控制电路旨在控制置于变速驱动系统(VSDS)直流母线中的四象限斩波器。此设计的目的是降低该系统中输入电流的总体总谐波失真THD%以及直流母线电流的纹波因数(RF)。灰狼算法(GWO)和粒子群优化算法(PSO)都已用于获取比例积分PI控制器和带滤波器的比例积分微分PIDN控制器的最优参数。变速驱动系统和所提出的滤波器已与所建议的算法集成建模,以确定控制器参数的最优值。在动态和静态工作条件下,灰狼算法GWO在以更少的迭代次数达到最优参数方面优于PSO算法。此外,采用GWO时系统的时间响应比采用PSO时更好。

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本文引用的文献

1
Time response enhancement for variable speed drive systems by using five-level cascade four quadrant chopper in dc-link.通过在直流母线中使用五电平级联四象限斩波器来增强变速驱动系统的时间响应。
Heliyon. 2020 Aug 16;6(8):e04739. doi: 10.1016/j.heliyon.2020.e04739. eCollection 2020 Aug.
2
Optimization of P& PI controller parameters for variable speed drive systems using a flower pollination algorithm.基于花授粉算法的变速驱动系统比例积分(PI)控制器参数优化
Heliyon. 2020 Aug 9;6(8):e04648. doi: 10.1016/j.heliyon.2020.e04648. eCollection 2020 Aug.
3
Particle Swarm Optimization for Single Objective Continuous Space Problems: A Review.
单目标连续空间问题的粒子群优化算法综述
Evol Comput. 2017 Spring;25(1):1-54. doi: 10.1162/EVCO_r_00180. Epub 2016 Mar 8.