Multi-objective optimization strategy for parallel tuning of multiple fractional order controllers in a PMSG based WECS

IF 1.5 Q4 ENERGY & FUELS
Khaled Sahraoui, Rachid Lalalou, Nadir Boutasseta, Issam Attoui, Nadir Fergani, Mohammed Lamine Frikh
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引用次数: 0

Abstract

In this paper, a novel multi-objective optimization strategy is proposed for the parallel tuning of six fractional order controllers used in regulation loops of a PMSG based wind energy conversion system connected to the electric grid. The nonlinear nature of the WECS components has made controllers design challenging. To enhance the transient response of system variables, Fractional Order Proportional Integral (FOPI) controllers are considered as they are more suitable for such nonlinear physical systems. The additional parameters introduced by FOPI are normally tuned using a single objective, multi-dimensional particle swarm optimization algorithm. However, the inter-dependence of regulation loops introduces additional complexity that is solved in this work using a multi-objective optimization strategy based on a succession of Single-Objective PSO and Multi-Objective PSO. A simulation study has been conducted in order to demonstrate the higher performance and superior tracking accuracy of the proposed multi-objective optimization strategy in variable wind speed operating conditions.
基于PMSG的wcs中多个分数阶控制器并行调谐的多目标优化策略
本文提出了一种新的多目标优化策略,用于并网PMSG风电转换系统调节回路中6个分数阶控制器的并行整定。WECS组件的非线性特性给控制器的设计带来了挑战。为了提高系统变量的瞬态响应,分数阶比例积分(FOPI)控制器更适合于这类非线性物理系统。FOPI引入的附加参数通常使用单目标、多维粒子群优化算法进行调整。然而,调节回路的相互依赖性引入了额外的复杂性,在这项工作中,使用基于单目标粒子群和多目标粒子群的多目标优化策略来解决这个问题。通过仿真研究,验证了所提出的多目标优化策略在变风速工况下具有较高的性能和跟踪精度。
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来源期刊
Wind Engineering
Wind Engineering ENERGY & FUELS-
CiteScore
4.00
自引率
13.30%
发文量
81
期刊介绍: Having been in continuous publication since 1977, Wind Engineering is the oldest and most authoritative English language journal devoted entirely to the technology of wind energy. Under the direction of a distinguished editor and editorial board, Wind Engineering appears bimonthly with fully refereed contributions from active figures in the field, book notices, and summaries of the more interesting papers from other sources. Papers are published in Wind Engineering on: the aerodynamics of rotors and blades; machine subsystems and components; design; test programmes; power generation and transmission; measuring and recording techniques; installations and applications; and economic, environmental and legal aspects.
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